diff --git "a/VehicleDiagnosticSample.txt" "b/VehicleDiagnosticSample.txt"
new file mode 100644--- /dev/null
+++ "b/VehicleDiagnosticSample.txt"
@@ -0,0 +1,32732 @@
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=automatic
+Output: Diagnostic ID=17f869b8-179e-4c02-bfad-6837b0f0d4b0
+Vehicle Type: commercial
+System: transmission
+Configuration: automatic
+Status: normal (level 1)
+Fault Code: P0796
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.99 ratio
+  torque=261.78 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=87.01 °C
+Parameters:
+  efficiency=0.83 percent
+  load=68.82 percent
+  temperature=79.68 °C
+  power=33.78 kW
+  vibration=2.93 mm/s
+  health_index=76.58 percent
+Temporal Data:
+  temp_over_time=[77.2, 69.7, 73.0] °C
+  power_trend=[43.5, 33.3, 32.8] kW
+  performance_trend=[0.9, 1.0, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0796. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 9 months. Recommended actions: filter replacement, fluid change, seal inspection. 
+Maintenance Recommendations: filter replacement, fluid change, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=supercapacitor
+Output: Diagnostic ID=55d09231-272f-4c4c-bfa5-af46a9ca6dd2
+Vehicle Type: electric
+System: battery
+Configuration: supercapacitor
+Status: degraded (level 2)
+Fault Code: P0A80
+Performance: 357.0 kWh
+Material: lithium-ion
+Measurements:
+  current=24.97 amps
+  state-of-charge=43.62 percent
+  voltage=728.16 volts
+  capacity=92.10 percent
+Parameters:
+  efficiency=0.89 percent
+  load=47.83 percent
+  temperature=24.10 °C
+  power=375.42 kW
+  vibration=4.65 mm/s
+  health_index=73.48 percent
+Sensors:
+  coolant_flow=0.8 L/min
+  cell_voltage=3.52 V
+  insulation=73.0 MΩ
+Temporal Data:
+  temp_over_time=[23.0, 20.9, 19.2, 19.3, 19.4, 22.6] °C
+  power_trend=[428.4, 372.8, 440.5, 442.8, 402.7, 333.0] kW
+  performance_trend=[418.6, 328.3, 389.4, 348.5, 359.4, 312.7] kWh
+Notes: Observed symptoms: slow charging. Diagnostic trouble code: P0A80. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 5 months. Recommended actions: charge test. 
+Maintenance Recommendations: charge test
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=disc
+Output: Diagnostic ID=bb21d636-33be-4cd3-acd1-60b632ad85ee
+Vehicle Type: suv
+System: brakes
+Configuration: disc
+Status: degraded (level 2)
+Fault Code: C0050
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=0.34 percent
+  rotor-thickness=10.17 mm
+  pad-thickness=5.63 mm
+  pressure=550.34 psi
+Parameters:
+  efficiency=0.87 percent
+  load=79.78 percent
+  temperature=69.87 °C
+  power=27.55 kW
+  vibration=3.72 mm/s
+  health_index=58.03 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.0 mm
+  pressure_sensor=1091.0 psi
+Temporal Data:
+  temp_over_time=[45.8, 40.0, 42.6, 40.0] °C
+  power_trend=[31.2, 25.7, 25.2, 33.8] kW
+  performance_trend=[1.0, 0.8, 1.0, 1.1] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 3 months. Recommended actions: fluid flush, caliper inspection. 
+Maintenance Recommendations: fluid flush, caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=nickel-metal
+Output: Diagnostic ID=e68bb6d0-ee99-4ecb-80b6-b34f8f7796eb
+Vehicle Type: electric
+System: battery
+Configuration: nickel-metal
+Status: normal (level 1)
+Fault Code: P0AC0
+Performance: 222.9 kWh
+Material: nickel-metal
+Measurements:
+  current=190.92 amps
+  state-of-charge=36.38 percent
+  voltage=313.55 volts
+  capacity=98.57 percent
+Parameters:
+  efficiency=0.97 percent
+  load=34.25 percent
+  temperature=39.37 °C
+  power=227.61 kW
+  vibration=1.02 mm/s
+  health_index=81.63 percent
+Sensors:
+  coolant_flow=0.6 L/min
+  cell_voltage=3.59 V
+  insulation=98.6 MΩ
+Temporal Data:
+  temp_over_time=[25.9, 27.6, 29.5] °C
+  power_trend=[236.2, 204.5, 233.4] kW
+  performance_trend=[211.3, 208.6, 232.7] kWh
+Notes: Observed symptoms: slow charging. Diagnostic trouble code: P0AC0. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 2 months. Recommended actions: terminal cleaning, cell balancing, cooling system check. 
+Maintenance Recommendations: terminal cleaning, cell balancing, cooling system check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=standard
+Output: Diagnostic ID=33f2d0d3-fddb-4a71-b078-a47c5a063082
+Vehicle Type: motorcycle
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 173.1 hp
+Material: steel
+Measurements:
+  oil-temperature=82.90 °C
+  oil-pressure=24.29 psi
+  compression=136.82 psi
+  rpm=2248.70 rpm
+Parameters:
+  efficiency=0.84 percent
+  load=40.67 percent
+  temperature=119.78 °C
+  power=331.65 hp
+  vibration=1.40 mm/s
+  health_index=86.23 percent
+Sensors:
+  oxygen_sensor=0.40 V
+  knock_sensor=95.7 mV
+  maf_sensor=10.81 g/s
+Temporal Data:
+  temp_over_time=[100.7, 104.4, 93.3, 95.4, 88.1] °C
+  power_trend=[315.3, 412.4, 302.8, 323.0, 350.2] hp
+  performance_trend=[180.3, 148.3, 200.3, 164.5, 186.1] hp
+Notes: Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=rotary
+Output: Diagnostic ID=ebac2f88-94f3-4dcf-a04f-ff958873eb5f
+Vehicle Type: motorcycle
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 487.1 hp
+Material: titanium
+Measurements:
+  oil-temperature=104.13 °C
+  oil-pressure=39.72 psi
+  compression=123.01 psi
+  rpm=1920.75 rpm
+Parameters:
+  efficiency=0.95 percent
+  load=73.29 percent
+  temperature=88.66 °C
+  power=335.57 hp
+  vibration=1.92 mm/s
+  health_index=84.09 percent
+Sensors:
+  oxygen_sensor=0.63 V
+  knock_sensor=54.6 mV
+  maf_sensor=8.54 g/s
+Temporal Data:
+  temp_over_time=[88.8, 98.4, 90.9, 99.9] °C
+  power_trend=[357.2, 381.8, 396.9, 382.8] hp
+  performance_trend=[392.8, 582.0, 439.1, 406.2] hp
+Notes: Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=performance
+Output: Diagnostic ID=0d8371c4-a123-4d97-bdcb-7ab5c791dd1f
+Vehicle Type: motorcycle
+System: electrical
+Configuration: performance
+Status: normal (level 1)
+Fault Code: B1600
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.99 ratio
+  operating-time=8791.83 hours
+Parameters:
+  efficiency=0.99 percent
+  load=2.32 percent
+  temperature=32.58 °C
+  power=21.00 kW
+  vibration=0.73 mm/s
+  health_index=81.50 percent
+Sensors:
+  current=20.1 A
+  voltage=85.6 V
+Temporal Data:
+  temp_over_time=[30.6, 27.3, 32.4, 27.2, 33.1] °C
+  power_trend=[18.3, 23.4, 21.9, 23.8, 17.0] kW
+  performance_trend=[0.9, 1.1, 1.1, 0.9, 1.0] voltage_stability
+Notes: Observed symptoms: system failures. Diagnostic trouble code: B1600. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 3 months. Recommended actions: connector cleaning, current draw test, voltage test. 
+Maintenance Recommendations: connector cleaning, current draw test, voltage test
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=air
+Output: Diagnostic ID=383b6e6e-e1e5-42c8-8d0b-c9733ea09f57
+Vehicle Type: sedan
+System: brakes
+Configuration: air
+Status: normal (level 1)
+Fault Code: C0040
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=0.47 percent
+  rotor-thickness=28.47 mm
+  pad-thickness=10.75 mm
+  pressure=716.96 psi
+Parameters:
+  efficiency=0.89 percent
+  load=99.50 percent
+  temperature=59.38 °C
+  power=38.00 kW
+  vibration=0.24 mm/s
+  health_index=79.81 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.8 mm
+  pressure_sensor=624.9 psi
+Temporal Data:
+  temp_over_time=[49.1, 41.6, 44.0, 44.4, 42.7] °C
+  power_trend=[37.8, 30.2, 48.7, 42.0, 34.9] kW
+  performance_trend=[1.1, 0.8, 1.0, 1.1, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0040. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 9 months. Recommended actions: pad replacement. 
+Maintenance Recommendations: pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=disc
+Output: Diagnostic ID=b6c829ad-45d3-475c-9dd7-1c177518c811
+Vehicle Type: sedan
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.16 percent
+  rotor-thickness=29.75 mm
+  pad-thickness=7.87 mm
+  pressure=302.46 psi
+Parameters:
+  efficiency=0.90 percent
+  load=65.14 percent
+  temperature=58.19 °C
+  power=46.37 kW
+  vibration=0.05 mm/s
+  health_index=87.52 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.0 mm
+  pressure_sensor=973.6 psi
+Temporal Data:
+  temp_over_time=[70.2, 70.0, 67.7, 61.7] °C
+  power_trend=[54.3, 45.9, 55.9, 51.1] kW
+  performance_trend=[0.8, 0.9, 1.1, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=basic
+Output: Diagnostic ID=0a6de336-2dc8-409d-938b-c6dbe99da83e
+Vehicle Type: sedan
+System: electrical
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.26 ratio
+  operating-time=11.06 hours
+Parameters:
+  efficiency=0.84 percent
+  load=73.89 percent
+  temperature=31.82 °C
+  power=38.48 kW
+  vibration=4.84 mm/s
+  health_index=98.81 percent
+Sensors:
+  current=27.1 A
+  voltage=17.6 V
+Temporal Data:
+  temp_over_time=[30.6, 28.2, 30.8, 31.2] °C
+  power_trend=[43.7, 42.2, 29.9, 33.1] kW
+  performance_trend=[0.9, 1.1, 1.1, 1.1] voltage_stability
+Notes: Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=optimized
+Output: Diagnostic ID=6be1dc95-c2f4-44fc-9c35-b2e2644d3870
+Vehicle Type: truck
+System: payload
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.38 ratio
+  operating-time=5084.11 hours
+Parameters:
+  efficiency=0.95 percent
+  load=56.83 percent
+  temperature=53.65 °C
+  power=19.22 kW
+  vibration=2.36 mm/s
+  health_index=66.22 percent
+Temporal Data:
+  temp_over_time=[57.7, 49.3, 56.5, 52.8, 50.1, 57.7, 54.0] °C
+  power_trend=[17.9, 23.7, 20.4, 20.0, 22.9, 17.5, 16.2] kW
+  performance_trend=[0.8, 0.9, 0.7, 0.9, 0.8, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 10 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=performance
+Output: Diagnostic ID=c67810a5-e6b3-4d9a-8b13-109cd74c533d
+Vehicle Type: commercial
+System: air-brakes
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=4754.05 hours
+Parameters:
+  efficiency=0.95 percent
+  load=42.40 percent
+  temperature=40.21 °C
+  power=42.42 kW
+  vibration=2.51 mm/s
+  health_index=83.07 percent
+Temporal Data:
+  temp_over_time=[51.9, 46.6, 54.3] °C
+  power_trend=[46.2, 43.4, 52.4] kW
+  performance_trend=[0.8, 0.6, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 11 months. Recommended actions: diagnostic scan, software update, system inspection. 
+Maintenance Recommendations: diagnostic scan, software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=basic
+Output: Diagnostic ID=ec66024c-f147-491d-84cb-da8cd64566aa
+Vehicle Type: commercial
+System: safety
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=1160.84 hours
+Parameters:
+  efficiency=0.82 percent
+  load=4.56 percent
+  temperature=57.36 °C
+  power=27.46 kW
+  vibration=3.10 mm/s
+  health_index=60.88 percent
+Temporal Data:
+  temp_over_time=[44.5, 44.8, 42.8, 45.0] °C
+  power_trend=[22.1, 20.4, 21.3, 20.1] kW
+  performance_trend=[0.8, 0.9, 0.9, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 4 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=optimized
+Output: Diagnostic ID=87d947b2-e169-4acb-a55e-bd576877f3d4
+Vehicle Type: commercial
+System: safety
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=1778.43 hours
+Parameters:
+  efficiency=0.82 percent
+  load=83.99 percent
+  temperature=55.78 °C
+  power=46.09 kW
+  vibration=3.89 mm/s
+  health_index=87.87 percent
+Temporal Data:
+  temp_over_time=[61.7, 62.1, 57.9] °C
+  power_trend=[33.2, 40.4, 42.6] kW
+  performance_trend=[1.0, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=cvt
+Output: Diagnostic ID=d4f94658-6e91-4fee-9eb0-83538493e8fa
+Vehicle Type: commercial
+System: transmission
+Configuration: cvt
+Status: normal (level 1)
+Fault Code: P0700
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.72 ratio
+  torque=525.96 Nm
+  shift-time=0.29 seconds
+  fluid-temperature=86.09 °C
+Parameters:
+  efficiency=0.76 percent
+  load=48.52 percent
+  temperature=63.21 °C
+  power=24.89 kW
+  vibration=0.22 mm/s
+  health_index=74.27 percent
+Temporal Data:
+  temp_over_time=[74.2, 68.9, 72.4, 70.9, 75.6] °C
+  power_trend=[32.2, 22.2, 20.9, 30.4, 28.1] kW
+  performance_trend=[0.9, 1.0, 0.7, 0.8, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 1 months. Recommended actions: filter replacement, seal inspection. 
+Maintenance Recommendations: filter replacement, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=optimized
+Output: Diagnostic ID=ed5b87ea-a8bb-4aef-a771-e854166e962c
+Vehicle Type: suv
+System: towing
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.59 ratio
+  operating-time=7103.45 hours
+Parameters:
+  efficiency=0.92 percent
+  load=46.33 percent
+  temperature=55.38 °C
+  power=40.05 kW
+  vibration=0.99 mm/s
+  health_index=70.96 percent
+Temporal Data:
+  temp_over_time=[64.4, 69.0, 61.4, 66.7, 61.1, 61.1, 64.5] °C
+  power_trend=[40.2, 28.5, 47.8, 39.0, 50.0, 42.7, 32.3] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.9, 0.6, 0.6, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335055. Recommended maintenance interval: 7 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=manual
+Output: Diagnostic ID=ec4b58e7-bc7e-4273-b2f9-f79de86943b2
+Vehicle Type: commercial
+System: transmission
+Configuration: manual
+Status: warning (level 3)
+Fault Code: P0730
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.85 ratio
+  torque=419.24 Nm
+  shift-time=0.30 seconds
+  fluid-temperature=86.34 °C
+Parameters:
+  efficiency=0.85 percent
+  load=38.73 percent
+  temperature=76.78 °C
+  power=23.73 kW
+  vibration=2.39 mm/s
+  health_index=46.11 percent
+Temporal Data:
+  temp_over_time=[59.9, 58.8, 61.1, 54.2] °C
+  power_trend=[19.6, 29.3, 20.9, 21.1] kW
+  performance_trend=[1.0, 0.8, 0.7, 0.9] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335095. Recommended maintenance interval: 7 months. Recommended actions: fluid change, clutch adjustment, filter replacement. 
+Maintenance Recommendations: fluid change, clutch adjustment, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=standard
+Output: Diagnostic ID=8a5ee8fc-9463-46c7-84d2-5303a33aeaf7
+Vehicle Type: electric
+System: thermal
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=9511.64 hours
+Parameters:
+  efficiency=0.91 percent
+  load=84.94 percent
+  temperature=56.51 °C
+  power=24.36 kW
+  vibration=2.48 mm/s
+  health_index=77.78 percent
+Temporal Data:
+  temp_over_time=[48.3, 47.9, 52.1, 52.4, 45.3, 44.4] °C
+  power_trend=[22.9, 21.7, 27.1, 31.6, 19.5, 24.0] kW
+  performance_trend=[1.0, 0.9, 0.9, 0.7, 0.7, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335095. Recommended maintenance interval: 9 months. Recommended actions: connector check, system inspection, diagnostic scan. 
+Maintenance Recommendations: connector check, system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=enhanced
+Output: Diagnostic ID=ba9191f5-189b-4806-af9a-356e66775ef6
+Vehicle Type: truck
+System: diesel
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.76 ratio
+  operating-time=7059.04 hours
+Parameters:
+  efficiency=0.76 percent
+  load=39.56 percent
+  temperature=69.25 °C
+  power=42.81 kW
+  vibration=3.94 mm/s
+  health_index=83.85 percent
+Temporal Data:
+  temp_over_time=[76.0, 73.2, 65.9] °C
+  power_trend=[50.2, 48.3, 49.3] kW
+  performance_trend=[0.8, 1.1, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335093. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=cvt
+Output: Diagnostic ID=75865a03-57fd-4033-9273-e9af88dd5a76
+Vehicle Type: sedan
+System: transmission
+Configuration: cvt
+Status: normal (level 1)
+Fault Code: P0796
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.73 ratio
+  torque=333.37 Nm
+  shift-time=0.35 seconds
+  fluid-temperature=62.33 °C
+Parameters:
+  efficiency=0.95 percent
+  load=34.01 percent
+  temperature=61.51 °C
+  power=44.24 kW
+  vibration=3.38 mm/s
+  health_index=86.77 percent
+Temporal Data:
+  temp_over_time=[68.7, 70.3, 73.1, 63.4, 74.8, 74.0, 75.9] °C
+  power_trend=[34.8, 54.1, 42.1, 44.8, 40.9, 56.3, 35.2] kW
+  performance_trend=[0.9, 1.0, 0.9, 1.0, 0.9, 0.9, 0.8] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0796. Diagnostic scan performed at 1751287335093. Recommended maintenance interval: 4 months. Recommended actions: clutch adjustment. 
+Maintenance Recommendations: clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=cvt
+Output: Diagnostic ID=1b7c2f89-78e1-4d9b-9d25-165fca288658
+Vehicle Type: truck
+System: transmission
+Configuration: cvt
+Status: normal (level 1)
+Fault Code: P0730
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.96 ratio
+  torque=597.15 Nm
+  shift-time=0.20 seconds
+  fluid-temperature=93.66 °C
+Parameters:
+  efficiency=0.92 percent
+  load=17.53 percent
+  temperature=82.23 °C
+  power=10.31 kW
+  vibration=1.90 mm/s
+  health_index=72.82 percent
+Temporal Data:
+  temp_over_time=[66.6, 65.1, 72.9, 69.1, 67.6, 62.7] °C
+  power_trend=[10.3, 8.2, 12.0, 12.2, 10.4, 12.1] kW
+  performance_trend=[0.8, 1.0, 0.9, 0.9, 0.8, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335091. Recommended maintenance interval: 4 months. Recommended actions: seal inspection, fluid change. 
+Maintenance Recommendations: seal inspection, fluid change
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=9b3c0ea6-bd4c-40ad-a020-c315f5f65ff4
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: B1500
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=7762.64 hours
+Parameters:
+  efficiency=0.80 percent
+  load=26.30 percent
+  temperature=43.05 °C
+  power=24.17 kW
+  vibration=3.68 mm/s
+  health_index=65.00 percent
+Sensors:
+  current=16.6 A
+  voltage=88.0 V
+Temporal Data:
+  temp_over_time=[32.9, 32.7, 29.7] °C
+  power_trend=[19.9, 24.7, 22.9] kW
+  performance_trend=[0.9, 0.8, 1.0] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1500. Diagnostic scan performed at 1751287335091. Recommended maintenance interval: 6 months. Recommended actions: current draw test. 
+Maintenance Recommendations: current draw test
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=sequential
+Output: Diagnostic ID=3f3342f9-309b-4dc0-ab75-18b5f4040e5d
+Vehicle Type: commercial
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.90 ratio
+  torque=264.67 Nm
+  shift-time=0.30 seconds
+  fluid-temperature=69.15 °C
+Parameters:
+  efficiency=0.81 percent
+  load=21.61 percent
+  temperature=78.25 °C
+  power=37.13 kW
+  vibration=0.13 mm/s
+  health_index=84.52 percent
+Temporal Data:
+  temp_over_time=[77.2, 75.9, 80.8, 80.4, 83.9, 80.1] °C
+  power_trend=[30.1, 37.7, 35.1, 33.8, 26.9, 31.0] kW
+  performance_trend=[1.1, 0.8, 1.1, 0.9, 0.9, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335089. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=enhanced
+Output: Diagnostic ID=db791000-8e46-4fff-b5a8-18a663e5c628
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=2218.38 hours
+Parameters:
+  efficiency=0.75 percent
+  load=41.87 percent
+  temperature=68.17 °C
+  power=10.69 kW
+  vibration=0.07 mm/s
+  health_index=81.94 percent
+Temporal Data:
+  temp_over_time=[52.8, 60.6, 61.3, 58.3, 60.8] °C
+  power_trend=[12.7, 9.4, 12.1, 11.5, 13.4] kW
+  performance_trend=[0.6, 0.6, 0.8, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335087. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=enhanced
+Output: Diagnostic ID=5490118b-1217-4d1b-8afc-492b3116192c
+Vehicle Type: hybrid
+System: electronics
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=449.44 hours
+Parameters:
+  efficiency=0.83 percent
+  load=25.18 percent
+  temperature=31.66 °C
+  power=18.14 kW
+  vibration=2.07 mm/s
+  health_index=88.80 percent
+Sensors:
+  current=25.6 A
+  voltage=122.9 V
+Temporal Data:
+  temp_over_time=[41.7, 40.0, 46.8, 41.3, 45.8] °C
+  power_trend=[23.0, 22.0, 22.3, 20.6, 17.5] kW
+  performance_trend=[1.1, 0.9, 1.2, 1.2, 1.1] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335085. Recommended maintenance interval: 11 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=enhanced
+Output: Diagnostic ID=8662417b-d0e5-4c3e-95b5-8bae5ef56e3d
+Vehicle Type: motorcycle
+System: cooling
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.31 ratio
+  operating-time=8934.33 hours
+Parameters:
+  efficiency=0.87 percent
+  load=25.25 percent
+  temperature=47.73 °C
+  power=30.36 kW
+  vibration=2.35 mm/s
+  health_index=97.97 percent
+Temporal Data:
+  temp_over_time=[51.5, 46.7, 49.6] °C
+  power_trend=[23.3, 31.8, 31.0] kW
+  performance_trend=[0.6, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335083. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=optimized
+Output: Diagnostic ID=b63e2b26-2309-4f8b-9680-9c6599598f26
+Vehicle Type: hybrid
+System: regenerative
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=2128.92 hours
+Parameters:
+  efficiency=0.97 percent
+  load=78.04 percent
+  temperature=58.63 °C
+  power=12.26 kW
+  vibration=1.42 mm/s
+  health_index=90.63 percent
+Temporal Data:
+  temp_over_time=[56.5, 52.3, 62.9, 56.2, 60.4, 59.8] °C
+  power_trend=[11.2, 9.0, 11.6, 10.3, 14.2, 15.1] kW
+  performance_trend=[0.9, 0.9, 0.9, 0.9, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335081. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=db7842af-9574-417c-b43e-f5041959a963
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0300
+Performance: 228.8 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=104.20 °C
+  oil-pressure=68.03 psi
+  compression=123.85 psi
+  rpm=5764.16 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=70.48 percent
+  temperature=113.06 °C
+  power=299.53 hp
+  vibration=4.88 mm/s
+  health_index=80.65 percent
+Sensors:
+  oxygen_sensor=0.92 V
+  knock_sensor=73.0 mV
+  maf_sensor=7.43 g/s
+Temporal Data:
+  temp_over_time=[115.0, 130.6, 112.5, 130.5, 107.5, 124.4] °C
+  power_trend=[357.6, 346.4, 353.6, 264.8, 361.9, 282.3] hp
+  performance_trend=[207.2, 186.4, 247.9, 220.3, 264.7, 201.6] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335079. Recommended maintenance interval: 1 months. Recommended actions: air filter replacement, fuel system cleaning, oil change. 
+Maintenance Recommendations: air filter replacement, fuel system cleaning, oil change
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=standard
+Output: Diagnostic ID=c048b51b-2b7e-41fe-880e-debd950e7b73
+Vehicle Type: hybrid
+System: electronics
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.31 ratio
+  operating-time=5672.62 hours
+Parameters:
+  efficiency=0.99 percent
+  load=7.88 percent
+  temperature=40.97 °C
+  power=12.70 kW
+  vibration=0.56 mm/s
+  health_index=76.92 percent
+Sensors:
+  current=17.5 A
+  voltage=32.7 V
+Temporal Data:
+  temp_over_time=[39.1, 36.9, 35.2, 37.3, 37.2, 34.2, 36.4] °C
+  power_trend=[11.6, 14.1, 14.1, 11.6, 16.4, 10.4, 14.4] kW
+  performance_trend=[0.7, 0.7, 0.8, 0.8, 0.6, 0.7, 0.6] performance_index
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335077. Recommended maintenance interval: 9 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=2e5aa5b9-b017-4e99-906c-d35f8bda8a96
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: degraded (level 2)
+Fault Code: C0035
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=3.04 percent
+  rotor-thickness=23.73 mm
+  pad-thickness=11.10 mm
+  pressure=408.27 psi
+Parameters:
+  efficiency=0.89 percent
+  load=38.68 percent
+  temperature=60.26 °C
+  power=19.70 kW
+  vibration=4.85 mm/s
+  health_index=64.56 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.7 mm
+  pressure_sensor=1774.3 psi
+Temporal Data:
+  temp_over_time=[56.7, 55.5, 58.7, 60.2, 59.7, 58.7, 53.0] °C
+  power_trend=[19.7, 19.8, 25.4, 19.2, 16.3, 21.5, 20.3] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.9, 0.9, 1.1, 1.0] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335075. Recommended maintenance interval: 2 months. Recommended actions: pad replacement, caliper inspection. 
+Maintenance Recommendations: pad replacement, caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=cvt
+Output: Diagnostic ID=fed95a4a-f3e6-41ee-8f7b-2174cf17cfb9
+Vehicle Type: sedan
+System: transmission
+Configuration: cvt
+Status: warning (level 3)
+Fault Code: P0720
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.94 ratio
+  torque=270.50 Nm
+  shift-time=0.17 seconds
+  fluid-temperature=98.93 °C
+Parameters:
+  efficiency=0.81 percent
+  load=40.14 percent
+  temperature=78.82 °C
+  power=28.81 kW
+  vibration=0.64 mm/s
+  health_index=48.54 percent
+Temporal Data:
+  temp_over_time=[70.1, 66.1, 70.5, 67.1, 64.9, 64.4, 64.9] °C
+  power_trend=[36.9, 36.0, 32.0, 35.5, 32.6, 35.3, 35.0] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.7, 0.7, 0.7, 1.0] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335071. Recommended maintenance interval: 10 months. Recommended actions: clutch adjustment, seal inspection, filter replacement. 
+Maintenance Recommendations: clutch adjustment, seal inspection, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=drum
+Output: Diagnostic ID=611e8e41-f48a-43ec-b678-5b4ad83e0b67
+Vehicle Type: suv
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=0.16 percent
+  rotor-thickness=13.20 mm
+  pad-thickness=6.24 mm
+  pressure=536.52 psi
+Parameters:
+  efficiency=0.83 percent
+  load=77.72 percent
+  temperature=55.30 °C
+  power=30.66 kW
+  vibration=3.65 mm/s
+  health_index=89.35 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.2 mm
+  pressure_sensor=1301.6 psi
+Temporal Data:
+  temp_over_time=[40.7, 42.5, 37.2, 42.6, 40.0, 42.0] °C
+  power_trend=[30.8, 23.6, 27.5, 29.4, 21.5, 32.8] kW
+  performance_trend=[0.8, 1.1, 1.0, 0.9, 0.9, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335110. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=direct-injection
+Output: Diagnostic ID=7bf57497-086c-43e9-b766-c03123694f8c
+Vehicle Type: motorcycle
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 178.3 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=84.82 °C
+  oil-pressure=38.99 psi
+  compression=136.42 psi
+  rpm=6557.55 rpm
+Parameters:
+  efficiency=0.94 percent
+  load=67.30 percent
+  temperature=84.40 °C
+  power=433.28 hp
+  vibration=1.23 mm/s
+  health_index=82.64 percent
+Sensors:
+  oxygen_sensor=0.15 V
+  knock_sensor=299.9 mV
+  maf_sensor=7.94 g/s
+Temporal Data:
+  temp_over_time=[104.9, 108.5, 113.5] °C
+  power_trend=[539.1, 352.7, 460.4] hp
+  performance_trend=[183.0, 142.8, 159.6] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335108. Recommended maintenance interval: 11 months. Recommended actions: spark plug replacement, oil change. 
+Maintenance Recommendations: spark plug replacement, oil change
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=performance
+Output: Diagnostic ID=688a6c81-e072-4cf2-be1b-d1c67fc054bb
+Vehicle Type: motorcycle
+System: cooling
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=9143.25 hours
+Parameters:
+  efficiency=0.99 percent
+  load=74.94 percent
+  temperature=62.17 °C
+  power=37.57 kW
+  vibration=0.25 mm/s
+  health_index=93.48 percent
+Temporal Data:
+  temp_over_time=[50.3, 46.7, 49.4, 46.1, 51.6, 51.9, 51.3] °C
+  power_trend=[42.0, 41.0, 45.6, 34.5, 35.2, 34.5, 29.6] kW
+  performance_trend=[1.0, 0.8, 0.8, 0.7, 1.0, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335106. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=air
+Output: Diagnostic ID=c1b0cc9e-3242-493b-ad20-8c13c610dc21
+Vehicle Type: motorcycle
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=2747.26 hours
+Parameters:
+  efficiency=0.94 percent
+  load=94.93 percent
+  temperature=50.02 °C
+  power=48.37 kW
+  vibration=0.73 mm/s
+  health_index=78.56 percent
+Temporal Data:
+  temp_over_time=[70.9, 72.6, 65.8, 68.7] °C
+  power_trend=[36.2, 61.8, 50.8, 45.4] kW
+  performance_trend=[0.9, 1.1, 0.8, 0.8] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335106. Recommended maintenance interval: 7 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=performance
+Output: Diagnostic ID=9e8fddde-9677-41d7-8d7f-5db97940e700
+Vehicle Type: truck
+System: exhaust
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.73 ratio
+  operating-time=7444.39 hours
+Parameters:
+  efficiency=0.99 percent
+  load=98.26 percent
+  temperature=42.16 °C
+  power=13.80 kW
+  vibration=0.74 mm/s
+  health_index=98.63 percent
+Temporal Data:
+  temp_over_time=[60.1, 58.7, 63.8, 54.3] °C
+  power_trend=[14.7, 15.8, 15.2, 15.4] kW
+  performance_trend=[0.9, 0.9, 0.9, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335106. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=sport
+Output: Diagnostic ID=c336d338-c004-4056-b1b3-510318cf618e
+Vehicle Type: suv
+System: suspension
+Configuration: sport
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.13 ratio
+  operating-time=4836.70 hours
+Parameters:
+  efficiency=0.99 percent
+  load=25.55 percent
+  temperature=63.02 °C
+  power=49.56 kW
+  vibration=2.51 mm/s
+  health_index=89.46 percent
+Temporal Data:
+  temp_over_time=[65.1, 66.3, 65.3] °C
+  power_trend=[40.5, 59.5, 43.7] kW
+  performance_trend=[0.8, 1.1, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335104. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=standard
+Output: Diagnostic ID=642c656c-2e9a-45b0-9077-46671915387c
+Vehicle Type: commercial
+System: air-brakes
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=5086.94 hours
+Parameters:
+  efficiency=0.92 percent
+  load=21.56 percent
+  temperature=58.44 °C
+  power=41.86 kW
+  vibration=1.35 mm/s
+  health_index=98.80 percent
+Temporal Data:
+  temp_over_time=[59.4, 56.9, 49.7, 59.1, 51.6, 59.8] °C
+  power_trend=[48.1, 36.7, 42.5, 39.4, 42.0, 40.9] kW
+  performance_trend=[1.0, 1.0, 0.9, 0.7, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335104. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=performance
+Output: Diagnostic ID=612fd3aa-2a3e-4c23-924e-822693da3452
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.16 ratio
+  operating-time=5067.76 hours
+Parameters:
+  efficiency=0.94 percent
+  load=91.53 percent
+  temperature=51.94 °C
+  power=43.26 kW
+  vibration=4.50 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[67.0, 68.6, 61.3, 63.5, 62.9, 62.0] °C
+  power_trend=[38.1, 31.9, 34.1, 35.6, 52.3, 54.0] kW
+  performance_trend=[0.9, 0.7, 1.0, 0.9, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335104. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=d37e562a-3f79-44d3-843d-250aff88879f
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.52 ratio
+  operating-time=1828.03 hours
+Parameters:
+  efficiency=0.77 percent
+  load=46.13 percent
+  temperature=50.43 °C
+  power=29.73 kW
+  vibration=0.61 mm/s
+  health_index=68.11 percent
+Temporal Data:
+  temp_over_time=[57.4, 65.2, 54.3, 64.7, 62.8] °C
+  power_trend=[33.9, 21.4, 36.4, 22.1, 36.7] kW
+  performance_trend=[0.9, 0.8, 1.0, 1.1, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335102. Recommended maintenance interval: 10 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=enhanced
+Output: Diagnostic ID=4ca8a4fe-9443-4ca4-bb71-730f7dce747d
+Vehicle Type: truck
+System: payload
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.29 ratio
+  operating-time=9624.30 hours
+Parameters:
+  efficiency=0.96 percent
+  load=96.59 percent
+  temperature=53.66 °C
+  power=29.10 kW
+  vibration=4.06 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[43.5, 44.1, 44.2] °C
+  power_trend=[24.4, 30.4, 30.1] kW
+  performance_trend=[0.8, 0.7, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335102. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-polymer
+Output: Diagnostic ID=ca18d79b-785d-4218-a6c6-d2bfa81a4f02
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-polymer
+Status: optimal (level 0)
+Performance: 118.2 kWh
+Material: lithium-ion
+Measurements:
+  current=210.97 amps
+  state-of-charge=27.37 percent
+  voltage=782.63 volts
+  capacity=82.69 percent
+Parameters:
+  efficiency=0.93 percent
+  load=21.28 percent
+  temperature=32.71 °C
+  power=89.21 kW
+  vibration=4.56 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=1.0 L/min
+  cell_voltage=3.51 V
+  insulation=38.4 MΩ
+Temporal Data:
+  temp_over_time=[48.4, 49.7, 48.3] °C
+  power_trend=[113.1, 95.2, 77.8] kW
+  performance_trend=[141.1, 128.1, 111.2] kWh
+Notes: Diagnostic scan performed at 1751287335101. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=standard
+Output: Diagnostic ID=4dbd90c3-f5ea-4eca-993c-199b6ccc795f
+Vehicle Type: truck
+System: payload
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=9459.78 hours
+Parameters:
+  efficiency=0.99 percent
+  load=54.07 percent
+  temperature=53.34 °C
+  power=45.99 kW
+  vibration=0.78 mm/s
+  health_index=86.94 percent
+Temporal Data:
+  temp_over_time=[53.6, 53.5, 49.4, 50.8, 45.5, 49.1] °C
+  power_trend=[51.6, 57.4, 53.2, 40.6, 46.9, 54.4] kW
+  performance_trend=[0.7, 0.9, 1.0, 0.9, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335099. Recommended maintenance interval: 4 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=hybrid
+Output: Diagnostic ID=2819d9ed-41c4-40c4-9d7d-1044c213b06d
+Vehicle Type: motorcycle
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0300
+Performance: 233.9 hp
+Material: titanium
+Measurements:
+  oil-temperature=118.79 °C
+  oil-pressure=77.05 psi
+  compression=166.65 psi
+  rpm=2505.89 rpm
+Parameters:
+  efficiency=0.82 percent
+  load=10.35 percent
+  temperature=94.75 °C
+  power=175.02 hp
+  vibration=1.58 mm/s
+  health_index=76.57 percent
+Sensors:
+  oxygen_sensor=0.77 V
+  knock_sensor=52.5 mV
+  maf_sensor=1.35 g/s
+Temporal Data:
+  temp_over_time=[78.7, 76.7, 84.8, 76.7, 84.8, 75.2, 89.0] °C
+  power_trend=[171.6, 188.0, 137.2, 141.8, 147.9, 150.6, 167.3] hp
+  performance_trend=[201.1, 236.6, 207.9, 280.4, 254.7, 258.8, 194.2] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335099. Recommended maintenance interval: 11 months. Recommended actions: timing belt inspection, spark plug replacement, air filter replacement. 
+Maintenance Recommendations: timing belt inspection, spark plug replacement, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=standard
+Output: Diagnostic ID=d00ffe71-d7c9-4065-9b33-d18e3dbc3880
+Vehicle Type: motorcycle
+System: engine
+Configuration: standard
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 199.2 hp
+Material: titanium
+Measurements:
+  oil-temperature=93.94 °C
+  oil-pressure=28.68 psi
+  compression=152.47 psi
+  rpm=812.36 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=39.62 percent
+  temperature=98.88 °C
+  power=284.15 hp
+  vibration=1.04 mm/s
+  health_index=81.86 percent
+Sensors:
+  oxygen_sensor=0.98 V
+  knock_sensor=40.4 mV
+  maf_sensor=9.83 g/s
+Temporal Data:
+  temp_over_time=[102.2, 109.4, 97.6, 101.7, 98.0, 94.6] °C
+  power_trend=[367.8, 307.1, 358.4, 245.6, 339.1, 256.5] hp
+  performance_trend=[164.8, 189.7, 226.1, 238.4, 193.0, 184.0] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335099. Recommended maintenance interval: 8 months. Recommended actions: fuel system cleaning, spark plug replacement. 
+Maintenance Recommendations: fuel system cleaning, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=optimized
+Output: Diagnostic ID=c27220f7-498a-4b6c-a147-754d47b8cd4c
+Vehicle Type: truck
+System: payload
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.99 ratio
+  operating-time=8126.00 hours
+Parameters:
+  efficiency=0.88 percent
+  load=8.85 percent
+  temperature=64.08 °C
+  power=17.63 kW
+  vibration=2.85 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[46.7, 47.6, 48.7] °C
+  power_trend=[16.8, 14.6, 22.1] kW
+  performance_trend=[0.8, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335097. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=standard
+Output: Diagnostic ID=c59bd9bf-87df-4734-bc7a-557c636a3d6f
+Vehicle Type: hybrid
+System: regenerative
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=9238.45 hours
+Parameters:
+  efficiency=0.77 percent
+  load=6.38 percent
+  temperature=45.25 °C
+  power=14.17 kW
+  vibration=1.33 mm/s
+  health_index=70.52 percent
+Temporal Data:
+  temp_over_time=[44.1, 47.8, 44.8, 45.8, 46.0, 49.1] °C
+  power_trend=[16.7, 16.5, 15.5, 17.7, 15.4, 16.6] kW
+  performance_trend=[1.2, 0.8, 1.1, 1.2, 1.1, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335122. Recommended maintenance interval: 2 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=supercapacitor
+Output: Diagnostic ID=ea76f521-28d9-4955-9931-c0e215ff2a45
+Vehicle Type: hybrid
+System: battery
+Configuration: supercapacitor
+Status: normal (level 1)
+Fault Code: P0BFA
+Performance: 169.3 kWh
+Material: nickel-metal
+Measurements:
+  current=130.96 amps
+  state-of-charge=71.84 percent
+  voltage=510.32 volts
+  capacity=82.36 percent
+Parameters:
+  efficiency=0.93 percent
+  load=8.14 percent
+  temperature=36.20 °C
+  power=424.16 kW
+  vibration=3.05 mm/s
+  health_index=76.01 percent
+Sensors:
+  coolant_flow=2.0 L/min
+  cell_voltage=4.11 V
+  insulation=14.6 MΩ
+Temporal Data:
+  temp_over_time=[49.3, 46.1, 49.4, 40.7, 43.8, 42.9, 44.1] °C
+  power_trend=[452.8, 456.0, 355.2, 485.1, 415.5, 517.9, 525.2] kW
+  performance_trend=[141.2, 166.2, 178.8, 183.1, 184.6, 144.9, 171.3] kWh
+Notes: Observed symptoms: voltage fluctuations. Diagnostic trouble code: P0BFA. Diagnostic scan performed at 1751287335121. Recommended maintenance interval: 11 months. Recommended actions: cooling system check. 
+Maintenance Recommendations: cooling system check
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=disc
+Output: Diagnostic ID=43191cad-9fe1-4edd-8814-a62fbc68e9c2
+Vehicle Type: sedan
+System: brakes
+Configuration: disc
+Status: normal (level 1)
+Fault Code: C0060
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.47 percent
+  rotor-thickness=11.62 mm
+  pad-thickness=5.96 mm
+  pressure=855.39 psi
+Parameters:
+  efficiency=0.84 percent
+  load=29.52 percent
+  temperature=67.09 °C
+  power=18.69 kW
+  vibration=4.78 mm/s
+  health_index=70.54 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.4 mm
+  pressure_sensor=1189.7 psi
+Temporal Data:
+  temp_over_time=[45.3, 43.7, 44.7, 49.3, 47.5] °C
+  power_trend=[14.7, 23.4, 23.8, 17.7, 21.4] kW
+  performance_trend=[1.1, 1.1, 1.0, 1.1, 0.8] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335119. Recommended maintenance interval: 4 months. Recommended actions: fluid flush, rotor resurfacing, caliper inspection. 
+Maintenance Recommendations: fluid flush, rotor resurfacing, caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=standard
+Output: Diagnostic ID=72f975ff-25fb-49d7-ae81-1e48deef61da
+Vehicle Type: suv
+System: suspension
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0100
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.21 ratio
+  operating-time=1002.24 hours
+Parameters:
+  efficiency=0.88 percent
+  load=60.30 percent
+  temperature=49.42 °C
+  power=41.71 kW
+  vibration=3.49 mm/s
+  health_index=63.38 percent
+Temporal Data:
+  temp_over_time=[46.1, 46.0, 44.1, 44.2] °C
+  power_trend=[49.9, 33.3, 45.9, 45.2] kW
+  performance_trend=[0.8, 1.1, 1.0, 1.1] damping_ratio
+Notes: Observed symptoms: leaking fluid. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335119. Recommended maintenance interval: 2 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=enhanced
+Output: Diagnostic ID=79f3046d-cbae-4618-8cfd-104cbf9352d6
+Vehicle Type: truck
+System: diesel
+Configuration: enhanced
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=9816.65 hours
+Parameters:
+  efficiency=0.80 percent
+  load=71.72 percent
+  temperature=68.81 °C
+  power=32.98 kW
+  vibration=2.64 mm/s
+  health_index=57.55 percent
+Temporal Data:
+  temp_over_time=[44.0, 51.2, 52.9] °C
+  power_trend=[37.2, 42.1, 28.0] kW
+  performance_trend=[0.9, 0.8, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335119. Recommended maintenance interval: 5 months. Recommended actions: system inspection, diagnostic scan, connector check. 
+Maintenance Recommendations: system inspection, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=performance
+Output: Diagnostic ID=6728104e-f86e-4627-bc44-b21302e58c79
+Vehicle Type: sedan
+System: climate
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.65 ratio
+  operating-time=7418.92 hours
+Parameters:
+  efficiency=0.77 percent
+  load=66.71 percent
+  temperature=38.48 °C
+  power=2.65 kW
+  vibration=2.55 mm/s
+  health_index=90.01 percent
+Temporal Data:
+  temp_over_time=[40.2, 36.3, 36.8, 38.7, 39.0, 37.5] °C
+  power_trend=[2.4, 2.6, 3.3, 2.6, 3.1, 3.2] kW
+  performance_trend=[0.8, 1.0, 0.7, 0.8, 0.9, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335117. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=enhanced
+Output: Diagnostic ID=779f86ad-7c93-4de3-a7a7-a45c3ee99586
+Vehicle Type: suv
+System: 4wd
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.30 ratio
+  operating-time=3184.59 hours
+Parameters:
+  efficiency=0.85 percent
+  load=14.82 percent
+  temperature=53.19 °C
+  power=77.55 kW
+  vibration=1.57 mm/s
+  health_index=72.87 percent
+Temporal Data:
+  temp_over_time=[42.3, 49.0, 46.0, 47.0, 47.8] °C
+  power_trend=[56.4, 67.5, 73.8, 74.9, 100.7] kW
+  performance_trend=[1.1, 1.0, 1.0, 1.0, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335117. Recommended maintenance interval: 7 months. Recommended actions: software update, connector check, system inspection. 
+Maintenance Recommendations: software update, connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=off-road
+Output: Diagnostic ID=d6652daf-9331-43e5-a074-886fcc90a29a
+Vehicle Type: suv
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=3245.58 hours
+Parameters:
+  efficiency=0.76 percent
+  load=14.96 percent
+  temperature=58.13 °C
+  power=36.10 kW
+  vibration=2.86 mm/s
+  health_index=90.94 percent
+Temporal Data:
+  temp_over_time=[66.1, 60.5, 68.7, 68.9, 61.0] °C
+  power_trend=[25.3, 41.5, 27.1, 41.7, 44.9] kW
+  performance_trend=[0.9, 1.0, 0.7, 1.0, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335115. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=performance
+Output: Diagnostic ID=c0b0eb73-e70d-4146-84c7-96da832bd557
+Vehicle Type: sedan
+System: climate
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=4968.04 hours
+Parameters:
+  efficiency=0.88 percent
+  load=70.40 percent
+  temperature=20.99 °C
+  power=3.60 kW
+  vibration=2.39 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[19.9, 18.2, 17.7] °C
+  power_trend=[4.1, 2.7, 3.8] kW
+  performance_trend=[0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335115. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=enhanced
+Output: Diagnostic ID=f655eba5-4f72-494b-9577-313acafc60cf
+Vehicle Type: sedan
+System: electrical
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=6717.59 hours
+Parameters:
+  efficiency=0.94 percent
+  load=31.20 percent
+  temperature=41.60 °C
+  power=45.78 kW
+  vibration=2.55 mm/s
+  health_index=92.03 percent
+Sensors:
+  current=1.3 A
+  voltage=73.6 V
+Temporal Data:
+  temp_over_time=[38.2, 43.8, 40.7, 38.2, 40.0, 38.2, 44.8] °C
+  power_trend=[56.2, 58.7, 53.8, 57.5, 48.2, 40.4, 33.4] kW
+  performance_trend=[0.9, 0.9, 0.9, 0.9, 1.0, 1.0, 1.1] voltage_stability
+Notes: Diagnostic scan performed at 1751287335128. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automated
+Output: Diagnostic ID=e70cfd00-517f-4bb8-9d1b-9796f95ce63c
+Vehicle Type: truck
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.79 ratio
+  torque=336.08 Nm
+  shift-time=0.35 seconds
+  fluid-temperature=62.37 °C
+Parameters:
+  efficiency=0.83 percent
+  load=36.33 percent
+  temperature=86.03 °C
+  power=25.14 kW
+  vibration=0.24 mm/s
+  health_index=95.88 percent
+Temporal Data:
+  temp_over_time=[77.1, 74.4, 87.1, 83.4, 83.4, 86.3] °C
+  power_trend=[29.0, 26.3, 24.1, 27.9, 28.0, 32.4] kW
+  performance_trend=[0.9, 0.8, 0.7, 0.9, 0.8, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335112. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=3fafef34-ac0a-4dfd-932e-7ead7e39f05c
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.32 ratio
+  operating-time=2306.18 hours
+Parameters:
+  efficiency=0.83 percent
+  load=94.13 percent
+  temperature=61.23 °C
+  power=13.58 kW
+  vibration=3.35 mm/s
+  health_index=83.30 percent
+Temporal Data:
+  temp_over_time=[59.7, 60.0, 53.0, 55.3, 60.4, 52.6] °C
+  power_trend=[15.8, 16.4, 16.5, 15.3, 14.8, 15.9] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.8, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335112. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=8b1f4b74-bede-43aa-bf10-6ca07548facc
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=9988.16 hours
+Parameters:
+  efficiency=0.88 percent
+  load=18.11 percent
+  temperature=57.64 °C
+  power=28.40 kW
+  vibration=3.80 mm/s
+  health_index=86.27 percent
+Temporal Data:
+  temp_over_time=[58.5, 57.8, 54.5, 54.1] °C
+  power_trend=[20.8, 33.6, 24.8, 36.8] kW
+  performance_trend=[1.1, 0.9, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335112. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=magnetic
+Output: Diagnostic ID=81ea34c6-86c5-4d39-b5dd-52eaf2bcb14d
+Vehicle Type: motorcycle
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.50 ratio
+  operating-time=8050.93 hours
+Parameters:
+  efficiency=0.93 percent
+  load=68.82 percent
+  temperature=45.60 °C
+  power=32.50 kW
+  vibration=3.88 mm/s
+  health_index=88.48 percent
+Temporal Data:
+  temp_over_time=[48.9, 57.9, 54.1] °C
+  power_trend=[25.3, 25.8, 37.4] kW
+  performance_trend=[0.9, 1.2, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335112. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=basic
+Output: Diagnostic ID=a6c26892-6d17-44b6-92e1-d9781197f7e7
+Vehicle Type: electric
+System: motor
+Configuration: basic
+Status: warning (level 3)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=6599.52 hours
+Parameters:
+  efficiency=0.82 percent
+  load=76.69 percent
+  temperature=47.77 °C
+  power=308.12 kW
+  vibration=3.71 mm/s
+  health_index=50.77 percent
+Sensors:
+  voltage_ripple=3.60 V
+  temperature=85.2 °C
+  current_draw=144.7 A
+Temporal Data:
+  temp_over_time=[38.0, 36.9, 36.7, 42.9] °C
+  power_trend=[256.9, 269.0, 251.9, 365.6] kW
+  performance_trend=[1.0, 0.8, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335110. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=optimized
+Output: Diagnostic ID=c40e31bf-ef07-4f69-b8d6-9b04aafc037d
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=7451.57 hours
+Parameters:
+  efficiency=0.96 percent
+  load=70.56 percent
+  temperature=59.50 °C
+  power=17.43 kW
+  vibration=1.98 mm/s
+  health_index=93.22 percent
+Temporal Data:
+  temp_over_time=[39.3, 43.3, 37.1] °C
+  power_trend=[17.6, 19.5, 13.2] kW
+  performance_trend=[1.0, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335110. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=turbo
+Output: Diagnostic ID=7df220bb-b1bb-4dff-b45a-23de4b33dbc7
+Vehicle Type: sedan
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 263.2 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=74.21 °C
+  oil-pressure=32.30 psi
+  compression=175.41 psi
+  rpm=4752.43 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=98.13 percent
+  temperature=87.73 °C
+  power=202.52 hp
+  vibration=0.77 mm/s
+  health_index=98.10 percent
+Sensors:
+  oxygen_sensor=0.42 V
+  knock_sensor=290.7 mV
+  maf_sensor=3.38 g/s
+Temporal Data:
+  temp_over_time=[86.4, 81.3, 80.2, 83.5, 91.7] °C
+  power_trend=[186.8, 148.3, 192.2, 222.9, 226.1] hp
+  performance_trend=[231.6, 210.9, 226.6, 312.9, 308.8] hp
+Notes: Diagnostic scan performed at 1751287335132. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=optimized
+Output: Diagnostic ID=196130a2-a45a-4eb1-a83c-192d3ba1f28a
+Vehicle Type: suv
+System: climate
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=5113.45 hours
+Parameters:
+  efficiency=0.88 percent
+  load=26.65 percent
+  temperature=38.91 °C
+  power=5.90 kW
+  vibration=1.98 mm/s
+  health_index=86.37 percent
+Temporal Data:
+  temp_over_time=[34.3, 32.2, 34.3, 31.3, 31.5] °C
+  power_trend=[7.0, 6.2, 6.7, 6.7, 5.9] kW
+  performance_trend=[1.0, 0.7, 0.7, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335130. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=turbo
+Output: Diagnostic ID=87df3adc-6ce0-464a-89c6-c20d2fd34d3e
+Vehicle Type: hybrid
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 307.8 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=118.72 °C
+  oil-pressure=61.75 psi
+  compression=131.69 psi
+  rpm=879.10 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=63.28 percent
+  temperature=97.17 °C
+  power=239.96 hp
+  vibration=2.55 mm/s
+  health_index=81.68 percent
+Sensors:
+  oxygen_sensor=0.15 V
+  knock_sensor=163.8 mV
+  maf_sensor=3.26 g/s
+Temporal Data:
+  temp_over_time=[101.2, 119.4, 111.6, 108.0, 102.7] °C
+  power_trend=[186.6, 258.1, 250.6, 231.7, 211.2] hp
+  performance_trend=[260.5, 323.9, 284.4, 251.9, 355.8] hp
+Notes: Diagnostic scan performed at 1751287335130. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=standard
+Output: Diagnostic ID=d55f4e0d-1265-4f0e-bcde-ac46260d01ba
+Vehicle Type: truck
+System: payload
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=2456.82 hours
+Parameters:
+  efficiency=0.94 percent
+  load=92.56 percent
+  temperature=63.40 °C
+  power=10.67 kW
+  vibration=2.68 mm/s
+  health_index=90.12 percent
+Temporal Data:
+  temp_over_time=[65.1, 58.9, 57.6, 56.0, 55.2] °C
+  power_trend=[8.1, 10.2, 7.8, 11.2, 8.7] kW
+  performance_trend=[0.7, 0.7, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335130. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=rotary
+Output: Diagnostic ID=587f737b-ab08-4696-ba2f-78d1c8a8ec6e
+Vehicle Type: sedan
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 599.7 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=87.12 °C
+  oil-pressure=28.03 psi
+  compression=177.91 psi
+  rpm=4930.83 rpm
+Parameters:
+  efficiency=0.86 percent
+  load=69.71 percent
+  temperature=106.53 °C
+  power=274.37 hp
+  vibration=1.55 mm/s
+  health_index=82.26 percent
+Sensors:
+  oxygen_sensor=0.52 V
+  knock_sensor=130.8 mV
+  maf_sensor=5.44 g/s
+Temporal Data:
+  temp_over_time=[79.7, 83.1, 88.2, 80.4] °C
+  power_trend=[348.3, 273.6, 240.0, 316.8] hp
+  performance_trend=[691.9, 514.4, 601.9, 610.1] hp
+Notes: Diagnostic scan performed at 1751287335134. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=performance
+Output: Diagnostic ID=2d7c48c9-120d-4777-8f70-f27f0d207ab1
+Vehicle Type: electric
+System: electronics
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=5842.25 hours
+Parameters:
+  efficiency=0.97 percent
+  load=92.87 percent
+  temperature=41.47 °C
+  power=35.03 kW
+  vibration=2.99 mm/s
+  health_index=62.12 percent
+Sensors:
+  current=12.0 A
+  voltage=28.4 V
+Temporal Data:
+  temp_over_time=[34.3, 37.5, 38.0, 36.5, 34.2, 40.9] °C
+  power_trend=[40.0, 29.2, 41.0, 25.3, 25.5, 34.9] kW
+  performance_trend=[0.9, 0.8, 0.9, 0.8, 0.9, 0.7] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335130. Recommended maintenance interval: 7 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=performance
+Output: Diagnostic ID=4caf41b0-87e1-4588-a19b-8505471d6110
+Vehicle Type: commercial
+System: emissions
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.20 ratio
+  operating-time=7455.89 hours
+Parameters:
+  efficiency=0.81 percent
+  load=34.43 percent
+  temperature=42.79 °C
+  power=30.39 kW
+  vibration=2.78 mm/s
+  health_index=65.85 percent
+Temporal Data:
+  temp_over_time=[48.5, 51.2, 46.5, 46.3, 46.3] °C
+  power_trend=[26.5, 24.7, 30.5, 27.4, 29.3] kW
+  performance_trend=[1.0, 0.8, 0.9, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335136. Recommended maintenance interval: 2 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=55c81db4-bb00-4be3-8418-f4222081e5b8
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.66 ratio
+  operating-time=9472.85 hours
+Parameters:
+  efficiency=0.92 percent
+  load=56.17 percent
+  temperature=60.14 °C
+  power=17.12 kW
+  vibration=2.31 mm/s
+  health_index=64.13 percent
+Temporal Data:
+  temp_over_time=[56.0, 51.7, 58.8, 58.8, 60.0, 56.5, 52.8] °C
+  power_trend=[16.5, 18.5, 16.8, 20.3, 18.7, 18.9, 17.2] kW
+  performance_trend=[0.9, 1.0, 1.1, 0.9, 1.1, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335136. Recommended maintenance interval: 6 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=enhanced
+Output: Diagnostic ID=a2ec2b2d-9825-4d3b-9d3e-8d46e118e370
+Vehicle Type: commercial
+System: emissions
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=2977.61 hours
+Parameters:
+  efficiency=0.94 percent
+  load=53.46 percent
+  temperature=42.58 °C
+  power=11.86 kW
+  vibration=4.46 mm/s
+  health_index=85.99 percent
+Temporal Data:
+  temp_over_time=[64.9, 66.7, 56.4, 60.4] °C
+  power_trend=[15.2, 8.4, 10.0, 10.8] kW
+  performance_trend=[0.7, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335128. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=enhanced
+Output: Diagnostic ID=295e5cde-f96e-4c55-9f63-db6356cd4fdd
+Vehicle Type: hybrid
+System: electronics
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=90.58 hours
+Parameters:
+  efficiency=0.80 percent
+  load=1.50 percent
+  temperature=35.01 °C
+  power=22.86 kW
+  vibration=3.81 mm/s
+  health_index=78.41 percent
+Sensors:
+  current=10.2 A
+  voltage=183.5 V
+Temporal Data:
+  temp_over_time=[34.4, 33.3, 33.7, 31.7, 36.1] °C
+  power_trend=[20.4, 25.7, 28.5, 23.1, 23.4] kW
+  performance_trend=[1.0, 1.1, 0.9, 1.1, 0.9] performance_index
+Notes: Observed symptoms: system failures. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335128. Recommended maintenance interval: 7 months. Recommended actions: software update, diagnostic scan, connector check. 
+Maintenance Recommendations: software update, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=standard
+Output: Diagnostic ID=1b9ca200-2133-4dd6-9929-4b552ff2b8de
+Vehicle Type: truck
+System: diesel
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.23 ratio
+  operating-time=4112.97 hours
+Parameters:
+  efficiency=0.91 percent
+  load=50.85 percent
+  temperature=68.74 °C
+  power=31.62 kW
+  vibration=1.88 mm/s
+  health_index=67.09 percent
+Temporal Data:
+  temp_over_time=[62.8, 69.0, 60.1, 62.3, 65.2, 60.2] °C
+  power_trend=[38.0, 37.2, 23.5, 33.1, 25.8, 30.3] kW
+  performance_trend=[0.8, 0.7, 0.6, 0.8, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335126. Recommended maintenance interval: 7 months. Recommended actions: software update, system inspection, connector check. 
+Maintenance Recommendations: software update, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=standard
+Output: Diagnostic ID=b3016041-7590-493e-9950-a2dc20ead863
+Vehicle Type: electric
+System: thermal
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=3003.71 hours
+Parameters:
+  efficiency=0.80 percent
+  load=45.87 percent
+  temperature=55.52 °C
+  power=45.87 kW
+  vibration=1.10 mm/s
+  health_index=91.93 percent
+Temporal Data:
+  temp_over_time=[44.0, 47.1, 46.2, 47.4] °C
+  power_trend=[37.8, 53.2, 56.5, 47.8] kW
+  performance_trend=[0.8, 0.9, 1.0, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335126. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=cvt
+Output: Diagnostic ID=4464031d-6f22-42e7-894c-557d3c147a57
+Vehicle Type: motorcycle
+System: transmission
+Configuration: cvt
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.88 ratio
+  torque=227.50 Nm
+  shift-time=0.34 seconds
+  fluid-temperature=85.28 °C
+Parameters:
+  efficiency=0.96 percent
+  load=55.16 percent
+  temperature=81.45 °C
+  power=47.41 kW
+  vibration=2.18 mm/s
+  health_index=83.35 percent
+Temporal Data:
+  temp_over_time=[68.9, 73.7, 74.8, 67.7, 77.4, 73.7] °C
+  power_trend=[34.3, 60.4, 57.2, 61.5, 41.3, 58.8] kW
+  performance_trend=[1.1, 1.1, 0.9, 1.1, 1.2, 1.1] efficiency
+Notes: Diagnostic scan performed at 1751287335126. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=standard
+Output: Diagnostic ID=1ae74ae4-a040-44d1-bbba-89693e99eb2c
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=7098.40 hours
+Parameters:
+  efficiency=0.84 percent
+  load=37.22 percent
+  temperature=52.34 °C
+  power=78.39 kW
+  vibration=2.20 mm/s
+  health_index=98.90 percent
+Sensors:
+  voltage_ripple=2.69 V
+  temperature=44.5 °C
+  current_draw=42.7 A
+Temporal Data:
+  temp_over_time=[64.1, 56.3, 67.2, 62.8] °C
+  power_trend=[60.5, 59.8, 60.7, 85.5] kW
+  performance_trend=[0.6, 0.8, 0.6, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335124. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=c2a40a9e-c3ad-48b7-95af-fc6aa75e8732
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=1.18 percent
+  rotor-thickness=16.81 mm
+  pad-thickness=6.42 mm
+  pressure=813.85 psi
+Parameters:
+  efficiency=0.95 percent
+  load=30.51 percent
+  temperature=63.60 °C
+  power=10.88 kW
+  vibration=1.42 mm/s
+  health_index=94.88 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.9 mm
+  pressure_sensor=763.6 psi
+Temporal Data:
+  temp_over_time=[61.1, 50.8, 58.1, 51.2, 51.5, 51.6, 57.8] °C
+  power_trend=[11.9, 7.9, 10.6, 10.4, 12.5, 7.7, 13.6] kW
+  performance_trend=[1.0, 1.2, 0.8, 1.0, 0.9, 1.1, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335124. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=off-road
+Output: Diagnostic ID=5e61217d-2370-4b55-bfeb-d5e19d30f9de
+Vehicle Type: motorcycle
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=1268.81 hours
+Parameters:
+  efficiency=0.94 percent
+  load=1.25 percent
+  temperature=65.95 °C
+  power=34.36 kW
+  vibration=0.48 mm/s
+  health_index=93.65 percent
+Temporal Data:
+  temp_over_time=[58.6, 59.4, 69.9, 65.3, 59.3] °C
+  power_trend=[24.2, 41.1, 29.2, 29.0, 26.7] kW
+  performance_trend=[0.7, 0.8, 1.0, 0.9, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335122. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=performance
+Output: Diagnostic ID=0cbd7cff-678d-4a09-ba6f-0f6354810420
+Vehicle Type: suv
+System: climate
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.56 ratio
+  operating-time=1777.38 hours
+Parameters:
+  efficiency=0.86 percent
+  load=94.68 percent
+  temperature=33.93 °C
+  power=2.80 kW
+  vibration=3.79 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[11.4, 10.3, 10.9] °C
+  power_trend=[2.5, 2.3, 3.4] kW
+  performance_trend=[0.9, 1.1, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335122. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=optimized
+Output: Diagnostic ID=974b34ba-3bdc-4815-89e6-fe4075494178
+Vehicle Type: truck
+System: diesel
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=215.79 hours
+Parameters:
+  efficiency=0.80 percent
+  load=32.01 percent
+  temperature=44.68 °C
+  power=10.62 kW
+  vibration=4.41 mm/s
+  health_index=89.87 percent
+Temporal Data:
+  temp_over_time=[45.7, 45.0, 38.6, 44.2] °C
+  power_trend=[8.2, 13.6, 11.0, 11.6] kW
+  performance_trend=[0.8, 0.7, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335122. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=optimized
+Output: Diagnostic ID=e3afe3bd-bc23-4339-a8f2-b20df021c6e2
+Vehicle Type: electric
+System: electronics
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.74 ratio
+  operating-time=6796.77 hours
+Parameters:
+  efficiency=0.80 percent
+  load=13.14 percent
+  temperature=46.17 °C
+  power=34.56 kW
+  vibration=2.62 mm/s
+  health_index=86.77 percent
+Sensors:
+  current=28.1 A
+  voltage=53.3 V
+Temporal Data:
+  temp_over_time=[34.3, 29.2, 29.3, 32.2] °C
+  power_trend=[37.7, 35.0, 32.4, 28.0] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.9] performance_index
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335142. Recommended maintenance interval: 9 months. Recommended actions: system inspection, software update. 
+Maintenance Recommendations: system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=supercharged
+Output: Diagnostic ID=456e04eb-f065-4980-9a93-d267b6399343
+Vehicle Type: hybrid
+System: engine
+Configuration: supercharged
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 462.0 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=104.35 °C
+  oil-pressure=34.04 psi
+  compression=132.75 psi
+  rpm=5875.80 rpm
+Parameters:
+  efficiency=0.84 percent
+  load=38.98 percent
+  temperature=114.26 °C
+  power=383.01 hp
+  vibration=0.92 mm/s
+  health_index=74.42 percent
+Sensors:
+  oxygen_sensor=0.93 V
+  knock_sensor=146.6 mV
+  maf_sensor=2.31 g/s
+Temporal Data:
+  temp_over_time=[114.6, 111.8, 115.0, 100.0, 109.6, 114.4] °C
+  power_trend=[269.8, 331.2, 397.6, 454.7, 292.4, 369.8] hp
+  performance_trend=[442.1, 441.8, 521.7, 386.3, 444.2, 397.2] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335142. Recommended maintenance interval: 11 months. Recommended actions: fuel system cleaning, timing belt inspection, oil change. 
+Maintenance Recommendations: fuel system cleaning, timing belt inspection, oil change
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=air
+Output: Diagnostic ID=ab2aa2ac-f7d0-4eb1-bec3-384ee7334656
+Vehicle Type: suv
+System: suspension
+Configuration: air
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 1.0 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.24 ratio
+  operating-time=2779.53 hours
+Parameters:
+  efficiency=0.85 percent
+  load=73.31 percent
+  temperature=61.24 °C
+  power=37.03 kW
+  vibration=1.76 mm/s
+  health_index=71.05 percent
+Temporal Data:
+  temp_over_time=[43.3, 43.2, 42.0, 37.1] °C
+  power_trend=[32.0, 44.0, 45.8, 42.1] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.9] damping_ratio
+Notes: Observed symptoms: leaking fluid. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335140. Recommended maintenance interval: 7 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=dual-clutch
+Output: Diagnostic ID=ece69b11-84fd-4460-871f-e491dc5e6190
+Vehicle Type: commercial
+System: transmission
+Configuration: dual-clutch
+Status: normal (level 1)
+Fault Code: P0700
+Performance: 1.0 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.84 ratio
+  torque=135.29 Nm
+  shift-time=0.34 seconds
+  fluid-temperature=69.19 °C
+Parameters:
+  efficiency=0.93 percent
+  load=11.40 percent
+  temperature=79.12 °C
+  power=15.64 kW
+  vibration=1.69 mm/s
+  health_index=83.28 percent
+Temporal Data:
+  temp_over_time=[62.3, 65.0, 68.0, 61.8, 62.1, 58.5, 56.2] °C
+  power_trend=[16.7, 14.7, 17.5, 20.0, 17.0, 16.9, 19.8] kW
+  performance_trend=[1.1, 1.1, 0.9, 1.2, 1.1, 0.8, 1.2] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335140. Recommended maintenance interval: 4 months. Recommended actions: clutch adjustment, shift solenoid check. 
+Maintenance Recommendations: clutch adjustment, shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=performance
+Output: Diagnostic ID=da653c95-59e6-4cc3-995e-f98c271e8086
+Vehicle Type: electric
+System: autonomous
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=9612.14 hours
+Parameters:
+  efficiency=0.89 percent
+  load=6.48 percent
+  temperature=48.99 °C
+  power=31.58 kW
+  vibration=3.53 mm/s
+  health_index=88.05 percent
+Temporal Data:
+  temp_over_time=[41.7, 45.6, 47.6, 46.5, 47.8, 43.4] °C
+  power_trend=[32.3, 35.5, 24.1, 36.2, 27.6, 38.8] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.6, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335140. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=rotary
+Output: Diagnostic ID=fb880b9b-eff6-4391-920d-31290b9d1e18
+Vehicle Type: suv
+System: engine
+Configuration: rotary
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 522.0 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=88.40 °C
+  oil-pressure=32.15 psi
+  compression=129.61 psi
+  rpm=3347.74 rpm
+Parameters:
+  efficiency=0.82 percent
+  load=36.66 percent
+  temperature=99.55 °C
+  power=398.80 hp
+  vibration=2.80 mm/s
+  health_index=75.12 percent
+Sensors:
+  oxygen_sensor=0.20 V
+  knock_sensor=260.4 mV
+  maf_sensor=8.39 g/s
+Temporal Data:
+  temp_over_time=[93.8, 85.1, 82.2, 82.1] °C
+  power_trend=[396.9, 434.6, 402.2, 404.3] hp
+  performance_trend=[500.6, 624.8, 547.2, 592.0] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335138. Recommended maintenance interval: 4 months. Recommended actions: fuel system cleaning, spark plug replacement, timing belt inspection. 
+Maintenance Recommendations: fuel system cleaning, spark plug replacement, timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=manual
+Output: Diagnostic ID=833fa75c-ce8b-4134-a6be-200725002d32
+Vehicle Type: truck
+System: transmission
+Configuration: manual
+Status: warning (level 3)
+Fault Code: P0730
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.77 ratio
+  torque=176.74 Nm
+  shift-time=0.32 seconds
+  fluid-temperature=71.10 °C
+Parameters:
+  efficiency=0.75 percent
+  load=65.95 percent
+  temperature=74.79 °C
+  power=46.15 kW
+  vibration=1.98 mm/s
+  health_index=45.13 percent
+Temporal Data:
+  temp_over_time=[70.0, 64.6, 72.6, 67.0, 67.2] °C
+  power_trend=[50.2, 34.8, 52.5, 59.6, 55.9] kW
+  performance_trend=[0.9, 0.9, 1.0, 1.0, 1.0] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335138. Recommended maintenance interval: 10 months. Recommended actions: seal inspection. 
+Maintenance Recommendations: seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=enhanced
+Output: Diagnostic ID=a13c440e-05b9-42c6-8e35-859f1e320eb5
+Vehicle Type: sedan
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=6862.09 hours
+Parameters:
+  efficiency=0.97 percent
+  load=16.82 percent
+  temperature=17.85 °C
+  power=2.31 kW
+  vibration=0.83 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[9.7, 10.2, 9.7] °C
+  power_trend=[2.5, 2.1, 2.2] kW
+  performance_trend=[0.8, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335138. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=enhanced
+Output: Diagnostic ID=8d9d15ab-b2e7-459e-a86b-282e30ddeb31
+Vehicle Type: hybrid
+System: electronics
+Configuration: enhanced
+Status: degraded (level 2)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=5432.99 hours
+Parameters:
+  efficiency=0.87 percent
+  load=3.92 percent
+  temperature=34.53 °C
+  power=14.86 kW
+  vibration=1.25 mm/s
+  health_index=65.71 percent
+Sensors:
+  current=24.6 A
+  voltage=35.4 V
+Temporal Data:
+  temp_over_time=[41.2, 38.3, 40.6, 41.9, 35.1, 42.3] °C
+  power_trend=[16.4, 12.8, 11.7, 18.6, 15.5, 11.6] kW
+  performance_trend=[0.8, 0.7, 0.7, 0.8, 0.7, 0.7] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335138. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=optimized
+Output: Diagnostic ID=70b900f4-30ed-40ab-8214-07a555503904
+Vehicle Type: motorcycle
+System: cooling
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=7057.99 hours
+Parameters:
+  efficiency=0.98 percent
+  load=16.61 percent
+  temperature=52.33 °C
+  power=38.92 kW
+  vibration=0.65 mm/s
+  health_index=90.01 percent
+Temporal Data:
+  temp_over_time=[64.2, 63.7, 61.2, 56.9, 59.6, 59.7, 61.6] °C
+  power_trend=[44.2, 30.4, 39.9, 40.2, 42.5, 27.4, 27.9] kW
+  performance_trend=[0.8, 1.1, 0.9, 1.1, 1.1, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335136. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automated
+Output: Diagnostic ID=619d33cc-8879-4d85-8ba2-94f2c432f626
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.85 ratio
+  torque=121.47 Nm
+  shift-time=0.22 seconds
+  fluid-temperature=89.72 °C
+Parameters:
+  efficiency=0.82 percent
+  load=98.61 percent
+  temperature=74.77 °C
+  power=40.56 kW
+  vibration=4.50 mm/s
+  health_index=88.66 percent
+Temporal Data:
+  temp_over_time=[78.0, 70.3, 74.6, 83.8, 71.4, 79.8, 71.3] °C
+  power_trend=[41.0, 49.9, 32.8, 39.6, 47.4, 28.9, 32.6] kW
+  performance_trend=[1.0, 0.7, 0.7, 0.9, 0.7, 1.0, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335134. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=disc
+Output: Diagnostic ID=4e800559-0aec-4486-af53-b3c2d4c442e9
+Vehicle Type: suv
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.85 percent
+  rotor-thickness=22.76 mm
+  pad-thickness=7.69 mm
+  pressure=709.62 psi
+Parameters:
+  efficiency=0.76 percent
+  load=38.89 percent
+  temperature=59.55 °C
+  power=36.68 kW
+  vibration=0.65 mm/s
+  health_index=90.25 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.9 mm
+  pressure_sensor=1472.9 psi
+Temporal Data:
+  temp_over_time=[59.5, 62.1, 57.8] °C
+  power_trend=[44.6, 41.6, 32.8] kW
+  performance_trend=[1.0, 1.0, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335134. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=cvt
+Output: Diagnostic ID=7ba1dd9f-83ec-462e-bf21-886eeb7645dc
+Vehicle Type: truck
+System: transmission
+Configuration: cvt
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.76 ratio
+  torque=370.75 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=86.03 °C
+Parameters:
+  efficiency=1.00 percent
+  load=8.04 percent
+  temperature=71.95 °C
+  power=26.41 kW
+  vibration=1.39 mm/s
+  health_index=83.72 percent
+Temporal Data:
+  temp_over_time=[75.3, 82.1, 77.7, 71.5, 72.7] °C
+  power_trend=[29.4, 22.6, 30.1, 29.7, 28.6] kW
+  performance_trend=[0.7, 1.0, 0.8, 0.8, 0.7] efficiency
+Notes: Diagnostic scan performed at 1751287335134. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=eeb5aaee-1c20-404b-91b3-089846d84310
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=4105.54 hours
+Parameters:
+  efficiency=0.78 percent
+  load=55.15 percent
+  temperature=35.42 °C
+  power=41.02 kW
+  vibration=1.06 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=12.2 A
+  voltage=78.4 V
+Temporal Data:
+  temp_over_time=[31.3, 34.8, 31.4, 33.4, 34.7] °C
+  power_trend=[46.6, 50.1, 42.7, 37.1, 41.9] kW
+  performance_trend=[0.9, 1.1, 1.0, 1.1, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335132. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=enhanced
+Output: Diagnostic ID=ada29acd-1f62-47d6-b6fc-385f9779b771
+Vehicle Type: electric
+System: autonomous
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=1744.27 hours
+Parameters:
+  efficiency=0.77 percent
+  load=25.17 percent
+  temperature=42.58 °C
+  power=48.46 kW
+  vibration=3.62 mm/s
+  health_index=71.89 percent
+Temporal Data:
+  temp_over_time=[40.3, 38.2, 40.2, 36.8, 38.0, 38.6] °C
+  power_trend=[48.8, 38.9, 35.3, 40.2, 61.2, 42.4] kW
+  performance_trend=[1.0, 1.2, 0.8, 1.0, 1.1, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335132. Recommended maintenance interval: 9 months. Recommended actions: connector check, software update, diagnostic scan. 
+Maintenance Recommendations: connector check, software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=5a5162e4-5bb4-4442-bc22-6a903a521d41
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=4121.60 hours
+Parameters:
+  efficiency=0.88 percent
+  load=51.14 percent
+  temperature=60.47 °C
+  power=46.08 kW
+  vibration=0.31 mm/s
+  health_index=97.68 percent
+Temporal Data:
+  temp_over_time=[57.2, 59.1, 56.6, 61.0, 59.3, 58.3] °C
+  power_trend=[50.2, 44.0, 34.9, 55.1, 39.4, 44.3] kW
+  performance_trend=[1.0, 0.7, 0.9, 0.9, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335150. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=optimized
+Output: Diagnostic ID=7033bd0b-9c88-416a-b33b-c9ad20ba0710
+Vehicle Type: truck
+System: diesel
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.29 ratio
+  operating-time=1466.48 hours
+Parameters:
+  efficiency=0.97 percent
+  load=41.82 percent
+  temperature=58.07 °C
+  power=21.99 kW
+  vibration=1.33 mm/s
+  health_index=74.16 percent
+Temporal Data:
+  temp_over_time=[51.6, 54.0, 51.1, 55.2, 50.1, 52.1, 52.8] °C
+  power_trend=[19.3, 20.8, 17.8, 20.8, 27.8, 22.6, 25.2] kW
+  performance_trend=[0.7, 0.8, 0.7, 0.7, 0.6, 0.6, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335150. Recommended maintenance interval: 5 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=nickel-metal
+Output: Diagnostic ID=d7e842d9-d63d-454a-8c5a-b89bb9e7883e
+Vehicle Type: hybrid
+System: battery
+Configuration: nickel-metal
+Status: normal (level 1)
+Fault Code: P0A80
+Performance: 85.6 kWh
+Material: solid-state
+Measurements:
+  current=283.70 amps
+  state-of-charge=91.67 percent
+  voltage=452.13 volts
+  capacity=94.42 percent
+Parameters:
+  efficiency=0.78 percent
+  load=13.26 percent
+  temperature=39.92 °C
+  power=190.63 kW
+  vibration=4.59 mm/s
+  health_index=72.96 percent
+Sensors:
+  coolant_flow=2.0 L/min
+  cell_voltage=4.29 V
+  insulation=4.8 MΩ
+Temporal Data:
+  temp_over_time=[23.4, 25.2, 23.9] °C
+  power_trend=[184.2, 231.4, 176.0] kW
+  performance_trend=[85.3, 92.7, 87.2] kWh
+Notes: Observed symptoms: slow charging. Diagnostic trouble code: P0A80. Diagnostic scan performed at 1751287335150. Recommended maintenance interval: 2 months. Recommended actions: cell balancing, cooling system check. 
+Maintenance Recommendations: cell balancing, cooling system check
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=enhanced
+Output: Diagnostic ID=e1fb9c93-2e1f-4401-b04e-0e9f39cbc1a4
+Vehicle Type: suv
+System: towing
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.93 ratio
+  operating-time=3115.38 hours
+Parameters:
+  efficiency=0.95 percent
+  load=10.84 percent
+  temperature=67.85 °C
+  power=15.38 kW
+  vibration=4.00 mm/s
+  health_index=84.00 percent
+Temporal Data:
+  temp_over_time=[64.1, 72.4, 67.5, 74.6, 70.6] °C
+  power_trend=[13.7, 13.0, 12.9, 11.6, 13.7] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335150. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=standard
+Output: Diagnostic ID=d099aff6-7828-4074-a3bd-c763529ca95c
+Vehicle Type: truck
+System: payload
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.40 ratio
+  operating-time=3673.35 hours
+Parameters:
+  efficiency=0.78 percent
+  load=37.89 percent
+  temperature=47.30 °C
+  power=35.55 kW
+  vibration=1.91 mm/s
+  health_index=98.42 percent
+Temporal Data:
+  temp_over_time=[63.3, 65.9, 70.1, 67.4] °C
+  power_trend=[25.4, 37.4, 39.5, 27.3] kW
+  performance_trend=[1.0, 0.9, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335150. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=drum
+Output: Diagnostic ID=06fda75b-aad2-4d0f-b384-e26cc13b140d
+Vehicle Type: suv
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=2.76 percent
+  rotor-thickness=17.49 mm
+  pad-thickness=8.38 mm
+  pressure=101.48 psi
+Parameters:
+  efficiency=0.93 percent
+  load=80.08 percent
+  temperature=55.10 °C
+  power=12.77 kW
+  vibration=3.46 mm/s
+  health_index=89.58 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.8 mm
+  pressure_sensor=1307.6 psi
+Temporal Data:
+  temp_over_time=[58.3, 59.8, 61.9, 53.1, 53.5, 53.3, 55.1] °C
+  power_trend=[11.2, 11.7, 13.6, 10.0, 15.3, 12.7, 15.9] kW
+  performance_trend=[1.1, 0.9, 0.8, 1.0, 0.8, 1.1, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335148. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=31e584a1-6344-4ba4-ba01-940c58ca127a
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.20 ratio
+  operating-time=7896.90 hours
+Parameters:
+  efficiency=0.87 percent
+  load=54.15 percent
+  temperature=64.17 °C
+  power=16.49 kW
+  vibration=3.39 mm/s
+  health_index=93.64 percent
+Temporal Data:
+  temp_over_time=[58.8, 53.5, 64.7, 54.5] °C
+  power_trend=[21.0, 19.1, 13.3, 18.8] kW
+  performance_trend=[1.0, 1.0, 1.1, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335148. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=0d2dbc2d-6298-4976-bb2c-0dfd2d0253ce
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.54 ratio
+  operating-time=9441.16 hours
+Parameters:
+  efficiency=0.82 percent
+  load=32.93 percent
+  temperature=49.40 °C
+  power=41.05 kW
+  vibration=4.01 mm/s
+  health_index=95.91 percent
+Temporal Data:
+  temp_over_time=[61.1, 58.0, 53.9, 59.5, 60.1, 60.9] °C
+  power_trend=[44.7, 33.7, 47.6, 45.2, 43.3, 42.2] kW
+  performance_trend=[1.1, 1.1, 1.0, 1.2, 1.1, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335148. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=performance
+Output: Diagnostic ID=675b999b-873e-4c36-9651-9d7cd1e17b50
+Vehicle Type: motorcycle
+System: electrical
+Configuration: performance
+Status: normal (level 1)
+Fault Code: B1500
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.31 ratio
+  operating-time=5456.15 hours
+Parameters:
+  efficiency=0.90 percent
+  load=92.35 percent
+  temperature=30.49 °C
+  power=47.40 kW
+  vibration=3.88 mm/s
+  health_index=84.15 percent
+Sensors:
+  current=10.2 A
+  voltage=225.2 V
+Temporal Data:
+  temp_over_time=[50.3, 51.5, 50.9] °C
+  power_trend=[48.3, 44.2, 36.7] kW
+  performance_trend=[0.8, 0.9, 0.9] voltage_stability
+Notes: Observed symptoms: system failures. Diagnostic trouble code: B1500. Diagnostic scan performed at 1751287335146. Recommended maintenance interval: 6 months. Recommended actions: connector cleaning, voltage test, current draw test. 
+Maintenance Recommendations: connector cleaning, voltage test, current draw test
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=standard
+Output: Diagnostic ID=996134ce-b2c8-43dc-a6b5-b8fdfa4ecff0
+Vehicle Type: truck
+System: exhaust
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=1755.83 hours
+Parameters:
+  efficiency=0.96 percent
+  load=13.53 percent
+  temperature=44.41 °C
+  power=25.04 kW
+  vibration=1.20 mm/s
+  health_index=62.18 percent
+Temporal Data:
+  temp_over_time=[49.6, 55.0, 54.0, 56.8] °C
+  power_trend=[22.9, 17.6, 25.6, 20.8] kW
+  performance_trend=[0.9, 0.7, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335146. Recommended maintenance interval: 8 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=optimized
+Output: Diagnostic ID=b95b0202-9453-4973-90c3-15c264c2ea21
+Vehicle Type: electric
+System: motor
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=4758.17 hours
+Parameters:
+  efficiency=0.97 percent
+  load=90.68 percent
+  temperature=64.59 °C
+  power=296.65 kW
+  vibration=1.33 mm/s
+  health_index=64.48 percent
+Sensors:
+  voltage_ripple=2.49 V
+  temperature=72.5 °C
+  current_draw=143.3 A
+Temporal Data:
+  temp_over_time=[57.9, 63.7, 60.6, 66.0, 58.3] °C
+  power_trend=[251.6, 378.4, 297.3, 309.5, 306.4] kW
+  performance_trend=[0.8, 0.8, 0.9, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335146. Recommended maintenance interval: 5 months. Recommended actions: connector check, system inspection, software update. 
+Maintenance Recommendations: connector check, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=performance
+Output: Diagnostic ID=684f56d9-7d5f-4025-8b11-ff121cd5ba41
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.89 ratio
+  operating-time=7109.08 hours
+Parameters:
+  efficiency=0.79 percent
+  load=70.54 percent
+  temperature=69.43 °C
+  power=27.31 kW
+  vibration=2.42 mm/s
+  health_index=76.21 percent
+Temporal Data:
+  temp_over_time=[67.8, 58.8, 63.0, 62.5, 57.1] °C
+  power_trend=[34.0, 34.0, 24.8, 21.8, 20.2] kW
+  performance_trend=[0.6, 0.8, 0.9, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335144. Recommended maintenance interval: 5 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=standard
+Output: Diagnostic ID=1082e2ab-d5f3-4e65-b5d3-e939788053f1
+Vehicle Type: commercial
+System: safety
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=7848.49 hours
+Parameters:
+  efficiency=0.83 percent
+  load=98.97 percent
+  temperature=43.05 °C
+  power=12.62 kW
+  vibration=4.12 mm/s
+  health_index=78.80 percent
+Temporal Data:
+  temp_over_time=[58.6, 62.6, 54.5, 55.3, 56.4] °C
+  power_trend=[15.9, 12.7, 9.5, 15.3, 10.6] kW
+  performance_trend=[0.8, 0.6, 0.7, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335144. Recommended maintenance interval: 7 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=a5eefe88-0ae8-4dda-aedc-f336158c72bc
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=3.17 percent
+  rotor-thickness=20.50 mm
+  pad-thickness=8.96 mm
+  pressure=151.22 psi
+Parameters:
+  efficiency=0.92 percent
+  load=6.31 percent
+  temperature=62.00 °C
+  power=38.34 kW
+  vibration=0.06 mm/s
+  health_index=98.77 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.7 mm
+  pressure_sensor=1281.4 psi
+Temporal Data:
+  temp_over_time=[58.8, 60.0, 51.8, 60.6, 56.8] °C
+  power_trend=[33.6, 42.4, 29.1, 48.4, 39.6] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.7, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335144. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=enhanced
+Output: Diagnostic ID=1048cc3b-bf45-45d9-a34d-425da515a553
+Vehicle Type: motorcycle
+System: cooling
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=245.20 hours
+Parameters:
+  efficiency=0.98 percent
+  load=97.70 percent
+  temperature=59.57 °C
+  power=22.20 kW
+  vibration=1.47 mm/s
+  health_index=96.22 percent
+Temporal Data:
+  temp_over_time=[65.4, 64.5, 57.7, 55.3, 66.5, 57.6] °C
+  power_trend=[23.8, 20.1, 19.3, 17.1, 19.5, 22.4] kW
+  performance_trend=[0.8, 0.8, 0.6, 0.7, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335144. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=optimized
+Output: Diagnostic ID=72d5ad88-f1c2-4895-912d-ed95b5f0faf1
+Vehicle Type: motorcycle
+System: electrical
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: B1600
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=568.34 hours
+Parameters:
+  efficiency=0.82 percent
+  load=84.77 percent
+  temperature=40.81 °C
+  power=14.88 kW
+  vibration=0.12 mm/s
+  health_index=82.89 percent
+Sensors:
+  current=6.2 A
+  voltage=65.6 V
+Temporal Data:
+  temp_over_time=[46.2, 46.5, 52.9, 50.6] °C
+  power_trend=[12.1, 14.2, 12.6, 13.0] kW
+  performance_trend=[1.0, 1.1, 1.1, 0.8] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1600. Diagnostic scan performed at 1751287335157. Recommended maintenance interval: 9 months. Recommended actions: wiring inspection. 
+Maintenance Recommendations: wiring inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=standard
+Output: Diagnostic ID=1429d4c6-c71e-4684-9b12-f192fe2d2986
+Vehicle Type: electric
+System: thermal
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=6182.20 hours
+Parameters:
+  efficiency=0.84 percent
+  load=82.74 percent
+  temperature=44.64 °C
+  power=23.98 kW
+  vibration=0.07 mm/s
+  health_index=90.85 percent
+Temporal Data:
+  temp_over_time=[52.5, 49.6, 49.2, 55.4, 50.6] °C
+  power_trend=[30.9, 24.2, 17.6, 30.7, 29.5] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.6, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335157. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=optimized
+Output: Diagnostic ID=a9c54ed9-9887-41da-914c-5de1077e829a
+Vehicle Type: commercial
+System: safety
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.31 ratio
+  operating-time=8505.57 hours
+Parameters:
+  efficiency=0.78 percent
+  load=16.49 percent
+  temperature=56.38 °C
+  power=31.57 kW
+  vibration=1.30 mm/s
+  health_index=70.77 percent
+Temporal Data:
+  temp_over_time=[70.2, 63.1, 60.6, 70.3, 69.8, 67.4, 65.9] °C
+  power_trend=[30.6, 38.6, 39.8, 31.7, 31.5, 31.7, 32.6] kW
+  performance_trend=[1.0, 0.7, 0.9, 1.0, 0.9, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335157. Recommended maintenance interval: 8 months. Recommended actions: diagnostic scan, software update, connector check. 
+Maintenance Recommendations: diagnostic scan, software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automated
+Output: Diagnostic ID=45b297e6-054c-4ac0-9d33-aa92c4ce4eb1
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automated
+Status: normal (level 1)
+Fault Code: P0720
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.90 ratio
+  torque=587.40 Nm
+  shift-time=0.10 seconds
+  fluid-temperature=89.63 °C
+Parameters:
+  efficiency=1.00 percent
+  load=59.75 percent
+  temperature=86.78 °C
+  power=17.92 kW
+  vibration=3.42 mm/s
+  health_index=73.25 percent
+Temporal Data:
+  temp_over_time=[83.2, 92.1, 85.8, 91.2, 83.9, 80.8, 90.5] °C
+  power_trend=[13.1, 16.2, 22.4, 19.6, 17.3, 23.2, 18.9] kW
+  performance_trend=[1.0, 0.8, 1.1, 0.8, 1.0, 1.0, 1.0] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335155. Recommended maintenance interval: 11 months. Recommended actions: shift solenoid check, filter replacement. 
+Maintenance Recommendations: shift solenoid check, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=performance
+Output: Diagnostic ID=80a7f215-f55e-441c-99e8-ce4b70533a76
+Vehicle Type: hybrid
+System: electronics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=2317.23 hours
+Parameters:
+  efficiency=0.80 percent
+  load=4.74 percent
+  temperature=47.97 °C
+  power=40.08 kW
+  vibration=2.37 mm/s
+  health_index=98.52 percent
+Sensors:
+  current=26.2 A
+  voltage=228.9 V
+Temporal Data:
+  temp_over_time=[46.5, 44.3, 47.3, 49.0, 48.5, 42.5, 43.4] °C
+  power_trend=[30.9, 50.6, 32.3, 30.1, 48.0, 38.9, 37.9] kW
+  performance_trend=[0.7, 0.7, 0.7, 0.9, 0.7, 0.8, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335155. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=direct-injection
+Output: Diagnostic ID=ff12e749-1689-45b3-aea8-0382a71ae8d3
+Vehicle Type: suv
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0300
+Performance: 284.1 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=87.13 °C
+  oil-pressure=78.61 psi
+  compression=178.96 psi
+  rpm=1857.96 rpm
+Parameters:
+  efficiency=0.79 percent
+  load=25.13 percent
+  temperature=105.42 °C
+  power=344.91 hp
+  vibration=1.26 mm/s
+  health_index=66.80 percent
+Sensors:
+  oxygen_sensor=0.31 V
+  knock_sensor=465.4 mV
+  maf_sensor=6.17 g/s
+Temporal Data:
+  temp_over_time=[103.7, 104.2, 111.9, 104.0] °C
+  power_trend=[376.3, 446.7, 363.5, 441.5] hp
+  performance_trend=[230.1, 231.6, 254.3, 259.5] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335155. Recommended maintenance interval: 6 months. Recommended actions: air filter replacement. 
+Maintenance Recommendations: air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automatic
+Output: Diagnostic ID=27fe5e0f-51f9-49a5-b8f9-8d740b5f973c
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automatic
+Status: normal (level 1)
+Fault Code: P0796
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.86 ratio
+  torque=297.79 Nm
+  shift-time=0.27 seconds
+  fluid-temperature=62.49 °C
+Parameters:
+  efficiency=0.90 percent
+  load=88.32 percent
+  temperature=62.52 °C
+  power=22.04 kW
+  vibration=0.32 mm/s
+  health_index=82.69 percent
+Temporal Data:
+  temp_over_time=[87.7, 78.0, 80.7, 87.9, 91.9, 92.6] °C
+  power_trend=[24.7, 26.2, 20.7, 23.8, 17.6, 20.9] kW
+  performance_trend=[1.1, 0.9, 0.7, 0.9, 0.8, 1.0] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0796. Diagnostic scan performed at 1751287335155. Recommended maintenance interval: 8 months. Recommended actions: fluid change, clutch adjustment. 
+Maintenance Recommendations: fluid change, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=standard
+Output: Diagnostic ID=99286661-b3b6-4c26-a3a9-6e0bc99aab26
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.92 ratio
+  operating-time=2369.14 hours
+Parameters:
+  efficiency=0.84 percent
+  load=78.49 percent
+  temperature=61.33 °C
+  power=76.01 kW
+  vibration=4.43 mm/s
+  health_index=77.83 percent
+Sensors:
+  voltage_ripple=1.39 V
+  temperature=31.2 °C
+  current_draw=126.4 A
+Temporal Data:
+  temp_over_time=[44.0, 44.5, 43.3] °C
+  power_trend=[63.1, 98.8, 78.2] kW
+  performance_trend=[0.6, 0.6, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335155. Recommended maintenance interval: 4 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=air
+Output: Diagnostic ID=a6a1c735-5dc8-447c-8ff5-2fef228473cc
+Vehicle Type: suv
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=3.11 percent
+  rotor-thickness=17.35 mm
+  pad-thickness=3.41 mm
+  pressure=421.74 psi
+Parameters:
+  efficiency=0.91 percent
+  load=59.53 percent
+  temperature=62.47 °C
+  power=21.87 kW
+  vibration=4.27 mm/s
+  health_index=86.45 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.8 mm
+  pressure_sensor=1635.6 psi
+Temporal Data:
+  temp_over_time=[50.4, 48.9, 56.2, 52.5, 56.0, 56.2, 56.5] °C
+  power_trend=[17.0, 26.3, 23.4, 26.5, 18.7, 25.0, 28.2] kW
+  performance_trend=[0.9, 0.9, 0.9, 1.0, 0.8, 1.0, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335154. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=lithium-polymer
+Output: Diagnostic ID=ff5f2663-ad50-41fc-bc5b-1eef2b687b7d
+Vehicle Type: electric
+System: battery
+Configuration: lithium-polymer
+Status: optimal (level 0)
+Performance: 241.7 kWh
+Material: nickel-metal
+Measurements:
+  current=244.65 amps
+  state-of-charge=58.07 percent
+  voltage=697.56 volts
+  capacity=83.54 percent
+Parameters:
+  efficiency=0.90 percent
+  load=28.36 percent
+  temperature=32.32 °C
+  power=104.04 kW
+  vibration=2.60 mm/s
+  health_index=98.23 percent
+Sensors:
+  coolant_flow=1.6 L/min
+  cell_voltage=3.16 V
+  insulation=4.5 MΩ
+Temporal Data:
+  temp_over_time=[43.6, 46.1, 38.5] °C
+  power_trend=[78.8, 129.0, 112.1] kW
+  performance_trend=[214.6, 268.6, 268.5] kWh
+Notes: Diagnostic scan performed at 1751287335154. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=enhanced
+Output: Diagnostic ID=89b358bc-4cb0-446f-94d8-79a334ac8acf
+Vehicle Type: truck
+System: payload
+Configuration: enhanced
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=1228.21 hours
+Parameters:
+  efficiency=0.82 percent
+  load=80.82 percent
+  temperature=45.21 °C
+  power=38.20 kW
+  vibration=4.16 mm/s
+  health_index=68.02 percent
+Temporal Data:
+  temp_over_time=[53.9, 56.1, 57.0, 55.0, 47.4] °C
+  power_trend=[44.7, 37.5, 39.8, 40.7, 28.6] kW
+  performance_trend=[0.6, 0.8, 0.6, 0.8, 0.6] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335154. Recommended maintenance interval: 7 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=enhanced
+Output: Diagnostic ID=1301308a-a450-450c-973f-6b072c8895dc
+Vehicle Type: truck
+System: diesel
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.82 ratio
+  operating-time=7118.08 hours
+Parameters:
+  efficiency=0.99 percent
+  load=52.82 percent
+  temperature=61.28 °C
+  power=17.02 kW
+  vibration=1.35 mm/s
+  health_index=87.41 percent
+Temporal Data:
+  temp_over_time=[45.9, 52.4, 51.4] °C
+  power_trend=[20.6, 13.9, 13.0] kW
+  performance_trend=[0.7, 0.7, 0.6] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335154. Recommended maintenance interval: 9 months. Recommended actions: connector check, software update, system inspection. 
+Maintenance Recommendations: connector check, software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=enhanced
+Output: Diagnostic ID=5f3528d0-56a0-4412-9023-4e897c94c882
+Vehicle Type: electric
+System: charging
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=521.83 hours
+Parameters:
+  efficiency=0.80 percent
+  load=1.36 percent
+  temperature=67.69 °C
+  power=27.97 kW
+  vibration=1.04 mm/s
+  health_index=88.71 percent
+Temporal Data:
+  temp_over_time=[43.9, 39.2, 38.1, 44.5] °C
+  power_trend=[33.7, 26.0, 30.6, 27.4] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335152. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automatic
+Output: Diagnostic ID=403f6722-734f-4c8d-b1d2-c485b1ebbf0c
+Vehicle Type: truck
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.72 ratio
+  torque=401.25 Nm
+  shift-time=0.39 seconds
+  fluid-temperature=89.44 °C
+Parameters:
+  efficiency=0.98 percent
+  load=38.11 percent
+  temperature=78.96 °C
+  power=14.38 kW
+  vibration=0.76 mm/s
+  health_index=89.27 percent
+Temporal Data:
+  temp_over_time=[84.9, 91.3, 91.3, 76.6, 82.6] °C
+  power_trend=[16.9, 12.7, 12.0, 11.9, 15.1] kW
+  performance_trend=[0.8, 1.1, 1.1, 0.9, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335163. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=optimized
+Output: Diagnostic ID=efb6aa09-9326-45a9-b57e-c07e59bd8541
+Vehicle Type: truck
+System: payload
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=6603.62 hours
+Parameters:
+  efficiency=0.75 percent
+  load=40.95 percent
+  temperature=65.54 °C
+  power=22.70 kW
+  vibration=3.13 mm/s
+  health_index=86.92 percent
+Temporal Data:
+  temp_over_time=[40.9, 48.2, 40.5, 47.5, 48.1, 40.3] °C
+  power_trend=[26.4, 21.5, 25.9, 21.0, 17.8, 16.2] kW
+  performance_trend=[1.0, 0.9, 0.7, 0.8, 1.0, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335152. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=performance
+Output: Diagnostic ID=06d0da91-f50a-4c7a-bf15-15bb4e0217fb
+Vehicle Type: truck
+System: exhaust
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=9378.87 hours
+Parameters:
+  efficiency=0.87 percent
+  load=60.49 percent
+  temperature=47.86 °C
+  power=42.86 kW
+  vibration=3.62 mm/s
+  health_index=88.18 percent
+Temporal Data:
+  temp_over_time=[43.0, 48.9, 43.0, 50.4, 46.2, 44.0] °C
+  power_trend=[49.7, 55.5, 46.8, 41.3, 50.4, 48.6] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.8, 1.0, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335152. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=enhanced
+Output: Diagnostic ID=16599d6e-029d-4a8d-8eb0-042c43f0b801
+Vehicle Type: electric
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=2271.98 hours
+Parameters:
+  efficiency=0.89 percent
+  load=4.73 percent
+  temperature=43.81 °C
+  power=13.49 kW
+  vibration=0.35 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=27.2 A
+  voltage=134.9 V
+Temporal Data:
+  temp_over_time=[47.6, 48.1, 44.7] °C
+  power_trend=[12.8, 14.8, 17.5] kW
+  performance_trend=[0.7, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335163. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=basic
+Output: Diagnostic ID=597d9ef7-66c8-4795-8e57-287a3a0581c2
+Vehicle Type: commercial
+System: emissions
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.82 ratio
+  operating-time=1762.20 hours
+Parameters:
+  efficiency=0.89 percent
+  load=49.22 percent
+  temperature=41.79 °C
+  power=34.41 kW
+  vibration=2.90 mm/s
+  health_index=92.49 percent
+Temporal Data:
+  temp_over_time=[59.0, 56.0, 56.2, 63.3, 62.6, 56.5] °C
+  power_trend=[27.0, 41.1, 26.0, 42.5, 28.5, 29.9] kW
+  performance_trend=[1.0, 1.0, 0.8, 1.0, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335163. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=carbon-ceramic
+Output: Diagnostic ID=5bda776f-85dc-4387-8a84-2687ada3844d
+Vehicle Type: motorcycle
+System: brakes
+Configuration: carbon-ceramic
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=2.91 percent
+  rotor-thickness=20.76 mm
+  pad-thickness=4.56 mm
+  pressure=802.25 psi
+Parameters:
+  efficiency=0.82 percent
+  load=43.33 percent
+  temperature=60.69 °C
+  power=49.51 kW
+  vibration=2.07 mm/s
+  health_index=96.33 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.1 mm
+  pressure_sensor=1003.0 psi
+Temporal Data:
+  temp_over_time=[67.0, 67.3, 62.8, 70.3, 67.7, 64.4, 63.5] °C
+  power_trend=[36.1, 61.4, 47.0, 54.6, 56.7, 50.3, 45.9] kW
+  performance_trend=[0.9, 1.1, 0.9, 0.9, 1.1, 1.1, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335163. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=optimized
+Output: Diagnostic ID=f23ebdb9-86c6-4c6c-bec9-b023ce79f7f0
+Vehicle Type: hybrid
+System: regenerative
+Configuration: optimized
+Status: critical (level 4)
+Fault Code: U0140
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=6666.63 hours
+Parameters:
+  efficiency=0.88 percent
+  load=20.31 percent
+  temperature=53.27 °C
+  power=44.25 kW
+  vibration=0.85 mm/s
+  health_index=35.42 percent
+Temporal Data:
+  temp_over_time=[65.8, 68.5, 57.2] °C
+  power_trend=[31.4, 51.3, 56.3] kW
+  performance_trend=[0.7, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335163. Recommended maintenance interval: 3 months. Recommended actions: connector check, diagnostic scan. 
+Maintenance Recommendations: connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=turbo
+Output: Diagnostic ID=b728c064-b04f-4e61-bf23-b55c6104fff7
+Vehicle Type: motorcycle
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 243.5 hp
+Material: steel
+Measurements:
+  oil-temperature=85.38 °C
+  oil-pressure=27.20 psi
+  compression=137.95 psi
+  rpm=3702.58 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=5.21 percent
+  temperature=96.57 °C
+  power=228.66 hp
+  vibration=1.27 mm/s
+  health_index=81.55 percent
+Sensors:
+  oxygen_sensor=0.97 V
+  knock_sensor=441.7 mV
+  maf_sensor=10.96 g/s
+Temporal Data:
+  temp_over_time=[107.7, 108.0, 123.3, 119.7, 112.2] °C
+  power_trend=[276.0, 268.8, 219.4, 173.5, 229.1] hp
+  performance_trend=[278.5, 212.1, 260.7, 206.5, 221.4] hp
+Notes: Diagnostic scan performed at 1751287335163. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=direct-injection
+Output: Diagnostic ID=866ff846-14c9-4276-bf4d-b50956523ff6
+Vehicle Type: motorcycle
+System: engine
+Configuration: direct-injection
+Status: degraded (level 2)
+Fault Code: P0300
+Performance: 424.1 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=72.33 °C
+  oil-pressure=32.59 psi
+  compression=177.77 psi
+  rpm=6327.84 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=14.52 percent
+  temperature=100.62 °C
+  power=292.90 hp
+  vibration=0.05 mm/s
+  health_index=61.02 percent
+Sensors:
+  oxygen_sensor=0.58 V
+  knock_sensor=130.0 mV
+  maf_sensor=2.04 g/s
+Temporal Data:
+  temp_over_time=[89.9, 96.0, 104.2, 97.5] °C
+  power_trend=[306.1, 245.6, 277.7, 339.8] hp
+  performance_trend=[372.2, 468.5, 418.1, 381.5] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335161. Recommended maintenance interval: 8 months. Recommended actions: fuel system cleaning. 
+Maintenance Recommendations: fuel system cleaning
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=enhanced
+Output: Diagnostic ID=cea6455d-b6ea-4260-b1da-3a01be4e78b5
+Vehicle Type: commercial
+System: emissions
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.46 ratio
+  operating-time=283.03 hours
+Parameters:
+  efficiency=0.77 percent
+  load=35.64 percent
+  temperature=66.96 °C
+  power=40.41 kW
+  vibration=4.72 mm/s
+  health_index=84.49 percent
+Temporal Data:
+  temp_over_time=[61.7, 51.8, 61.8, 53.8, 55.8, 58.5] °C
+  power_trend=[51.0, 44.5, 50.5, 38.1, 31.7, 32.3] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.9, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335161. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=performance
+Output: Diagnostic ID=474e3d4c-ec09-4b83-b1c4-06a431ef458d
+Vehicle Type: suv
+System: 4wd
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=6313.78 hours
+Parameters:
+  efficiency=0.92 percent
+  load=59.60 percent
+  temperature=59.37 °C
+  power=51.97 kW
+  vibration=4.15 mm/s
+  health_index=97.74 percent
+Temporal Data:
+  temp_over_time=[44.6, 43.9, 42.4, 40.0] °C
+  power_trend=[43.6, 39.6, 62.6, 50.9] kW
+  performance_trend=[1.0, 1.1, 1.1, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335161. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=enhanced
+Output: Diagnostic ID=75e43ec5-00ec-4783-b970-1cacc5289de3
+Vehicle Type: suv
+System: 4wd
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.40 ratio
+  operating-time=649.53 hours
+Parameters:
+  efficiency=0.93 percent
+  load=8.92 percent
+  temperature=54.72 °C
+  power=57.25 kW
+  vibration=0.28 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[54.9, 63.8, 58.9, 59.1, 57.1] °C
+  power_trend=[52.0, 58.7, 70.8, 70.4, 68.8] kW
+  performance_trend=[0.8, 0.9, 0.9, 0.9, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335161. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=standard
+Output: Diagnostic ID=d1a78c2c-e5ae-4957-a416-4c603f54a43f
+Vehicle Type: commercial
+System: engine
+Configuration: standard
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 512.9 hp
+Material: steel
+Measurements:
+  oil-temperature=74.56 °C
+  oil-pressure=51.06 psi
+  compression=156.76 psi
+  rpm=1537.86 rpm
+Parameters:
+  efficiency=1.00 percent
+  load=2.60 percent
+  temperature=82.43 °C
+  power=461.98 hp
+  vibration=2.19 mm/s
+  health_index=78.21 percent
+Sensors:
+  oxygen_sensor=0.57 V
+  knock_sensor=220.2 mV
+  maf_sensor=7.34 g/s
+Temporal Data:
+  temp_over_time=[86.5, 81.5, 93.9, 96.1, 89.5] °C
+  power_trend=[480.5, 579.6, 412.3, 391.1, 517.4] hp
+  performance_trend=[417.3, 501.5, 441.5, 508.0, 611.8] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335159. Recommended maintenance interval: 6 months. Recommended actions: spark plug replacement. 
+Maintenance Recommendations: spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=enhanced
+Output: Diagnostic ID=0b9aa9f9-2807-4eb0-9b1d-7a5093033244
+Vehicle Type: electric
+System: charging
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.22 ratio
+  operating-time=3569.35 hours
+Parameters:
+  efficiency=0.97 percent
+  load=2.00 percent
+  temperature=59.45 °C
+  power=33.63 kW
+  vibration=3.61 mm/s
+  health_index=84.71 percent
+Temporal Data:
+  temp_over_time=[66.7, 63.4, 75.5, 65.0, 70.2, 64.4] °C
+  power_trend=[33.6, 27.0, 32.5, 33.6, 32.0, 28.9] kW
+  performance_trend=[1.1, 1.1, 1.1, 1.0, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335159. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=enhanced
+Output: Diagnostic ID=8d83cef6-8c77-4fde-814f-6558bc1a6663
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.10 ratio
+  operating-time=7610.76 hours
+Parameters:
+  efficiency=0.79 percent
+  load=71.63 percent
+  temperature=43.33 °C
+  power=34.79 kW
+  vibration=3.44 mm/s
+  health_index=93.76 percent
+Temporal Data:
+  temp_over_time=[71.3, 66.5, 64.9, 64.2] °C
+  power_trend=[30.9, 26.4, 32.6, 37.9] kW
+  performance_trend=[0.6, 0.7, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335159. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=optimized
+Output: Diagnostic ID=631a136a-bbbd-4989-9009-4fd3c6f24a7f
+Vehicle Type: hybrid
+System: regenerative
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.32 ratio
+  operating-time=711.32 hours
+Parameters:
+  efficiency=0.81 percent
+  load=18.03 percent
+  temperature=56.02 °C
+  power=16.18 kW
+  vibration=4.67 mm/s
+  health_index=90.42 percent
+Temporal Data:
+  temp_over_time=[41.6, 43.5, 44.7, 40.8] °C
+  power_trend=[17.0, 17.8, 20.7, 18.4] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335159. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=off-road
+Output: Diagnostic ID=4306db00-dd01-403a-8674-c4bc2791390e
+Vehicle Type: sedan
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.40 ratio
+  operating-time=364.60 hours
+Parameters:
+  efficiency=0.82 percent
+  load=72.59 percent
+  temperature=55.60 °C
+  power=31.07 kW
+  vibration=0.32 mm/s
+  health_index=98.30 percent
+Temporal Data:
+  temp_over_time=[54.4, 62.3, 60.6, 52.6, 57.2, 52.6] °C
+  power_trend=[27.0, 39.1, 29.8, 29.7, 35.5, 26.4] kW
+  performance_trend=[0.8, 1.1, 1.1, 1.1, 1.0, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335157. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=disc
+Output: Diagnostic ID=2fd57921-0688-470c-bcbc-6092ed3dfe74
+Vehicle Type: suv
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.95 percent
+  rotor-thickness=27.08 mm
+  pad-thickness=7.39 mm
+  pressure=421.67 psi
+Parameters:
+  efficiency=0.84 percent
+  load=65.20 percent
+  temperature=45.65 °C
+  power=31.88 kW
+  vibration=0.69 mm/s
+  health_index=96.03 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.5 mm
+  pressure_sensor=633.2 psi
+Temporal Data:
+  temp_over_time=[54.7, 51.3, 54.7, 52.3, 52.5, 50.8] °C
+  power_trend=[34.9, 37.9, 30.1, 30.4, 23.9, 40.5] kW
+  performance_trend=[1.1, 0.8, 1.1, 0.8, 1.0, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335157. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=air
+Output: Diagnostic ID=57d57cb4-d8fa-415d-9c2f-dfe92076eac0
+Vehicle Type: truck
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=1.24 percent
+  rotor-thickness=28.46 mm
+  pad-thickness=4.94 mm
+  pressure=143.62 psi
+Parameters:
+  efficiency=0.86 percent
+  load=24.09 percent
+  temperature=62.31 °C
+  power=21.07 kW
+  vibration=1.94 mm/s
+  health_index=83.81 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.2 mm
+  pressure_sensor=1523.1 psi
+Temporal Data:
+  temp_over_time=[66.4, 68.0, 68.1, 70.8, 69.1, 71.5] °C
+  power_trend=[19.1, 19.4, 24.0, 19.9, 17.2, 20.7] kW
+  performance_trend=[0.8, 0.9, 1.0, 1.1, 0.9, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335172. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=enhanced
+Output: Diagnostic ID=df7b07a9-aaf4-4582-80c2-f461641fc8f0
+Vehicle Type: commercial
+System: air-brakes
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=7850.78 hours
+Parameters:
+  efficiency=0.92 percent
+  load=26.33 percent
+  temperature=66.35 °C
+  power=37.90 kW
+  vibration=2.32 mm/s
+  health_index=98.77 percent
+Temporal Data:
+  temp_over_time=[48.7, 54.6, 46.8, 47.8] °C
+  power_trend=[42.2, 27.3, 32.4, 44.2] kW
+  performance_trend=[0.8, 0.6, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335174. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=optimized
+Output: Diagnostic ID=a448a828-6b45-4819-b064-996dd49de40c
+Vehicle Type: electric
+System: autonomous
+Configuration: optimized
+Status: warning (level 3)
+Fault Code: U0300
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.38 ratio
+  operating-time=6163.29 hours
+Parameters:
+  efficiency=0.79 percent
+  load=15.14 percent
+  temperature=40.39 °C
+  power=43.48 kW
+  vibration=0.28 mm/s
+  health_index=50.09 percent
+Temporal Data:
+  temp_over_time=[55.2, 58.6, 57.9] °C
+  power_trend=[35.0, 30.9, 37.1] kW
+  performance_trend=[0.9, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335174. Recommended maintenance interval: 6 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=performance
+Output: Diagnostic ID=b9fbb68f-0fa9-4260-85ca-d09db719c5b1
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: performance
+Status: warning (level 3)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=360.99 hours
+Parameters:
+  efficiency=0.96 percent
+  load=23.65 percent
+  temperature=54.20 °C
+  power=34.60 kW
+  vibration=2.39 mm/s
+  health_index=53.00 percent
+Temporal Data:
+  temp_over_time=[44.2, 39.2, 38.7, 39.7, 45.3, 46.6] °C
+  power_trend=[44.2, 39.7, 37.1, 42.0, 44.8, 32.7] kW
+  performance_trend=[1.1, 1.1, 0.8, 1.2, 1.1, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335172. Recommended maintenance interval: 5 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=disc
+Output: Diagnostic ID=9bd534c4-91aa-4045-a25c-69ceb3b76e89
+Vehicle Type: sedan
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=2.29 percent
+  rotor-thickness=11.64 mm
+  pad-thickness=9.91 mm
+  pressure=291.64 psi
+Parameters:
+  efficiency=0.98 percent
+  load=2.07 percent
+  temperature=64.61 °C
+  power=42.48 kW
+  vibration=1.96 mm/s
+  health_index=89.27 percent
+Sensors:
+  abs_status=active
+  wear_sensor=2.6 mm
+  pressure_sensor=1290.7 psi
+Temporal Data:
+  temp_over_time=[42.8, 43.5, 43.8, 39.7, 38.2, 39.0, 40.0] °C
+  power_trend=[35.8, 53.4, 48.8, 46.0, 50.9, 35.1, 51.7] kW
+  performance_trend=[1.1, 1.1, 1.1, 0.8, 0.8, 0.9, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335172. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=sequential
+Output: Diagnostic ID=dda9a846-83dc-4d1e-bff7-bf01eea8b928
+Vehicle Type: commercial
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.80 ratio
+  torque=332.90 Nm
+  shift-time=0.13 seconds
+  fluid-temperature=82.73 °C
+Parameters:
+  efficiency=0.81 percent
+  load=15.51 percent
+  temperature=72.31 °C
+  power=17.01 kW
+  vibration=0.39 mm/s
+  health_index=82.43 percent
+Temporal Data:
+  temp_over_time=[56.0, 58.6, 55.8, 66.6, 55.3] °C
+  power_trend=[22.1, 13.6, 18.4, 20.0, 14.7] kW
+  performance_trend=[0.8, 0.7, 0.9, 0.8, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335172. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=optimized
+Output: Diagnostic ID=3b874a56-8282-47de-929d-9a8e266d887a
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.99 ratio
+  operating-time=9170.71 hours
+Parameters:
+  efficiency=0.77 percent
+  load=23.16 percent
+  temperature=48.88 °C
+  power=346.24 kW
+  vibration=1.58 mm/s
+  health_index=90.94 percent
+Sensors:
+  voltage_ripple=2.64 V
+  temperature=77.3 °C
+  current_draw=159.5 A
+Temporal Data:
+  temp_over_time=[41.6, 48.4, 48.8, 48.0] °C
+  power_trend=[374.9, 262.7, 267.3, 264.0] kW
+  performance_trend=[0.7, 0.7, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335170. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=standard
+Output: Diagnostic ID=8f2a76fb-6922-4c98-aee6-851d91edb762
+Vehicle Type: suv
+System: towing
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.66 ratio
+  operating-time=3586.01 hours
+Parameters:
+  efficiency=0.78 percent
+  load=63.53 percent
+  temperature=61.07 °C
+  power=20.30 kW
+  vibration=1.92 mm/s
+  health_index=93.70 percent
+Temporal Data:
+  temp_over_time=[45.8, 48.8, 42.9, 49.2] °C
+  power_trend=[16.0, 21.3, 17.5, 20.1] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335170. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=standard
+Output: Diagnostic ID=4de382db-0a32-4590-a421-625fcae01858
+Vehicle Type: motorcycle
+System: engine
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: P0300
+Performance: 298.5 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=106.30 °C
+  oil-pressure=28.35 psi
+  compression=141.63 psi
+  rpm=6656.04 rpm
+Parameters:
+  efficiency=0.75 percent
+  load=15.54 percent
+  temperature=110.47 °C
+  power=450.51 hp
+  vibration=1.26 mm/s
+  health_index=58.88 percent
+Sensors:
+  oxygen_sensor=0.67 V
+  knock_sensor=441.5 mV
+  maf_sensor=8.78 g/s
+Temporal Data:
+  temp_over_time=[83.7, 74.2, 86.0, 87.6, 85.3] °C
+  power_trend=[433.3, 426.4, 522.1, 412.6, 404.9] hp
+  performance_trend=[326.1, 289.5, 295.3, 320.1, 318.7] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335170. Recommended maintenance interval: 12 months. Recommended actions: spark plug replacement, air filter replacement. 
+Maintenance Recommendations: spark plug replacement, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=carbon-ceramic
+Output: Diagnostic ID=c690c596-752c-4e0c-9b27-0aa2519ff423
+Vehicle Type: truck
+System: brakes
+Configuration: carbon-ceramic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.52 percent
+  rotor-thickness=19.91 mm
+  pad-thickness=7.28 mm
+  pressure=954.88 psi
+Parameters:
+  efficiency=0.80 percent
+  load=40.45 percent
+  temperature=51.77 °C
+  power=13.91 kW
+  vibration=2.67 mm/s
+  health_index=93.02 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.2 mm
+  pressure_sensor=1572.4 psi
+Temporal Data:
+  temp_over_time=[63.6, 64.2, 76.6, 65.7, 74.5] °C
+  power_trend=[14.6, 13.9, 15.4, 13.8, 13.6] kW
+  performance_trend=[0.8, 0.9, 0.8, 1.0, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335170. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=off-road
+Output: Diagnostic ID=4e4fedc3-00a3-4c96-acb1-82714bcf6ea5
+Vehicle Type: motorcycle
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=9194.83 hours
+Parameters:
+  efficiency=0.92 percent
+  load=81.83 percent
+  temperature=68.19 °C
+  power=15.35 kW
+  vibration=1.53 mm/s
+  health_index=92.58 percent
+Temporal Data:
+  temp_over_time=[39.1, 36.8, 40.7, 41.4, 44.5] °C
+  power_trend=[14.1, 11.0, 16.9, 14.4, 12.0] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.7, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335170. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=standard
+Output: Diagnostic ID=ad1f7775-dcf8-4013-8da7-120d172254be
+Vehicle Type: electric
+System: charging
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.40 ratio
+  operating-time=5783.48 hours
+Parameters:
+  efficiency=0.76 percent
+  load=88.19 percent
+  temperature=56.44 °C
+  power=15.78 kW
+  vibration=0.07 mm/s
+  health_index=94.13 percent
+Temporal Data:
+  temp_over_time=[74.0, 62.2, 72.4, 71.1] °C
+  power_trend=[12.6, 19.7, 11.8, 13.2] kW
+  performance_trend=[0.8, 0.9, 0.9, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335168. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=basic
+Output: Diagnostic ID=2794ce71-e71e-4e47-89e1-243d3621f341
+Vehicle Type: motorcycle
+System: cooling
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=6772.81 hours
+Parameters:
+  efficiency=0.87 percent
+  load=41.94 percent
+  temperature=51.13 °C
+  power=20.79 kW
+  vibration=3.11 mm/s
+  health_index=60.01 percent
+Temporal Data:
+  temp_over_time=[63.2, 63.8, 61.0] °C
+  power_trend=[20.7, 18.1, 24.5] kW
+  performance_trend=[1.1, 1.1, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335168. Recommended maintenance interval: 5 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=off-road
+Output: Diagnostic ID=ebcfbb2d-5506-4939-872d-4ed40ae53490
+Vehicle Type: motorcycle
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.84 ratio
+  operating-time=9922.52 hours
+Parameters:
+  efficiency=0.82 percent
+  load=25.39 percent
+  temperature=54.63 °C
+  power=26.06 kW
+  vibration=0.17 mm/s
+  health_index=85.11 percent
+Temporal Data:
+  temp_over_time=[61.0, 65.8, 65.3, 61.1, 64.0, 59.2] °C
+  power_trend=[22.3, 24.8, 23.9, 28.6, 31.8, 27.0] kW
+  performance_trend=[0.9, 0.8, 0.9, 0.9, 0.8, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335168. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=dual-clutch
+Output: Diagnostic ID=b7327d6d-388b-4c61-953c-770bfaeb2702
+Vehicle Type: motorcycle
+System: transmission
+Configuration: dual-clutch
+Status: normal (level 1)
+Fault Code: P0720
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.87 ratio
+  torque=442.30 Nm
+  shift-time=0.11 seconds
+  fluid-temperature=74.61 °C
+Parameters:
+  efficiency=0.82 percent
+  load=46.38 percent
+  temperature=72.80 °C
+  power=29.14 kW
+  vibration=2.95 mm/s
+  health_index=75.46 percent
+Temporal Data:
+  temp_over_time=[66.2, 67.4, 69.8] °C
+  power_trend=[34.3, 31.7, 32.6] kW
+  performance_trend=[0.8, 1.0, 1.1] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335166. Recommended maintenance interval: 10 months. Recommended actions: filter replacement. 
+Maintenance Recommendations: filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=carbon-ceramic
+Output: Diagnostic ID=7603f3b1-a459-4cc4-8671-4b29e589572c
+Vehicle Type: truck
+System: brakes
+Configuration: carbon-ceramic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=0.32 percent
+  rotor-thickness=27.76 mm
+  pad-thickness=5.37 mm
+  pressure=772.96 psi
+Parameters:
+  efficiency=1.00 percent
+  load=25.94 percent
+  temperature=54.63 °C
+  power=31.72 kW
+  vibration=4.62 mm/s
+  health_index=90.11 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.0 mm
+  pressure_sensor=1521.6 psi
+Temporal Data:
+  temp_over_time=[55.3, 60.4, 55.5, 61.6] °C
+  power_trend=[33.0, 38.4, 33.3, 31.3] kW
+  performance_trend=[1.0, 0.8, 1.1, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335166. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=basic
+Output: Diagnostic ID=b85213f7-c038-4291-ac28-89f87d8d6f36
+Vehicle Type: electric
+System: charging
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.75 ratio
+  operating-time=5091.13 hours
+Parameters:
+  efficiency=0.96 percent
+  load=69.07 percent
+  temperature=42.58 °C
+  power=30.39 kW
+  vibration=2.63 mm/s
+  health_index=65.07 percent
+Temporal Data:
+  temp_over_time=[51.6, 58.4, 52.1, 49.1] °C
+  power_trend=[32.2, 31.8, 23.9, 35.2] kW
+  performance_trend=[0.9, 0.9, 0.9, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335166. Recommended maintenance interval: 4 months. Recommended actions: software update, system inspection, connector check. 
+Maintenance Recommendations: software update, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=hybrid
+Output: Diagnostic ID=37dedddf-56ef-4bf2-834e-9387f3699ad5
+Vehicle Type: hybrid
+System: engine
+Configuration: hybrid
+Status: degraded (level 2)
+Fault Code: P0300
+Performance: 460.1 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=106.59 °C
+  oil-pressure=41.98 psi
+  compression=130.08 psi
+  rpm=1517.32 rpm
+Parameters:
+  efficiency=0.96 percent
+  load=46.62 percent
+  temperature=111.40 °C
+  power=182.97 hp
+  vibration=1.21 mm/s
+  health_index=56.38 percent
+Sensors:
+  oxygen_sensor=0.52 V
+  knock_sensor=451.0 mV
+  maf_sensor=6.06 g/s
+Temporal Data:
+  temp_over_time=[119.6, 113.7, 119.8, 109.7, 118.9, 121.1, 111.6] °C
+  power_trend=[169.0, 187.2, 195.7, 190.2, 154.8, 227.1, 154.3] hp
+  performance_trend=[509.9, 446.8, 432.9, 411.4, 545.0, 513.0, 443.4] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335180. Recommended maintenance interval: 9 months. Recommended actions: timing belt inspection, air filter replacement. 
+Maintenance Recommendations: timing belt inspection, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=performance
+Output: Diagnostic ID=ee37ad5d-2571-4b1b-8836-383233c9798a
+Vehicle Type: truck
+System: exhaust
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=6232.58 hours
+Parameters:
+  efficiency=1.00 percent
+  load=22.95 percent
+  temperature=69.34 °C
+  power=49.34 kW
+  vibration=3.59 mm/s
+  health_index=94.17 percent
+Temporal Data:
+  temp_over_time=[56.2, 62.9, 59.6, 67.1, 60.3] °C
+  power_trend=[51.4, 53.3, 38.5, 35.7, 49.4] kW
+  performance_trend=[0.9, 1.0, 0.8, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335178. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=92446b82-486a-4123-9c3f-7a87a76c1210
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.50 ratio
+  operating-time=4505.61 hours
+Parameters:
+  efficiency=0.80 percent
+  load=93.91 percent
+  temperature=69.73 °C
+  power=86.45 kW
+  vibration=4.86 mm/s
+  health_index=77.43 percent
+Sensors:
+  voltage_ripple=4.65 V
+  temperature=32.0 °C
+  current_draw=146.6 A
+Temporal Data:
+  temp_over_time=[38.6, 38.1, 42.7, 39.7, 42.2, 39.9, 43.5] °C
+  power_trend=[67.3, 90.3, 96.8, 102.2, 66.0, 76.5, 106.0] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.9, 0.9, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335178. Recommended maintenance interval: 10 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=enhanced
+Output: Diagnostic ID=e7e1bb28-3c5c-4d49-a0f6-cc773ca994fe
+Vehicle Type: commercial
+System: emissions
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=265.97 hours
+Parameters:
+  efficiency=0.95 percent
+  load=50.40 percent
+  temperature=59.32 °C
+  power=33.46 kW
+  vibration=3.48 mm/s
+  health_index=76.94 percent
+Temporal Data:
+  temp_over_time=[53.4, 52.8, 47.5] °C
+  power_trend=[32.0, 36.5, 26.1] kW
+  performance_trend=[0.8, 0.7, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335178. Recommended maintenance interval: 6 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=nickel-metal
+Output: Diagnostic ID=ebe8e712-9021-45df-8009-bfc86434ec2d
+Vehicle Type: hybrid
+System: battery
+Configuration: nickel-metal
+Status: optimal (level 0)
+Performance: 119.7 kWh
+Material: nickel-metal
+Measurements:
+  current=37.86 amps
+  state-of-charge=87.54 percent
+  voltage=740.72 volts
+  capacity=89.91 percent
+Parameters:
+  efficiency=0.93 percent
+  load=30.94 percent
+  temperature=35.52 °C
+  power=364.38 kW
+  vibration=3.97 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=2.7 L/min
+  cell_voltage=4.44 V
+  insulation=13.1 MΩ
+Temporal Data:
+  temp_over_time=[29.0, 26.7, 26.5, 26.2] °C
+  power_trend=[255.1, 383.1, 381.4, 355.9] kW
+  performance_trend=[117.4, 110.1, 126.9, 135.2] kWh
+Notes: Diagnostic scan performed at 1751287335178. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=direct-injection
+Output: Diagnostic ID=69ec7c86-b48a-49cf-b857-c37d15bea1b6
+Vehicle Type: commercial
+System: engine
+Configuration: direct-injection
+Status: degraded (level 2)
+Fault Code: P0420
+Performance: 396.4 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=77.96 °C
+  oil-pressure=27.27 psi
+  compression=127.40 psi
+  rpm=1497.13 rpm
+Parameters:
+  efficiency=0.85 percent
+  load=6.17 percent
+  temperature=108.43 °C
+  power=355.01 hp
+  vibration=0.93 mm/s
+  health_index=60.13 percent
+Sensors:
+  oxygen_sensor=0.63 V
+  knock_sensor=74.4 mV
+  maf_sensor=9.33 g/s
+Temporal Data:
+  temp_over_time=[98.6, 118.4, 118.8, 111.7] °C
+  power_trend=[268.2, 288.5, 293.3, 325.5] hp
+  performance_trend=[341.5, 436.4, 323.4, 441.3] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0420. Diagnostic scan performed at 1751287335178. Recommended maintenance interval: 8 months. Recommended actions: oil change, timing belt inspection, spark plug replacement. 
+Maintenance Recommendations: oil change, timing belt inspection, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=performance
+Output: Diagnostic ID=0eab34ba-dc9c-4e22-aa16-84a82a03cfd5
+Vehicle Type: truck
+System: exhaust
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=2768.27 hours
+Parameters:
+  efficiency=0.95 percent
+  load=60.19 percent
+  temperature=45.83 °C
+  power=31.28 kW
+  vibration=4.91 mm/s
+  health_index=98.72 percent
+Temporal Data:
+  temp_over_time=[51.2, 53.7, 47.1, 52.3] °C
+  power_trend=[39.5, 31.7, 27.6, 38.7] kW
+  performance_trend=[0.9, 0.9, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335176. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=manual
+Output: Diagnostic ID=d12e1498-eee4-4df7-a363-47d542b689da
+Vehicle Type: truck
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.88 ratio
+  torque=213.46 Nm
+  shift-time=0.23 seconds
+  fluid-temperature=65.11 °C
+Parameters:
+  efficiency=0.98 percent
+  load=33.72 percent
+  temperature=72.41 °C
+  power=27.65 kW
+  vibration=2.56 mm/s
+  health_index=91.18 percent
+Temporal Data:
+  temp_over_time=[71.1, 72.5, 66.9, 71.1, 68.3] °C
+  power_trend=[34.6, 29.2, 27.8, 32.4, 21.0] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.9, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335176. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=electro-hydraulic
+Output: Diagnostic ID=1df18c06-570c-48e3-8a42-be1e5c433ef6
+Vehicle Type: truck
+System: brakes
+Configuration: electro-hydraulic
+Status: degraded (level 2)
+Fault Code: C0060
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=1.85 percent
+  rotor-thickness=10.27 mm
+  pad-thickness=6.38 mm
+  pressure=776.65 psi
+Parameters:
+  efficiency=0.86 percent
+  load=75.66 percent
+  temperature=64.76 °C
+  power=42.81 kW
+  vibration=1.92 mm/s
+  health_index=59.87 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.6 mm
+  pressure_sensor=505.2 psi
+Temporal Data:
+  temp_over_time=[64.5, 62.9, 58.6] °C
+  power_trend=[51.6, 37.0, 49.4] kW
+  performance_trend=[0.9, 1.1, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335176. Recommended maintenance interval: 2 months. Recommended actions: fluid flush. 
+Maintenance Recommendations: fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=basic
+Output: Diagnostic ID=223905c1-39c0-424c-9711-a111967634ed
+Vehicle Type: commercial
+System: safety
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.26 ratio
+  operating-time=457.48 hours
+Parameters:
+  efficiency=0.81 percent
+  load=37.61 percent
+  temperature=56.09 °C
+  power=42.51 kW
+  vibration=1.11 mm/s
+  health_index=87.89 percent
+Temporal Data:
+  temp_over_time=[56.0, 53.2, 52.0, 51.5, 59.3, 57.9, 50.8] °C
+  power_trend=[35.2, 36.6, 54.3, 37.4, 34.6, 37.5, 40.8] kW
+  performance_trend=[1.1, 0.9, 0.9, 0.8, 1.0, 1.1, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335183. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=optimized
+Output: Diagnostic ID=e9d6fbf8-161a-4cc0-9ed9-18e5681e3651
+Vehicle Type: suv
+System: towing
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=2513.60 hours
+Parameters:
+  efficiency=0.87 percent
+  load=50.38 percent
+  temperature=52.66 °C
+  power=35.69 kW
+  vibration=4.03 mm/s
+  health_index=87.80 percent
+Temporal Data:
+  temp_over_time=[66.5, 59.3, 58.4, 60.1, 64.1] °C
+  power_trend=[34.4, 36.2, 36.4, 32.5, 25.5] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335183. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=basic
+Output: Diagnostic ID=6444c37d-9e33-4ac0-8f01-6b1029221f07
+Vehicle Type: sedan
+System: climate
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=4961.46 hours
+Parameters:
+  efficiency=0.76 percent
+  load=96.75 percent
+  temperature=34.70 °C
+  power=4.85 kW
+  vibration=0.43 mm/s
+  health_index=72.46 percent
+Temporal Data:
+  temp_over_time=[13.0, 14.5, 13.8, 13.2, 13.4] °C
+  power_trend=[5.4, 5.3, 5.0, 3.6, 4.4] kW
+  performance_trend=[0.8, 0.9, 0.8, 1.0, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335176. Recommended maintenance interval: 5 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=carbon-ceramic
+Output: Diagnostic ID=e23865a8-30ad-4339-b902-e02f5e0c182c
+Vehicle Type: suv
+System: brakes
+Configuration: carbon-ceramic
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.09 percent
+  rotor-thickness=26.21 mm
+  pad-thickness=9.63 mm
+  pressure=288.76 psi
+Parameters:
+  efficiency=0.86 percent
+  load=64.54 percent
+  temperature=61.23 °C
+  power=49.44 kW
+  vibration=4.32 mm/s
+  health_index=85.89 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.7 mm
+  pressure_sensor=1662.8 psi
+Temporal Data:
+  temp_over_time=[43.9, 43.0, 40.5] °C
+  power_trend=[50.3, 56.3, 50.2] kW
+  performance_trend=[0.9, 0.8, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335185. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=optimized
+Output: Diagnostic ID=6f7d7e84-ced5-4a54-9d00-643f157e387b
+Vehicle Type: truck
+System: hydraulics
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=5263.43 hours
+Parameters:
+  efficiency=0.93 percent
+  load=43.07 percent
+  temperature=56.36 °C
+  power=27.15 kW
+  vibration=0.41 mm/s
+  health_index=90.42 percent
+Temporal Data:
+  temp_over_time=[76.1, 70.1, 65.6, 62.4, 75.9, 75.3, 66.2] °C
+  power_trend=[27.7, 23.0, 33.1, 23.5, 34.6, 25.3, 28.4] kW
+  performance_trend=[0.8, 1.2, 1.1, 1.1, 0.9, 1.0, 1.2] performance_index
+Notes: Diagnostic scan performed at 1751287335185. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=basic
+Output: Diagnostic ID=3f2437e9-45a9-4adc-b024-114f66a046b1
+Vehicle Type: motorcycle
+System: cooling
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=7112.14 hours
+Parameters:
+  efficiency=0.76 percent
+  load=8.09 percent
+  temperature=47.66 °C
+  power=16.43 kW
+  vibration=4.60 mm/s
+  health_index=72.58 percent
+Temporal Data:
+  temp_over_time=[51.4, 49.7, 50.1, 47.0, 48.3, 45.4, 47.3] °C
+  power_trend=[16.4, 14.7, 13.6, 19.0, 15.2, 16.0, 15.8] kW
+  performance_trend=[0.8, 0.7, 0.7, 1.0, 0.7, 0.7, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335176. Recommended maintenance interval: 1 months. Recommended actions: diagnostic scan, system inspection, software update. 
+Maintenance Recommendations: diagnostic scan, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=lithium-polymer
+Output: Diagnostic ID=db428996-14ba-48ca-b4f3-d4921eb6acc6
+Vehicle Type: electric
+System: battery
+Configuration: lithium-polymer
+Status: normal (level 1)
+Fault Code: P0D1F
+Performance: 111.0 kWh
+Material: nickel-metal
+Measurements:
+  current=96.06 amps
+  state-of-charge=54.76 percent
+  voltage=523.90 volts
+  capacity=86.24 percent
+Parameters:
+  efficiency=0.86 percent
+  load=23.56 percent
+  temperature=29.60 °C
+  power=178.67 kW
+  vibration=2.85 mm/s
+  health_index=76.61 percent
+Sensors:
+  coolant_flow=1.6 L/min
+  cell_voltage=3.65 V
+  insulation=64.8 MΩ
+Temporal Data:
+  temp_over_time=[42.3, 46.4, 47.2] °C
+  power_trend=[219.7, 209.5, 171.1] kW
+  performance_trend=[114.6, 115.9, 107.3] kWh
+Notes: Observed symptoms: slow charging. Diagnostic trouble code: P0D1F. Diagnostic scan performed at 1751287335176. Recommended maintenance interval: 12 months. Recommended actions: cell balancing, charge test. 
+Maintenance Recommendations: cell balancing, charge test
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=standard
+Output: Diagnostic ID=6519d58e-8c99-48ab-88ac-5168c0fa513d
+Vehicle Type: motorcycle
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 491.1 hp
+Material: steel
+Measurements:
+  oil-temperature=81.54 °C
+  oil-pressure=32.74 psi
+  compression=167.96 psi
+  rpm=1653.76 rpm
+Parameters:
+  efficiency=0.86 percent
+  load=45.70 percent
+  temperature=97.67 °C
+  power=384.63 hp
+  vibration=4.61 mm/s
+  health_index=90.44 percent
+Sensors:
+  oxygen_sensor=0.19 V
+  knock_sensor=385.0 mV
+  maf_sensor=5.99 g/s
+Temporal Data:
+  temp_over_time=[100.9, 107.4, 105.2, 111.7, 102.0] °C
+  power_trend=[410.4, 446.4, 295.6, 341.5, 383.6] hp
+  performance_trend=[553.4, 434.4, 470.9, 478.3, 578.2] hp
+Notes: Diagnostic scan performed at 1751287335174. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=off-road
+Output: Diagnostic ID=181c5330-962e-47f6-aeb1-13537522fbef
+Vehicle Type: commercial
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=7528.55 hours
+Parameters:
+  efficiency=0.80 percent
+  load=84.54 percent
+  temperature=50.77 °C
+  power=11.05 kW
+  vibration=4.24 mm/s
+  health_index=94.44 percent
+Temporal Data:
+  temp_over_time=[55.4, 57.2, 58.7, 56.9] °C
+  power_trend=[10.6, 9.4, 8.8, 13.7] kW
+  performance_trend=[1.0, 1.0, 0.8, 0.7] damping_ratio
+Notes: Diagnostic scan performed at 1751287335174. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=sport
+Output: Diagnostic ID=a9ccebd7-2121-474c-81ab-3afefe659dcd
+Vehicle Type: motorcycle
+System: suspension
+Configuration: sport
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=2343.39 hours
+Parameters:
+  efficiency=0.82 percent
+  load=57.76 percent
+  temperature=55.75 °C
+  power=20.70 kW
+  vibration=4.02 mm/s
+  health_index=95.15 percent
+Temporal Data:
+  temp_over_time=[59.8, 67.6, 65.3, 71.3] °C
+  power_trend=[24.8, 18.1, 19.4, 26.4] kW
+  performance_trend=[0.8, 0.9, 1.0, 1.1] damping_ratio
+Notes: Diagnostic scan performed at 1751287335172. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=direct-injection
+Output: Diagnostic ID=bc8c46f6-9dd3-4afd-bfba-d3c33a7b4dde
+Vehicle Type: suv
+System: engine
+Configuration: direct-injection
+Status: warning (level 3)
+Fault Code: P0522
+Performance: 270.3 hp
+Material: titanium
+Measurements:
+  oil-temperature=113.74 °C
+  oil-pressure=52.87 psi
+  compression=152.60 psi
+  rpm=965.18 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=96.91 percent
+  temperature=115.20 °C
+  power=200.46 hp
+  vibration=4.49 mm/s
+  health_index=43.64 percent
+Sensors:
+  oxygen_sensor=0.50 V
+  knock_sensor=288.7 mV
+  maf_sensor=3.59 g/s
+Temporal Data:
+  temp_over_time=[103.7, 114.2, 115.1] °C
+  power_trend=[166.8, 202.2, 148.9] hp
+  performance_trend=[240.9, 260.2, 289.7] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335187. Recommended maintenance interval: 2 months. Recommended actions: timing belt inspection, spark plug replacement, fuel system cleaning. 
+Maintenance Recommendations: timing belt inspection, spark plug replacement, fuel system cleaning
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=drum
+Output: Diagnostic ID=5f77c164-0b01-4fc2-9bef-b337102391bb
+Vehicle Type: sedan
+System: brakes
+Configuration: drum
+Status: normal (level 1)
+Fault Code: C0080
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=0.45 percent
+  rotor-thickness=12.59 mm
+  pad-thickness=4.27 mm
+  pressure=678.04 psi
+Parameters:
+  efficiency=0.78 percent
+  load=53.00 percent
+  temperature=46.72 °C
+  power=15.47 kW
+  vibration=0.83 mm/s
+  health_index=80.10 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.2 mm
+  pressure_sensor=1166.9 psi
+Temporal Data:
+  temp_over_time=[58.9, 58.1, 49.1] °C
+  power_trend=[12.7, 17.8, 11.9] kW
+  performance_trend=[0.8, 1.1, 0.8] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0080. Diagnostic scan performed at 1751287335187. Recommended maintenance interval: 11 months. Recommended actions: fluid flush. 
+Maintenance Recommendations: fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=air
+Output: Diagnostic ID=c0fe339b-a20f-482b-a4ea-040bda401ef6
+Vehicle Type: truck
+System: brakes
+Configuration: air
+Status: degraded (level 2)
+Fault Code: C0050
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.91 percent
+  rotor-thickness=24.47 mm
+  pad-thickness=8.92 mm
+  pressure=916.92 psi
+Parameters:
+  efficiency=0.82 percent
+  load=69.93 percent
+  temperature=55.06 °C
+  power=39.29 kW
+  vibration=3.41 mm/s
+  health_index=64.09 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.7 mm
+  pressure_sensor=1955.5 psi
+Temporal Data:
+  temp_over_time=[42.0, 43.5, 40.8, 40.2, 41.2] °C
+  power_trend=[41.1, 35.4, 32.0, 42.2, 31.3] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.9, 1.0] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335187. Recommended maintenance interval: 11 months. Recommended actions: caliper inspection, fluid flush. 
+Maintenance Recommendations: caliper inspection, fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=electro-hydraulic
+Output: Diagnostic ID=b0c1c665-14c2-47e1-8b93-a7a996289604
+Vehicle Type: truck
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.66 percent
+  rotor-thickness=23.82 mm
+  pad-thickness=4.30 mm
+  pressure=254.25 psi
+Parameters:
+  efficiency=0.80 percent
+  load=27.81 percent
+  temperature=57.88 °C
+  power=27.55 kW
+  vibration=1.71 mm/s
+  health_index=93.88 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.8 mm
+  pressure_sensor=1036.3 psi
+Temporal Data:
+  temp_over_time=[66.1, 56.8, 64.6, 57.8, 59.9, 59.9] °C
+  power_trend=[22.0, 33.7, 20.0, 26.4, 27.6, 32.7] kW
+  performance_trend=[1.0, 1.1, 1.0, 1.2, 0.9, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335189. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=manual
+Output: Diagnostic ID=6e717a87-1e69-43b2-a877-fb7887174cde
+Vehicle Type: truck
+System: transmission
+Configuration: manual
+Status: normal (level 1)
+Fault Code: P0796
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.95 ratio
+  torque=112.11 Nm
+  shift-time=0.18 seconds
+  fluid-temperature=98.18 °C
+Parameters:
+  efficiency=0.95 percent
+  load=72.87 percent
+  temperature=60.22 °C
+  power=45.28 kW
+  vibration=1.30 mm/s
+  health_index=79.54 percent
+Temporal Data:
+  temp_over_time=[83.9, 77.4, 73.1, 74.3] °C
+  power_trend=[49.9, 56.3, 51.8, 51.6] kW
+  performance_trend=[1.1, 1.0, 1.1, 0.9] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0796. Diagnostic scan performed at 1751287335185. Recommended maintenance interval: 10 months. Recommended actions: fluid change, seal inspection, shift solenoid check. 
+Maintenance Recommendations: fluid change, seal inspection, shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=cvt
+Output: Diagnostic ID=2f7be608-6410-443f-b54e-84e0b3156e77
+Vehicle Type: sedan
+System: transmission
+Configuration: cvt
+Status: normal (level 1)
+Fault Code: P0700
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.74 ratio
+  torque=162.96 Nm
+  shift-time=0.19 seconds
+  fluid-temperature=87.78 °C
+Parameters:
+  efficiency=0.87 percent
+  load=23.78 percent
+  temperature=67.41 °C
+  power=31.75 kW
+  vibration=1.54 mm/s
+  health_index=72.19 percent
+Temporal Data:
+  temp_over_time=[64.4, 72.6, 67.2, 72.9] °C
+  power_trend=[36.1, 36.4, 40.2, 28.7] kW
+  performance_trend=[1.0, 1.1, 0.7, 0.9] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335185. Recommended maintenance interval: 7 months. Recommended actions: seal inspection, clutch adjustment, filter replacement. 
+Maintenance Recommendations: seal inspection, clutch adjustment, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=dual-clutch
+Output: Diagnostic ID=f114e5ab-0310-4b23-b71e-7dc294afe004
+Vehicle Type: motorcycle
+System: transmission
+Configuration: dual-clutch
+Status: normal (level 1)
+Fault Code: P0700
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.98 ratio
+  torque=446.61 Nm
+  shift-time=0.16 seconds
+  fluid-temperature=63.00 °C
+Parameters:
+  efficiency=0.99 percent
+  load=10.02 percent
+  temperature=72.07 °C
+  power=47.48 kW
+  vibration=2.14 mm/s
+  health_index=81.45 percent
+Temporal Data:
+  temp_over_time=[76.6, 84.3, 92.3, 87.2, 89.6, 83.7] °C
+  power_trend=[39.7, 36.0, 53.3, 48.7, 57.9, 40.9] kW
+  performance_trend=[1.0, 1.2, 0.8, 1.0, 1.1, 0.9] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335183. Recommended maintenance interval: 7 months. Recommended actions: shift solenoid check. 
+Maintenance Recommendations: shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=optimized
+Output: Diagnostic ID=8732fb91-2232-497e-9bc8-03f55816ed15
+Vehicle Type: electric
+System: charging
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=2140.97 hours
+Parameters:
+  efficiency=0.96 percent
+  load=74.46 percent
+  temperature=61.55 °C
+  power=16.91 kW
+  vibration=0.23 mm/s
+  health_index=97.21 percent
+Temporal Data:
+  temp_over_time=[60.7, 51.8, 50.3, 49.9, 51.4] °C
+  power_trend=[18.7, 21.0, 13.8, 17.8, 20.5] kW
+  performance_trend=[0.7, 0.8, 0.7, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335183. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=enhanced
+Output: Diagnostic ID=38ff3c1d-43f0-4d33-ad46-0cb782649aa1
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.75 ratio
+  operating-time=8337.89 hours
+Parameters:
+  efficiency=0.97 percent
+  load=73.36 percent
+  temperature=51.10 °C
+  power=151.88 kW
+  vibration=1.94 mm/s
+  health_index=90.68 percent
+Sensors:
+  voltage_ripple=1.88 V
+  temperature=91.1 °C
+  current_draw=20.1 A
+Temporal Data:
+  temp_over_time=[57.8, 48.7, 54.9, 57.4, 48.6, 55.3, 53.3] °C
+  power_trend=[163.0, 122.1, 119.4, 145.3, 191.6, 151.5, 128.7] kW
+  performance_trend=[0.9, 1.0, 0.8, 0.9, 0.9, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335183. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=electro-hydraulic
+Output: Diagnostic ID=f99655dc-3405-48eb-bfc6-8a222fd1e913
+Vehicle Type: sedan
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=3.31 percent
+  rotor-thickness=14.57 mm
+  pad-thickness=8.31 mm
+  pressure=396.51 psi
+Parameters:
+  efficiency=0.99 percent
+  load=69.13 percent
+  temperature=45.28 °C
+  power=43.06 kW
+  vibration=3.45 mm/s
+  health_index=89.89 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.7 mm
+  pressure_sensor=1106.2 psi
+Temporal Data:
+  temp_over_time=[51.1, 54.2, 60.9, 58.2, 52.3, 61.6, 56.3] °C
+  power_trend=[32.6, 50.7, 44.1, 51.2, 30.8, 41.5, 52.3] kW
+  performance_trend=[1.0, 1.1, 1.0, 1.1, 1.1, 0.8, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335183. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=optimized
+Output: Diagnostic ID=f37070ef-223c-4198-9317-8c493a936ce1
+Vehicle Type: suv
+System: towing
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.78 ratio
+  operating-time=1383.63 hours
+Parameters:
+  efficiency=0.89 percent
+  load=40.31 percent
+  temperature=52.79 °C
+  power=40.96 kW
+  vibration=1.22 mm/s
+  health_index=94.91 percent
+Temporal Data:
+  temp_over_time=[66.3, 59.2, 68.6, 62.5] °C
+  power_trend=[31.0, 45.0, 32.0, 36.6] kW
+  performance_trend=[1.1, 0.8, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335193. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=solid-state
+Output: Diagnostic ID=52770cc4-70e8-4b69-947a-756e0932954f
+Vehicle Type: hybrid
+System: battery
+Configuration: solid-state
+Status: optimal (level 0)
+Performance: 402.5 kWh
+Material: polymer
+Measurements:
+  current=135.19 amps
+  state-of-charge=95.69 percent
+  voltage=640.98 volts
+  capacity=85.63 percent
+Parameters:
+  efficiency=0.79 percent
+  load=51.59 percent
+  temperature=30.41 °C
+  power=128.95 kW
+  vibration=1.26 mm/s
+  health_index=90.96 percent
+Sensors:
+  coolant_flow=1.8 L/min
+  cell_voltage=3.23 V
+  insulation=19.5 MΩ
+Temporal Data:
+  temp_over_time=[37.5, 36.1, 42.7, 43.1, 41.6] °C
+  power_trend=[119.6, 140.7, 96.3, 99.6, 94.3] kW
+  performance_trend=[468.4, 341.6, 476.3, 348.0, 369.0] kWh
+Notes: Diagnostic scan performed at 1751287335193. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=drum
+Output: Diagnostic ID=8f869e03-50d6-48a5-a6b4-4f3a1f2bf03b
+Vehicle Type: motorcycle
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.00 percent
+  rotor-thickness=20.96 mm
+  pad-thickness=9.28 mm
+  pressure=443.43 psi
+Parameters:
+  efficiency=0.94 percent
+  load=26.55 percent
+  temperature=43.09 °C
+  power=17.89 kW
+  vibration=4.09 mm/s
+  health_index=99.63 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.4 mm
+  pressure_sensor=1196.6 psi
+Temporal Data:
+  temp_over_time=[49.0, 54.0, 52.2, 52.5] °C
+  power_trend=[15.2, 13.9, 20.8, 16.1] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335193. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=1e2b5c6c-31ee-4986-ad64-805a4eb37e3e
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: B1600
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.84 ratio
+  operating-time=2648.86 hours
+Parameters:
+  efficiency=0.84 percent
+  load=43.67 percent
+  temperature=41.96 °C
+  power=27.40 kW
+  vibration=0.84 mm/s
+  health_index=67.49 percent
+Sensors:
+  current=13.4 A
+  voltage=192.3 V
+Temporal Data:
+  temp_over_time=[30.2, 31.2, 32.5, 32.2, 32.4, 29.8] °C
+  power_trend=[22.7, 27.6, 21.2, 22.2, 27.1, 34.4] kW
+  performance_trend=[1.2, 1.1, 1.2, 0.9, 1.1, 1.0] voltage_stability
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: B1600. Diagnostic scan performed at 1751287335195. Recommended maintenance interval: 10 months. Recommended actions: connector cleaning, current draw test. 
+Maintenance Recommendations: connector cleaning, current draw test
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=optimized
+Output: Diagnostic ID=6dc90853-7748-4dae-935b-07ca1a5e9fcf
+Vehicle Type: truck
+System: diesel
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.73 ratio
+  operating-time=7397.68 hours
+Parameters:
+  efficiency=0.91 percent
+  load=86.58 percent
+  temperature=53.31 °C
+  power=28.58 kW
+  vibration=0.93 mm/s
+  health_index=77.86 percent
+Temporal Data:
+  temp_over_time=[69.8, 68.8, 68.7, 62.2, 60.4] °C
+  power_trend=[27.6, 28.4, 27.3, 31.8, 27.8] kW
+  performance_trend=[0.9, 1.1, 0.9, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335183. Recommended maintenance interval: 2 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=magnetic
+Output: Diagnostic ID=3400fdd6-db78-4ed0-9799-da6f6d261ee5
+Vehicle Type: sedan
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=508.52 hours
+Parameters:
+  efficiency=0.90 percent
+  load=7.85 percent
+  temperature=67.48 °C
+  power=44.47 kW
+  vibration=1.82 mm/s
+  health_index=94.39 percent
+Temporal Data:
+  temp_over_time=[52.5, 52.0, 56.4, 61.2, 53.8] °C
+  power_trend=[51.0, 40.4, 51.8, 40.0, 56.9] kW
+  performance_trend=[1.0, 0.9, 0.7, 1.0, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335182. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=standard
+Output: Diagnostic ID=16e1d9f8-c352-43f6-bef7-19d7a5b85dae
+Vehicle Type: hybrid
+System: electronics
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=6273.53 hours
+Parameters:
+  efficiency=0.80 percent
+  load=26.38 percent
+  temperature=48.97 °C
+  power=46.58 kW
+  vibration=2.49 mm/s
+  health_index=84.45 percent
+Sensors:
+  current=12.9 A
+  voltage=163.3 V
+Temporal Data:
+  temp_over_time=[34.9, 30.6, 31.2, 30.6] °C
+  power_trend=[35.0, 52.7, 59.2, 59.9] kW
+  performance_trend=[0.8, 1.0, 1.1, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335182. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=dual-clutch
+Output: Diagnostic ID=d032ffd5-77d6-4b66-96f1-3a303b9b2a00
+Vehicle Type: motorcycle
+System: transmission
+Configuration: dual-clutch
+Status: normal (level 1)
+Fault Code: P0730
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.95 ratio
+  torque=156.66 Nm
+  shift-time=0.30 seconds
+  fluid-temperature=62.79 °C
+Parameters:
+  efficiency=0.80 percent
+  load=49.46 percent
+  temperature=62.09 °C
+  power=17.23 kW
+  vibration=4.47 mm/s
+  health_index=77.02 percent
+Temporal Data:
+  temp_over_time=[64.8, 61.0, 66.2, 62.3, 55.9, 59.2] °C
+  power_trend=[17.1, 14.6, 17.5, 16.5, 19.6, 20.9] kW
+  performance_trend=[1.1, 0.8, 0.8, 1.0, 1.1, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335180. Recommended maintenance interval: 9 months. Recommended actions: fluid change, shift solenoid check, clutch adjustment. 
+Maintenance Recommendations: fluid change, shift solenoid check, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=performance
+Output: Diagnostic ID=40cfcab6-7b99-4f23-8f62-913b37a94ff2
+Vehicle Type: sedan
+System: electrical
+Configuration: performance
+Status: normal (level 1)
+Fault Code: B1500
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=9187.90 hours
+Parameters:
+  efficiency=0.96 percent
+  load=22.97 percent
+  temperature=38.89 °C
+  power=45.77 kW
+  vibration=4.86 mm/s
+  health_index=88.21 percent
+Sensors:
+  current=17.6 A
+  voltage=200.3 V
+Temporal Data:
+  temp_over_time=[33.8, 34.3, 35.3, 40.2, 36.0] °C
+  power_trend=[42.2, 51.4, 39.0, 39.5, 32.9] kW
+  performance_trend=[1.1, 0.9, 1.1, 1.1, 1.2] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1500. Diagnostic scan performed at 1751287335180. Recommended maintenance interval: 12 months. Recommended actions: current draw test. 
+Maintenance Recommendations: current draw test
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=optimized
+Output: Diagnostic ID=cb3777c4-bf9c-4cec-877a-54d585bda1df
+Vehicle Type: commercial
+System: emissions
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=6797.84 hours
+Parameters:
+  efficiency=0.88 percent
+  load=63.44 percent
+  temperature=46.33 °C
+  power=28.34 kW
+  vibration=3.21 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[54.8, 62.1, 55.6] °C
+  power_trend=[32.8, 27.4, 21.5] kW
+  performance_trend=[0.8, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335180. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=optimized
+Output: Diagnostic ID=fd5d64f1-9867-43bd-8ba8-05b7cc37a2b8
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=1898.56 hours
+Parameters:
+  efficiency=0.89 percent
+  load=9.53 percent
+  temperature=47.63 °C
+  power=171.55 kW
+  vibration=3.42 mm/s
+  health_index=90.23 percent
+Sensors:
+  voltage_ripple=1.07 V
+  temperature=47.1 °C
+  current_draw=43.9 A
+Temporal Data:
+  temp_over_time=[48.0, 53.3, 52.5, 55.9] °C
+  power_trend=[155.9, 136.1, 185.4, 141.7] kW
+  performance_trend=[0.8, 0.8, 0.6, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335201. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=basic
+Output: Diagnostic ID=4618f299-89e5-4101-89d5-8a0d389ccacb
+Vehicle Type: motorcycle
+System: electrical
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.30 ratio
+  operating-time=9203.11 hours
+Parameters:
+  efficiency=0.96 percent
+  load=11.62 percent
+  temperature=44.31 °C
+  power=20.84 kW
+  vibration=4.65 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=18.6 A
+  voltage=193.3 V
+Temporal Data:
+  temp_over_time=[38.4, 40.6, 39.9, 38.9, 38.7, 38.0, 42.0] °C
+  power_trend=[19.1, 21.3, 24.5, 15.7, 25.1, 19.9, 16.3] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.8, 1.0, 0.9, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335199. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=enhanced
+Output: Diagnostic ID=d448f021-e193-4737-ad10-17dc2f01a121
+Vehicle Type: electric
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.63 ratio
+  operating-time=4665.23 hours
+Parameters:
+  efficiency=0.75 percent
+  load=23.15 percent
+  temperature=33.76 °C
+  power=44.23 kW
+  vibration=4.14 mm/s
+  health_index=98.47 percent
+Sensors:
+  current=20.6 A
+  voltage=140.4 V
+Temporal Data:
+  temp_over_time=[42.4, 41.1, 41.9, 38.3] °C
+  power_trend=[56.9, 49.5, 49.9, 40.7] kW
+  performance_trend=[0.9, 0.7, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335199. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=enhanced
+Output: Diagnostic ID=1dde28fc-2897-4510-8614-788a9500bbb7
+Vehicle Type: truck
+System: hydraulics
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.31 ratio
+  operating-time=1935.94 hours
+Parameters:
+  efficiency=0.87 percent
+  load=47.94 percent
+  temperature=62.64 °C
+  power=31.87 kW
+  vibration=2.49 mm/s
+  health_index=76.92 percent
+Temporal Data:
+  temp_over_time=[61.4, 68.6, 70.1, 61.8] °C
+  power_trend=[38.7, 27.0, 29.3, 24.5] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335201. Recommended maintenance interval: 5 months. Recommended actions: connector check, system inspection. 
+Maintenance Recommendations: connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=enhanced
+Output: Diagnostic ID=8061a490-5912-4293-89ef-da91c899be94
+Vehicle Type: electric
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.39 ratio
+  operating-time=2134.49 hours
+Parameters:
+  efficiency=0.93 percent
+  load=61.73 percent
+  temperature=38.90 °C
+  power=11.47 kW
+  vibration=0.89 mm/s
+  health_index=97.62 percent
+Sensors:
+  current=1.5 A
+  voltage=80.2 V
+Temporal Data:
+  temp_over_time=[30.8, 31.1, 29.7, 33.4, 30.4, 28.6] °C
+  power_trend=[14.9, 14.5, 13.9, 11.4, 8.9, 8.5] kW
+  performance_trend=[0.9, 0.8, 1.0, 0.9, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335203. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=e473a1ac-2fdd-47cb-ac2c-f41d2ce39600
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=2836.04 hours
+Parameters:
+  efficiency=0.97 percent
+  load=56.04 percent
+  temperature=41.38 °C
+  power=49.21 kW
+  vibration=0.42 mm/s
+  health_index=95.40 percent
+Temporal Data:
+  temp_over_time=[63.0, 57.7, 63.4, 54.6] °C
+  power_trend=[61.0, 42.3, 40.8, 42.8] kW
+  performance_trend=[0.9, 1.1, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335199. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=performance
+Output: Diagnostic ID=75d66590-7ce0-433d-8862-2300deb4cecb
+Vehicle Type: electric
+System: motor
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.85 ratio
+  operating-time=2754.20 hours
+Parameters:
+  efficiency=0.82 percent
+  load=97.64 percent
+  temperature=51.36 °C
+  power=215.71 kW
+  vibration=0.96 mm/s
+  health_index=82.13 percent
+Sensors:
+  voltage_ripple=1.23 V
+  temperature=90.3 °C
+  current_draw=32.3 A
+Temporal Data:
+  temp_over_time=[39.1, 41.4, 36.4, 40.9, 38.2, 43.6, 42.2] °C
+  power_trend=[176.6, 184.2, 251.7, 233.2, 232.4, 214.5, 253.1] kW
+  performance_trend=[0.8, 0.8, 0.7, 0.7, 0.9, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335199. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan, connector check, system inspection. 
+Maintenance Recommendations: diagnostic scan, connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=rotary
+Output: Diagnostic ID=dd40e83f-d1dc-44ba-9d43-3382d31f17bd
+Vehicle Type: suv
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 557.1 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=82.13 °C
+  oil-pressure=79.58 psi
+  compression=164.37 psi
+  rpm=6503.16 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=32.69 percent
+  temperature=88.01 °C
+  power=453.55 hp
+  vibration=3.60 mm/s
+  health_index=85.93 percent
+Sensors:
+  oxygen_sensor=0.85 V
+  knock_sensor=443.3 mV
+  maf_sensor=4.83 g/s
+Temporal Data:
+  temp_over_time=[89.6, 86.9, 83.1, 77.8, 90.7, 87.2, 92.7] °C
+  power_trend=[539.0, 558.6, 582.8, 504.5, 495.7, 497.5, 537.7] hp
+  performance_trend=[538.8, 636.1, 473.3, 626.3, 617.9, 599.9, 529.4] hp
+Notes: Diagnostic scan performed at 1751287335197. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=b9bbe74e-c8fb-46a6-89fc-cf7bcc768fba
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=7007.08 hours
+Parameters:
+  efficiency=0.77 percent
+  load=96.53 percent
+  temperature=39.34 °C
+  power=5.75 kW
+  vibration=3.83 mm/s
+  health_index=79.13 percent
+Temporal Data:
+  temp_over_time=[18.7, 18.2, 16.3] °C
+  power_trend=[5.6, 7.2, 5.9] kW
+  performance_trend=[0.7, 0.7, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335193. Recommended maintenance interval: 11 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=drum
+Output: Diagnostic ID=98c8c807-16af-4eb4-a35e-dfe95b0916a8
+Vehicle Type: suv
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.05 percent
+  rotor-thickness=20.88 mm
+  pad-thickness=5.55 mm
+  pressure=493.73 psi
+Parameters:
+  efficiency=0.94 percent
+  load=77.30 percent
+  temperature=53.09 °C
+  power=17.54 kW
+  vibration=2.96 mm/s
+  health_index=100.00 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.0 mm
+  pressure_sensor=1398.3 psi
+Temporal Data:
+  temp_over_time=[44.1, 46.5, 51.2] °C
+  power_trend=[17.1, 21.4, 21.9] kW
+  performance_trend=[0.9, 1.2, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335191. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=optimized
+Output: Diagnostic ID=dc0e778d-96ca-4fe2-8b42-f5e430e53641
+Vehicle Type: electric
+System: motor
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.22 ratio
+  operating-time=8582.18 hours
+Parameters:
+  efficiency=0.94 percent
+  load=40.17 percent
+  temperature=42.43 °C
+  power=250.50 kW
+  vibration=4.53 mm/s
+  health_index=80.94 percent
+Sensors:
+  voltage_ripple=4.33 V
+  temperature=56.6 °C
+  current_draw=158.0 A
+Temporal Data:
+  temp_over_time=[62.4, 59.3, 63.8] °C
+  power_trend=[290.3, 289.1, 206.5] kW
+  performance_trend=[0.7, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335191. Recommended maintenance interval: 6 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=optimized
+Output: Diagnostic ID=25aced11-fe6b-4c14-96c0-8ce2e150f783
+Vehicle Type: suv
+System: 4wd
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.99 ratio
+  operating-time=4204.36 hours
+Parameters:
+  efficiency=0.97 percent
+  load=49.95 percent
+  temperature=44.55 °C
+  power=81.01 kW
+  vibration=3.55 mm/s
+  health_index=87.43 percent
+Temporal Data:
+  temp_over_time=[52.9, 50.8, 46.7, 48.0, 50.0, 47.8, 53.3] °C
+  power_trend=[102.3, 71.8, 97.2, 79.7, 100.3, 61.0, 63.5] kW
+  performance_trend=[0.7, 0.9, 0.9, 1.0, 0.9, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335189. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=supercharged
+Output: Diagnostic ID=5ef64c6c-4f55-42ab-81c5-7aaf1eac81c7
+Vehicle Type: sedan
+System: engine
+Configuration: supercharged
+Status: normal (level 1)
+Fault Code: P0420
+Performance: 169.0 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=77.43 °C
+  oil-pressure=23.21 psi
+  compression=157.46 psi
+  rpm=5397.06 rpm
+Parameters:
+  efficiency=0.92 percent
+  load=25.90 percent
+  temperature=89.41 °C
+  power=182.51 hp
+  vibration=1.08 mm/s
+  health_index=77.78 percent
+Sensors:
+  oxygen_sensor=0.13 V
+  knock_sensor=255.7 mV
+  maf_sensor=6.37 g/s
+Temporal Data:
+  temp_over_time=[83.3, 89.5, 92.0, 89.0, 76.4] °C
+  power_trend=[201.0, 224.9, 159.7, 132.0, 216.5] hp
+  performance_trend=[170.7, 169.0, 163.9, 144.8, 195.5] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0420. Diagnostic scan performed at 1751287335189. Recommended maintenance interval: 6 months. Recommended actions: timing belt inspection, air filter replacement. 
+Maintenance Recommendations: timing belt inspection, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=performance
+Output: Diagnostic ID=3ef9b604-6c59-4309-877c-4b3a2728f1fa
+Vehicle Type: electric
+System: motor
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.32 ratio
+  operating-time=7729.88 hours
+Parameters:
+  efficiency=0.93 percent
+  load=42.16 percent
+  temperature=46.78 °C
+  power=274.59 kW
+  vibration=3.43 mm/s
+  health_index=71.11 percent
+Sensors:
+  voltage_ripple=2.27 V
+  temperature=64.8 °C
+  current_draw=118.9 A
+Temporal Data:
+  temp_over_time=[61.7, 71.6, 65.6, 69.4] °C
+  power_trend=[343.1, 272.7, 338.0, 251.2] kW
+  performance_trend=[0.8, 1.0, 0.9, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335189. Recommended maintenance interval: 2 months. Recommended actions: connector check, system inspection. 
+Maintenance Recommendations: connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automatic
+Output: Diagnostic ID=31904a8b-4020-47e6-8e26-1e36beb85f08
+Vehicle Type: truck
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.88 ratio
+  torque=551.13 Nm
+  shift-time=0.23 seconds
+  fluid-temperature=94.36 °C
+Parameters:
+  efficiency=0.77 percent
+  load=49.86 percent
+  temperature=63.91 °C
+  power=36.07 kW
+  vibration=3.31 mm/s
+  health_index=91.63 percent
+Temporal Data:
+  temp_over_time=[76.9, 80.5, 76.9] °C
+  power_trend=[46.1, 34.1, 41.0] kW
+  performance_trend=[1.0, 0.8, 0.7] efficiency
+Notes: Diagnostic scan performed at 1751287335189. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=performance
+Output: Diagnostic ID=45b8a3e8-ae73-4c5e-91e0-520b9116742f
+Vehicle Type: hybrid
+System: electronics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.12 ratio
+  operating-time=5529.77 hours
+Parameters:
+  efficiency=0.92 percent
+  load=33.80 percent
+  temperature=46.14 °C
+  power=30.52 kW
+  vibration=3.37 mm/s
+  health_index=94.61 percent
+Sensors:
+  current=10.1 A
+  voltage=120.4 V
+Temporal Data:
+  temp_over_time=[49.7, 49.1, 52.8, 46.2, 48.4] °C
+  power_trend=[33.1, 32.4, 32.9, 31.0, 39.2] kW
+  performance_trend=[1.0, 0.8, 0.8, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335187. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=air
+Output: Diagnostic ID=cd698e54-a513-4bbb-b255-ab589b69e405
+Vehicle Type: sedan
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=9188.49 hours
+Parameters:
+  efficiency=0.88 percent
+  load=51.79 percent
+  temperature=45.94 °C
+  power=26.43 kW
+  vibration=4.63 mm/s
+  health_index=98.52 percent
+Temporal Data:
+  temp_over_time=[43.5, 48.2, 45.2, 43.9] °C
+  power_trend=[33.0, 32.3, 28.8, 25.5] kW
+  performance_trend=[1.0, 1.2, 0.9, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335187. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=sport
+Output: Diagnostic ID=f04006ce-0baf-44d8-917e-bc5f316faa98
+Vehicle Type: motorcycle
+System: suspension
+Configuration: sport
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.38 ratio
+  operating-time=7687.47 hours
+Parameters:
+  efficiency=0.82 percent
+  load=54.83 percent
+  temperature=58.18 °C
+  power=21.84 kW
+  vibration=1.23 mm/s
+  health_index=91.74 percent
+Temporal Data:
+  temp_over_time=[67.0, 66.9, 69.0, 66.0, 66.5, 67.6, 66.3] °C
+  power_trend=[19.0, 24.6, 25.7, 22.4, 22.4, 22.3, 27.0] kW
+  performance_trend=[0.9, 1.0, 1.0, 1.0, 0.9, 0.9, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335207. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=supercapacitor
+Output: Diagnostic ID=9c1ce1ac-0bfb-43b1-8de9-f3fc7ee6ce2c
+Vehicle Type: electric
+System: battery
+Configuration: supercapacitor
+Status: optimal (level 0)
+Performance: 335.0 kWh
+Material: polymer
+Measurements:
+  current=140.02 amps
+  state-of-charge=81.92 percent
+  voltage=554.27 volts
+  capacity=92.32 percent
+Parameters:
+  efficiency=0.83 percent
+  load=54.08 percent
+  temperature=24.95 °C
+  power=360.13 kW
+  vibration=4.56 mm/s
+  health_index=93.61 percent
+Sensors:
+  coolant_flow=2.4 L/min
+  cell_voltage=4.03 V
+  insulation=44.1 MΩ
+Temporal Data:
+  temp_over_time=[37.9, 42.7, 44.9, 43.9, 40.2, 41.7] °C
+  power_trend=[431.8, 406.9, 398.2, 396.6, 389.1, 429.1] kW
+  performance_trend=[297.8, 291.0, 325.8, 401.4, 312.9, 343.0] kWh
+Notes: Diagnostic scan performed at 1751287335207. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=sport
+Output: Diagnostic ID=e05c5a86-d7f5-4b2f-89ec-329fc36ca4dd
+Vehicle Type: sedan
+System: suspension
+Configuration: sport
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.24 ratio
+  operating-time=1583.39 hours
+Parameters:
+  efficiency=0.86 percent
+  load=92.92 percent
+  temperature=41.84 °C
+  power=49.47 kW
+  vibration=1.00 mm/s
+  health_index=88.44 percent
+Temporal Data:
+  temp_over_time=[59.3, 65.6, 62.5, 63.0, 60.3, 68.2, 59.4] °C
+  power_trend=[59.0, 62.8, 35.5, 61.8, 56.0, 51.4, 42.9] kW
+  performance_trend=[1.0, 1.0, 0.8, 0.9, 1.0, 0.9, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335207. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=basic
+Output: Diagnostic ID=c59252da-5f7b-4699-bdb0-3d3d7c5a1049
+Vehicle Type: sedan
+System: electrical
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: B1200
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.92 ratio
+  operating-time=5942.70 hours
+Parameters:
+  efficiency=0.95 percent
+  load=75.90 percent
+  temperature=45.89 °C
+  power=13.63 kW
+  vibration=1.74 mm/s
+  health_index=67.83 percent
+Sensors:
+  current=8.4 A
+  voltage=248.0 V
+Temporal Data:
+  temp_over_time=[33.7, 33.4, 32.5, 34.6] °C
+  power_trend=[16.2, 14.8, 11.0, 9.7] kW
+  performance_trend=[0.8, 1.0, 1.1, 0.8] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1200. Diagnostic scan performed at 1751287335207. Recommended maintenance interval: 3 months. Recommended actions: current draw test, wiring inspection. 
+Maintenance Recommendations: current draw test, wiring inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=off-road
+Output: Diagnostic ID=c38cc6f7-c331-456f-a373-7b9066b76492
+Vehicle Type: sedan
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.65 ratio
+  operating-time=7288.06 hours
+Parameters:
+  efficiency=0.88 percent
+  load=56.97 percent
+  temperature=45.23 °C
+  power=46.96 kW
+  vibration=3.30 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[52.6, 47.9, 49.7, 56.5, 51.1, 51.1] °C
+  power_trend=[51.2, 41.5, 44.9, 43.1, 51.8, 60.3] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.9, 0.9, 0.7] damping_ratio
+Notes: Diagnostic scan performed at 1751287335205. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=supercapacitor
+Output: Diagnostic ID=53544bb8-2f37-4839-84e7-9d2cf79e5696
+Vehicle Type: electric
+System: battery
+Configuration: supercapacitor
+Status: degraded (level 2)
+Fault Code: P0AC0
+Performance: 340.5 kWh
+Material: lithium-ion
+Measurements:
+  current=101.01 amps
+  state-of-charge=75.07 percent
+  voltage=508.35 volts
+  capacity=89.32 percent
+Parameters:
+  efficiency=0.99 percent
+  load=37.37 percent
+  temperature=20.53 °C
+  power=378.42 kW
+  vibration=1.07 mm/s
+  health_index=74.00 percent
+Sensors:
+  coolant_flow=1.2 L/min
+  cell_voltage=3.97 V
+  insulation=45.1 MΩ
+Temporal Data:
+  temp_over_time=[33.7, 35.6, 36.4, 34.2] °C
+  power_trend=[369.5, 401.3, 409.2, 356.5] kW
+  performance_trend=[335.4, 286.7, 377.9, 394.0] kWh
+Notes: Observed symptoms: voltage fluctuations. Diagnostic trouble code: P0AC0. Diagnostic scan performed at 1751287335205. Recommended maintenance interval: 7 months. Recommended actions: capacity test. 
+Maintenance Recommendations: capacity test
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=turbo
+Output: Diagnostic ID=1e6bd662-70a1-4d10-8589-89d75448a939
+Vehicle Type: commercial
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 327.8 hp
+Material: steel
+Measurements:
+  oil-temperature=114.14 °C
+  oil-pressure=34.78 psi
+  compression=134.60 psi
+  rpm=2956.75 rpm
+Parameters:
+  efficiency=0.75 percent
+  load=68.36 percent
+  temperature=108.09 °C
+  power=175.24 hp
+  vibration=2.97 mm/s
+  health_index=92.55 percent
+Sensors:
+  oxygen_sensor=0.98 V
+  knock_sensor=236.1 mV
+  maf_sensor=4.29 g/s
+Temporal Data:
+  temp_over_time=[81.9, 79.9, 76.2, 87.7, 85.0, 81.1] °C
+  power_trend=[137.8, 123.3, 126.6, 139.2, 172.3, 126.6] hp
+  performance_trend=[355.2, 289.4, 292.8, 361.7, 302.2, 279.8] hp
+Notes: Diagnostic scan performed at 1751287335211. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=dual-clutch
+Output: Diagnostic ID=744e6b6a-8e3f-4767-9b0d-a0c1d4f189e9
+Vehicle Type: motorcycle
+System: transmission
+Configuration: dual-clutch
+Status: normal (level 1)
+Fault Code: P0720
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.86 ratio
+  torque=533.33 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=88.44 °C
+Parameters:
+  efficiency=0.93 percent
+  load=19.17 percent
+  temperature=78.33 °C
+  power=20.55 kW
+  vibration=4.10 mm/s
+  health_index=78.67 percent
+Temporal Data:
+  temp_over_time=[72.6, 70.6, 75.3, 66.7, 70.1] °C
+  power_trend=[23.2, 21.9, 16.3, 19.5, 24.4] kW
+  performance_trend=[1.0, 1.0, 0.9, 0.9, 0.9] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335211. Recommended maintenance interval: 4 months. Recommended actions: fluid change, seal inspection. 
+Maintenance Recommendations: fluid change, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=air
+Output: Diagnostic ID=38f3a5d8-c4a0-4d6d-a369-6f776c1ba72f
+Vehicle Type: motorcycle
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.85 ratio
+  operating-time=4248.80 hours
+Parameters:
+  efficiency=0.98 percent
+  load=4.20 percent
+  temperature=49.50 °C
+  power=32.50 kW
+  vibration=2.47 mm/s
+  health_index=95.50 percent
+Temporal Data:
+  temp_over_time=[42.9, 44.2, 42.2, 38.8, 44.2] °C
+  power_trend=[29.8, 33.2, 31.5, 30.4, 39.0] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.8, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335211. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=dual-clutch
+Output: Diagnostic ID=05689624-def2-444a-9f86-7e2ba80f143e
+Vehicle Type: commercial
+System: transmission
+Configuration: dual-clutch
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.72 ratio
+  torque=156.02 Nm
+  shift-time=0.17 seconds
+  fluid-temperature=81.04 °C
+Parameters:
+  efficiency=0.76 percent
+  load=53.19 percent
+  temperature=88.10 °C
+  power=40.22 kW
+  vibration=0.38 mm/s
+  health_index=88.18 percent
+Temporal Data:
+  temp_over_time=[77.2, 85.3, 85.5, 85.6, 85.4, 77.0] °C
+  power_trend=[48.6, 31.7, 37.6, 38.8, 43.0, 32.1] kW
+  performance_trend=[0.9, 0.9, 0.8, 1.2, 0.9, 1.1] efficiency
+Notes: Diagnostic scan performed at 1751287335211. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=supercharged
+Output: Diagnostic ID=54a01848-dc7a-4f7a-97e4-a7d321f4b3e3
+Vehicle Type: hybrid
+System: engine
+Configuration: supercharged
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 409.6 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=71.43 °C
+  oil-pressure=51.13 psi
+  compression=171.22 psi
+  rpm=3452.58 rpm
+Parameters:
+  efficiency=0.98 percent
+  load=18.51 percent
+  temperature=101.18 °C
+  power=242.84 hp
+  vibration=2.15 mm/s
+  health_index=70.04 percent
+Sensors:
+  oxygen_sensor=0.18 V
+  knock_sensor=330.3 mV
+  maf_sensor=2.26 g/s
+Temporal Data:
+  temp_over_time=[103.9, 114.6, 96.7] °C
+  power_trend=[214.0, 303.1, 260.1] hp
+  performance_trend=[364.3, 482.6, 406.1] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335205. Recommended maintenance interval: 12 months. Recommended actions: fuel system cleaning, oil change, timing belt inspection. 
+Maintenance Recommendations: fuel system cleaning, oil change, timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=performance
+Output: Diagnostic ID=93145fcb-4c75-4d63-b5e6-e22268ea41ed
+Vehicle Type: electric
+System: autonomous
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.12 ratio
+  operating-time=8454.79 hours
+Parameters:
+  efficiency=0.95 percent
+  load=25.53 percent
+  temperature=64.55 °C
+  power=39.07 kW
+  vibration=3.43 mm/s
+  health_index=99.67 percent
+Temporal Data:
+  temp_over_time=[60.4, 67.1, 60.6] °C
+  power_trend=[31.7, 29.0, 31.6] kW
+  performance_trend=[0.8, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335205. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=optimized
+Output: Diagnostic ID=95e49bb9-eb5d-485a-ad50-492c11c6fa26
+Vehicle Type: suv
+System: towing
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.84 ratio
+  operating-time=7479.23 hours
+Parameters:
+  efficiency=0.77 percent
+  load=61.13 percent
+  temperature=52.70 °C
+  power=11.43 kW
+  vibration=4.83 mm/s
+  health_index=95.43 percent
+Temporal Data:
+  temp_over_time=[64.5, 67.3, 75.8, 74.8, 69.3, 71.5, 68.1] °C
+  power_trend=[12.7, 10.1, 13.1, 14.6, 14.7, 10.9, 10.2] kW
+  performance_trend=[0.9, 0.8, 0.9, 0.7, 0.6, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335205. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=optimized
+Output: Diagnostic ID=c053b503-fa85-4b03-9184-c61b4f5000d9
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=619.68 hours
+Parameters:
+  efficiency=0.80 percent
+  load=85.15 percent
+  temperature=69.42 °C
+  power=226.51 kW
+  vibration=1.29 mm/s
+  health_index=87.17 percent
+Sensors:
+  voltage_ripple=2.11 V
+  temperature=61.7 °C
+  current_draw=109.0 A
+Temporal Data:
+  temp_over_time=[50.8, 48.1, 49.4] °C
+  power_trend=[231.4, 276.0, 223.2] kW
+  performance_trend=[1.1, 1.0, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335203. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=turbo
+Output: Diagnostic ID=0d40fd47-969f-4dfe-9e2f-c22377589d0b
+Vehicle Type: hybrid
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 561.6 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=91.97 °C
+  oil-pressure=24.53 psi
+  compression=170.04 psi
+  rpm=2229.97 rpm
+Parameters:
+  efficiency=0.94 percent
+  load=37.25 percent
+  temperature=102.35 °C
+  power=206.53 hp
+  vibration=0.73 mm/s
+  health_index=81.73 percent
+Sensors:
+  oxygen_sensor=0.91 V
+  knock_sensor=151.5 mV
+  maf_sensor=8.92 g/s
+Temporal Data:
+  temp_over_time=[108.6, 102.9, 100.7, 99.8, 98.5, 111.1] °C
+  power_trend=[263.1, 227.3, 170.2, 239.1, 175.0, 231.8] hp
+  performance_trend=[570.3, 624.5, 478.9, 567.7, 586.1, 662.3] hp
+Notes: Diagnostic scan performed at 1751287335203. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=performance
+Output: Diagnostic ID=90d35379-ebe9-4c2a-b97b-83ab63beb397
+Vehicle Type: sedan
+System: electrical
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.32 ratio
+  operating-time=7582.48 hours
+Parameters:
+  efficiency=0.75 percent
+  load=91.36 percent
+  temperature=41.59 °C
+  power=46.09 kW
+  vibration=4.28 mm/s
+  health_index=98.17 percent
+Sensors:
+  current=20.0 A
+  voltage=153.3 V
+Temporal Data:
+  temp_over_time=[31.8, 27.9, 28.1] °C
+  power_trend=[40.0, 35.5, 50.5] kW
+  performance_trend=[1.1, 0.8, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335203. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=turbo
+Output: Diagnostic ID=c0751150-d5f3-4dd5-8837-f352d03cb7ee
+Vehicle Type: motorcycle
+System: engine
+Configuration: turbo
+Status: normal (level 1)
+Fault Code: P0300
+Performance: 528.4 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=114.41 °C
+  oil-pressure=32.20 psi
+  compression=147.06 psi
+  rpm=5627.76 rpm
+Parameters:
+  efficiency=0.79 percent
+  load=37.61 percent
+  temperature=92.87 °C
+  power=243.35 hp
+  vibration=2.98 mm/s
+  health_index=79.46 percent
+Sensors:
+  oxygen_sensor=0.31 V
+  knock_sensor=261.5 mV
+  maf_sensor=10.24 g/s
+Temporal Data:
+  temp_over_time=[85.0, 82.3, 82.1, 79.3] °C
+  power_trend=[282.8, 173.9, 278.2, 188.8] hp
+  performance_trend=[523.5, 490.5, 631.9, 538.8] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335201. Recommended maintenance interval: 5 months. Recommended actions: oil change. 
+Maintenance Recommendations: oil change
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=turbo
+Output: Diagnostic ID=a4d9461b-29de-4ba2-b118-c7d902361ad0
+Vehicle Type: hybrid
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 338.9 hp
+Material: titanium
+Measurements:
+  oil-temperature=78.90 °C
+  oil-pressure=36.48 psi
+  compression=136.63 psi
+  rpm=3543.51 rpm
+Parameters:
+  efficiency=0.83 percent
+  load=7.53 percent
+  temperature=102.03 °C
+  power=207.55 hp
+  vibration=0.26 mm/s
+  health_index=83.16 percent
+Sensors:
+  oxygen_sensor=0.63 V
+  knock_sensor=265.0 mV
+  maf_sensor=9.13 g/s
+Temporal Data:
+  temp_over_time=[111.3, 121.5, 111.3] °C
+  power_trend=[184.7, 182.9, 213.7] hp
+  performance_trend=[388.7, 395.0, 283.5] hp
+Notes: Diagnostic scan performed at 1751287335201. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=basic
+Output: Diagnostic ID=032d339f-4b73-4948-807d-dd8f612fa2e8
+Vehicle Type: commercial
+System: air-brakes
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.59 ratio
+  operating-time=5007.35 hours
+Parameters:
+  efficiency=0.82 percent
+  load=25.19 percent
+  temperature=45.33 °C
+  power=16.08 kW
+  vibration=1.05 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[57.6, 57.5, 53.2, 53.5, 59.1, 52.5, 56.5] °C
+  power_trend=[13.8, 20.1, 20.6, 11.7, 17.5, 17.8, 18.8] kW
+  performance_trend=[0.7, 0.7, 0.8, 0.6, 0.7, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335201. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=standard
+Output: Diagnostic ID=a6497acb-9ca9-4db5-aa1e-323c29ab127b
+Vehicle Type: suv
+System: 4wd
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=9933.43 hours
+Parameters:
+  efficiency=0.88 percent
+  load=62.27 percent
+  temperature=65.08 °C
+  power=40.18 kW
+  vibration=2.85 mm/s
+  health_index=85.37 percent
+Temporal Data:
+  temp_over_time=[43.0, 44.3, 42.2] °C
+  power_trend=[48.9, 51.4, 44.5] kW
+  performance_trend=[0.8, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335215. Recommended maintenance interval: 1 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=sequential
+Output: Diagnostic ID=1613ec83-2454-4267-92fe-a2bd4e2b9700
+Vehicle Type: truck
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.71 ratio
+  torque=279.43 Nm
+  shift-time=0.15 seconds
+  fluid-temperature=82.91 °C
+Parameters:
+  efficiency=0.75 percent
+  load=36.49 percent
+  temperature=80.39 °C
+  power=26.95 kW
+  vibration=0.25 mm/s
+  health_index=97.05 percent
+Temporal Data:
+  temp_over_time=[64.9, 55.8, 65.0, 57.5, 63.2, 61.0] °C
+  power_trend=[19.2, 31.5, 34.7, 34.8, 29.3, 23.2] kW
+  performance_trend=[1.0, 1.0, 1.0, 0.7, 0.8, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335215. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=basic
+Output: Diagnostic ID=bbb9a5cf-0a05-4f77-8c12-e29f082c1a49
+Vehicle Type: commercial
+System: emissions
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.49 ratio
+  operating-time=5274.04 hours
+Parameters:
+  efficiency=0.90 percent
+  load=66.58 percent
+  temperature=53.65 °C
+  power=31.79 kW
+  vibration=1.61 mm/s
+  health_index=63.06 percent
+Temporal Data:
+  temp_over_time=[48.2, 42.7, 45.0] °C
+  power_trend=[30.6, 32.1, 37.5] kW
+  performance_trend=[0.6, 0.9, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335215. Recommended maintenance interval: 2 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=f2bfcb3f-f677-4335-a2c2-b9650af7a5b2
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=7268.46 hours
+Parameters:
+  efficiency=0.98 percent
+  load=1.41 percent
+  temperature=20.96 °C
+  power=3.15 kW
+  vibration=4.53 mm/s
+  health_index=73.53 percent
+Temporal Data:
+  temp_over_time=[15.1, 14.1, 14.8, 13.0] °C
+  power_trend=[2.6, 3.9, 4.0, 2.8] kW
+  performance_trend=[1.0, 0.9, 1.1, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335213. Recommended maintenance interval: 9 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=basic
+Output: Diagnostic ID=d97f6a5f-86e3-450f-bb0d-1305d4d93b59
+Vehicle Type: commercial
+System: air-brakes
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=3224.35 hours
+Parameters:
+  efficiency=0.87 percent
+  load=3.07 percent
+  temperature=58.44 °C
+  power=24.78 kW
+  vibration=0.32 mm/s
+  health_index=84.10 percent
+Temporal Data:
+  temp_over_time=[50.3, 51.8, 50.2, 53.6, 49.8] °C
+  power_trend=[30.5, 20.0, 19.3, 24.4, 28.8] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335213. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=performance
+Output: Diagnostic ID=da80792a-fa8c-484e-a925-93a3f6da07cf
+Vehicle Type: electric
+System: motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=8976.81 hours
+Parameters:
+  efficiency=0.83 percent
+  load=72.75 percent
+  temperature=54.34 °C
+  power=159.05 kW
+  vibration=0.40 mm/s
+  health_index=85.94 percent
+Sensors:
+  voltage_ripple=1.95 V
+  temperature=63.4 °C
+  current_draw=204.0 A
+Temporal Data:
+  temp_over_time=[52.2, 60.2, 56.8, 55.4, 57.6, 59.2, 54.8] °C
+  power_trend=[190.0, 135.7, 203.5, 189.5, 165.8, 173.5, 116.2] kW
+  performance_trend=[1.0, 0.9, 1.0, 0.8, 0.9, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335217. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=optimized
+Output: Diagnostic ID=50ebab58-f379-4d1f-91c4-f21d4a51daf0
+Vehicle Type: electric
+System: motor
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.88 ratio
+  operating-time=5121.82 hours
+Parameters:
+  efficiency=0.76 percent
+  load=99.93 percent
+  temperature=45.70 °C
+  power=344.45 kW
+  vibration=3.84 mm/s
+  health_index=79.24 percent
+Sensors:
+  voltage_ripple=0.84 V
+  temperature=45.6 °C
+  current_draw=24.3 A
+Temporal Data:
+  temp_over_time=[38.7, 41.5, 40.7, 42.8, 43.2, 36.9] °C
+  power_trend=[242.1, 306.2, 248.0, 442.8, 297.1, 393.2] kW
+  performance_trend=[0.7, 0.7, 0.6, 0.9, 0.6, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335213. Recommended maintenance interval: 2 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=9c2e7bfc-a9a6-43a4-a46a-3d331e339566
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.82 ratio
+  operating-time=5055.26 hours
+Parameters:
+  efficiency=0.90 percent
+  load=4.13 percent
+  temperature=66.96 °C
+  power=35.65 kW
+  vibration=2.14 mm/s
+  health_index=92.56 percent
+Temporal Data:
+  temp_over_time=[52.6, 59.2, 57.0, 59.0, 58.1, 61.3, 56.2] °C
+  power_trend=[35.9, 28.4, 35.1, 28.1, 31.1, 27.2, 26.4] kW
+  performance_trend=[0.8, 0.6, 0.8, 0.7, 0.7, 0.7, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335213. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=b450d827-c246-4c10-8cfa-ad9a3fa9bc9e
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=4041.29 hours
+Parameters:
+  efficiency=0.94 percent
+  load=10.58 percent
+  temperature=45.57 °C
+  power=30.73 kW
+  vibration=2.25 mm/s
+  health_index=85.67 percent
+Sensors:
+  current=25.0 A
+  voltage=222.4 V
+Temporal Data:
+  temp_over_time=[34.9, 35.1, 37.4, 38.0, 32.2, 32.1, 38.7] °C
+  power_trend=[36.3, 24.5, 31.2, 38.5, 32.5, 32.5, 30.4] kW
+  performance_trend=[0.9, 1.1, 1.0, 1.1, 0.9, 0.8, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335219. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=air
+Output: Diagnostic ID=ccd82405-c0b7-43bd-97f4-702f3d5ea641
+Vehicle Type: sedan
+System: brakes
+Configuration: air
+Status: normal (level 1)
+Fault Code: C0050
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=3.49 percent
+  rotor-thickness=28.39 mm
+  pad-thickness=10.80 mm
+  pressure=931.51 psi
+Parameters:
+  efficiency=0.76 percent
+  load=40.70 percent
+  temperature=54.91 °C
+  power=24.37 kW
+  vibration=1.76 mm/s
+  health_index=77.38 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.2 mm
+  pressure_sensor=1925.8 psi
+Temporal Data:
+  temp_over_time=[47.6, 45.1, 49.4, 49.5] °C
+  power_trend=[26.4, 22.8, 24.2, 19.9] kW
+  performance_trend=[1.1, 0.8, 1.0, 1.0] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335213. Recommended maintenance interval: 2 months. Recommended actions: caliper inspection. 
+Maintenance Recommendations: caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=performance
+Output: Diagnostic ID=b9bc565f-ed19-4994-9fa6-9ac71e58c0b2
+Vehicle Type: electric
+System: charging
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.22 ratio
+  operating-time=3142.16 hours
+Parameters:
+  efficiency=0.80 percent
+  load=19.68 percent
+  temperature=41.34 °C
+  power=23.57 kW
+  vibration=4.81 mm/s
+  health_index=60.90 percent
+Temporal Data:
+  temp_over_time=[44.1, 42.9, 45.1, 45.2, 43.3, 38.6, 42.8] °C
+  power_trend=[22.1, 22.4, 19.3, 18.9, 22.7, 18.5, 30.6] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.9, 0.6, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335213. Recommended maintenance interval: 11 months. Recommended actions: software update, system inspection. 
+Maintenance Recommendations: software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=air
+Output: Diagnostic ID=d254990d-2b13-418f-a401-3835245587c4
+Vehicle Type: sedan
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.63 ratio
+  operating-time=9115.63 hours
+Parameters:
+  efficiency=0.92 percent
+  load=50.82 percent
+  temperature=42.97 °C
+  power=40.36 kW
+  vibration=2.96 mm/s
+  health_index=94.56 percent
+Temporal Data:
+  temp_over_time=[42.2, 47.2, 45.3, 41.6] °C
+  power_trend=[39.9, 43.6, 30.5, 39.8] kW
+  performance_trend=[0.9, 0.8, 1.0, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335209. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=b0d75c24-06fd-4d2d-b06f-5b3145731470
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: normal (level 1)
+Fault Code: P0700
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.83 ratio
+  torque=512.95 Nm
+  shift-time=0.30 seconds
+  fluid-temperature=99.94 °C
+Parameters:
+  efficiency=0.85 percent
+  load=19.64 percent
+  temperature=84.04 °C
+  power=32.01 kW
+  vibration=0.81 mm/s
+  health_index=82.58 percent
+Temporal Data:
+  temp_over_time=[75.3, 68.0, 63.6] °C
+  power_trend=[35.6, 36.0, 37.3] kW
+  performance_trend=[1.1, 1.1, 1.2] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335209. Recommended maintenance interval: 7 months. Recommended actions: seal inspection, fluid change. 
+Maintenance Recommendations: seal inspection, fluid change
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=enhanced
+Output: Diagnostic ID=0f4896e2-f770-474d-bfd0-8fb474d648e7
+Vehicle Type: electric
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.89 ratio
+  operating-time=9478.61 hours
+Parameters:
+  efficiency=0.93 percent
+  load=56.23 percent
+  temperature=30.05 °C
+  power=15.96 kW
+  vibration=1.42 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=18.1 A
+  voltage=178.8 V
+Temporal Data:
+  temp_over_time=[38.4, 36.8, 42.6, 41.1, 40.1, 42.9] °C
+  power_trend=[13.1, 11.6, 13.2, 19.7, 12.1, 20.2] kW
+  performance_trend=[0.8, 0.8, 1.0, 0.9, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335223. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=off-road
+Output: Diagnostic ID=00edf887-037e-49cd-b9dc-7f28a03aefcf
+Vehicle Type: commercial
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=9396.58 hours
+Parameters:
+  efficiency=0.94 percent
+  load=82.92 percent
+  temperature=48.58 °C
+  power=26.86 kW
+  vibration=0.25 mm/s
+  health_index=94.15 percent
+Temporal Data:
+  temp_over_time=[52.2, 55.1, 62.0, 63.2, 55.5, 57.2, 59.6] °C
+  power_trend=[30.7, 19.9, 27.9, 23.6, 21.7, 22.3, 27.9] kW
+  performance_trend=[0.8, 1.0, 0.9, 1.0, 0.9, 0.8, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335209. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=basic
+Output: Diagnostic ID=08dddba6-d7f7-48bb-adeb-512f99a10e81
+Vehicle Type: truck
+System: payload
+Configuration: basic
+Status: warning (level 3)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.85 ratio
+  operating-time=1507.14 hours
+Parameters:
+  efficiency=0.87 percent
+  load=6.06 percent
+  temperature=40.94 °C
+  power=24.51 kW
+  vibration=4.29 mm/s
+  health_index=50.95 percent
+Temporal Data:
+  temp_over_time=[64.4, 64.4, 65.6, 67.4, 64.4, 67.8, 59.2] °C
+  power_trend=[26.8, 23.3, 28.1, 27.0, 18.9, 18.2, 28.2] kW
+  performance_trend=[1.1, 1.1, 1.0, 0.9, 0.9, 1.1, 1.2] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335225. Recommended maintenance interval: 10 months. Recommended actions: connector check, software update. 
+Maintenance Recommendations: connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=enhanced
+Output: Diagnostic ID=1c41c4bd-7b9f-408e-bd4c-4405300632ba
+Vehicle Type: electric
+System: charging
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=9550.69 hours
+Parameters:
+  efficiency=0.90 percent
+  load=18.80 percent
+  temperature=45.75 °C
+  power=38.94 kW
+  vibration=0.14 mm/s
+  health_index=76.33 percent
+Temporal Data:
+  temp_over_time=[58.7, 63.2, 62.5, 53.0, 53.7, 64.5] °C
+  power_trend=[42.2, 44.9, 29.3, 27.8, 36.0, 32.7] kW
+  performance_trend=[1.0, 0.8, 0.9, 1.0, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335225. Recommended maintenance interval: 11 months. Recommended actions: diagnostic scan, system inspection, software update. 
+Maintenance Recommendations: diagnostic scan, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=7ed87cd8-1171-4d67-8cf4-c491108ef351
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.75 ratio
+  torque=403.68 Nm
+  shift-time=0.28 seconds
+  fluid-temperature=78.79 °C
+Parameters:
+  efficiency=0.92 percent
+  load=86.27 percent
+  temperature=72.66 °C
+  power=48.42 kW
+  vibration=3.93 mm/s
+  health_index=97.49 percent
+Temporal Data:
+  temp_over_time=[78.7, 71.7, 78.7, 66.2] °C
+  power_trend=[57.5, 61.3, 56.0, 51.6] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335209. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=performance
+Output: Diagnostic ID=19e8cdda-e592-4faf-9f6a-848b32c79e94
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=4672.36 hours
+Parameters:
+  efficiency=0.91 percent
+  load=32.70 percent
+  temperature=62.91 °C
+  power=21.66 kW
+  vibration=3.90 mm/s
+  health_index=88.68 percent
+Temporal Data:
+  temp_over_time=[43.0, 47.4, 42.4, 49.6, 44.0] °C
+  power_trend=[17.6, 24.0, 19.4, 16.4, 16.6] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335207. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=optimized
+Output: Diagnostic ID=b314c6d4-3bd2-4620-8ee1-3baa3f2f86d5
+Vehicle Type: suv
+System: climate
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=1617.62 hours
+Parameters:
+  efficiency=0.90 percent
+  load=7.55 percent
+  temperature=15.68 °C
+  power=5.62 kW
+  vibration=3.24 mm/s
+  health_index=76.65 percent
+Temporal Data:
+  temp_over_time=[42.1, 37.3, 37.0, 39.5] °C
+  power_trend=[6.3, 6.3, 5.5, 6.2] kW
+  performance_trend=[1.0, 1.0, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335207. Recommended maintenance interval: 8 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=turbo
+Output: Diagnostic ID=df51521b-206f-4cf0-b9f1-ffceed642a1e
+Vehicle Type: sedan
+System: engine
+Configuration: turbo
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 153.2 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=100.74 °C
+  oil-pressure=56.54 psi
+  compression=178.98 psi
+  rpm=3568.20 rpm
+Parameters:
+  efficiency=0.78 percent
+  load=47.65 percent
+  temperature=86.17 °C
+  power=256.99 hp
+  vibration=2.10 mm/s
+  health_index=72.92 percent
+Sensors:
+  oxygen_sensor=0.16 V
+  knock_sensor=22.2 mV
+  maf_sensor=2.55 g/s
+Temporal Data:
+  temp_over_time=[90.5, 98.3, 97.8, 96.8, 91.6] °C
+  power_trend=[262.2, 214.0, 309.6, 221.1, 284.0] hp
+  performance_trend=[156.8, 147.9, 175.9, 165.4, 181.5] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335227. Recommended maintenance interval: 6 months. Recommended actions: air filter replacement, oil change. 
+Maintenance Recommendations: air filter replacement, oil change
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=82dae38c-6883-406e-bfd3-1b79b71b44b3
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 459.0 hp
+Material: titanium
+Measurements:
+  oil-temperature=87.29 °C
+  oil-pressure=51.76 psi
+  compression=165.93 psi
+  rpm=5341.76 rpm
+Parameters:
+  efficiency=0.75 percent
+  load=9.77 percent
+  temperature=82.04 °C
+  power=203.97 hp
+  vibration=0.72 mm/s
+  health_index=83.03 percent
+Sensors:
+  oxygen_sensor=0.76 V
+  knock_sensor=454.4 mV
+  maf_sensor=5.86 g/s
+Temporal Data:
+  temp_over_time=[98.1, 97.0, 82.7, 84.4, 96.9] °C
+  power_trend=[264.3, 230.0, 157.2, 151.1, 202.0] hp
+  performance_trend=[421.3, 437.9, 524.7, 482.0, 432.6] hp
+Notes: Diagnostic scan performed at 1751287335229. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=standard
+Output: Diagnostic ID=a820f67e-014d-4742-a15f-850f729514b8
+Vehicle Type: hybrid
+System: electronics
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=7329.81 hours
+Parameters:
+  efficiency=0.86 percent
+  load=45.86 percent
+  temperature=35.43 °C
+  power=42.94 kW
+  vibration=3.51 mm/s
+  health_index=78.81 percent
+Sensors:
+  current=9.6 A
+  voltage=215.2 V
+Temporal Data:
+  temp_over_time=[32.3, 32.2, 31.2] °C
+  power_trend=[37.9, 39.6, 37.9] kW
+  performance_trend=[0.6, 0.8, 0.7] performance_index
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335223. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan, system inspection, software update. 
+Maintenance Recommendations: diagnostic scan, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=manual
+Output: Diagnostic ID=415dafcd-398d-4a2c-b725-d724711bf48d
+Vehicle Type: commercial
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.72 ratio
+  torque=310.53 Nm
+  shift-time=0.12 seconds
+  fluid-temperature=70.59 °C
+Parameters:
+  efficiency=0.97 percent
+  load=50.56 percent
+  temperature=62.40 °C
+  power=49.12 kW
+  vibration=2.05 mm/s
+  health_index=94.14 percent
+Temporal Data:
+  temp_over_time=[72.4, 73.9, 72.3, 69.6, 76.2] °C
+  power_trend=[38.2, 54.5, 41.1, 48.0, 47.4] kW
+  performance_trend=[0.8, 1.1, 0.8, 1.0, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335223. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=basic
+Output: Diagnostic ID=ae7b9a35-ce71-468a-bb82-94b62cfe0ea8
+Vehicle Type: suv
+System: 4wd
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.20 ratio
+  operating-time=9947.20 hours
+Parameters:
+  efficiency=0.87 percent
+  load=80.88 percent
+  temperature=68.79 °C
+  power=42.36 kW
+  vibration=1.21 mm/s
+  health_index=87.85 percent
+Temporal Data:
+  temp_over_time=[37.9, 42.0, 43.8, 45.0] °C
+  power_trend=[35.4, 43.7, 43.0, 36.4] kW
+  performance_trend=[0.9, 1.0, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335223. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=standard
+Output: Diagnostic ID=0261e7ab-fa1e-42bd-a5ea-3e561ff8a774
+Vehicle Type: suv
+System: suspension
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.39 ratio
+  operating-time=5582.23 hours
+Parameters:
+  efficiency=0.84 percent
+  load=93.60 percent
+  temperature=61.48 °C
+  power=28.07 kW
+  vibration=4.19 mm/s
+  health_index=77.90 percent
+Temporal Data:
+  temp_over_time=[45.9, 43.6, 38.1, 38.6] °C
+  power_trend=[33.0, 34.0, 30.4, 25.7] kW
+  performance_trend=[1.1, 1.1, 0.7, 1.1] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335223. Recommended maintenance interval: 12 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=off-road
+Output: Diagnostic ID=0832f803-5b20-4982-93c4-6e3b8775aa24
+Vehicle Type: motorcycle
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=8196.67 hours
+Parameters:
+  efficiency=0.84 percent
+  load=50.76 percent
+  temperature=50.72 °C
+  power=41.53 kW
+  vibration=1.17 mm/s
+  health_index=84.02 percent
+Temporal Data:
+  temp_over_time=[46.7, 40.0, 43.6, 47.3] °C
+  power_trend=[49.0, 43.5, 38.8, 36.6] kW
+  performance_trend=[0.9, 1.1, 1.1, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335223. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=drum
+Output: Diagnostic ID=c93ce201-88fb-48c3-8a5d-1933d39805f0
+Vehicle Type: motorcycle
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=3.99 percent
+  rotor-thickness=24.06 mm
+  pad-thickness=6.36 mm
+  pressure=734.25 psi
+Parameters:
+  efficiency=0.78 percent
+  load=78.64 percent
+  temperature=50.42 °C
+  power=10.24 kW
+  vibration=4.60 mm/s
+  health_index=100.00 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.0 mm
+  pressure_sensor=782.3 psi
+Temporal Data:
+  temp_over_time=[65.0, 67.0, 62.7, 61.6, 67.0, 63.4, 64.6] °C
+  power_trend=[8.0, 8.3, 12.8, 11.5, 13.3, 12.9, 10.8] kW
+  performance_trend=[1.0, 1.0, 1.1, 0.8, 0.9, 0.8, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335231. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=basic
+Output: Diagnostic ID=53489535-684f-455f-b6d7-bacb249e2d65
+Vehicle Type: electric
+System: motor
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.79 ratio
+  operating-time=229.70 hours
+Parameters:
+  efficiency=0.76 percent
+  load=70.56 percent
+  temperature=58.83 °C
+  power=281.22 kW
+  vibration=3.93 mm/s
+  health_index=83.52 percent
+Sensors:
+  voltage_ripple=2.98 V
+  temperature=78.4 °C
+  current_draw=25.3 A
+Temporal Data:
+  temp_over_time=[67.9, 68.6, 70.4, 69.6] °C
+  power_trend=[344.9, 217.4, 208.0, 318.9] kW
+  performance_trend=[0.9, 0.8, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335231. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=magnetic
+Output: Diagnostic ID=5b3d63a1-74a8-4ddf-9184-c55b48da8f0b
+Vehicle Type: suv
+System: suspension
+Configuration: magnetic
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 1.0 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=1183.01 hours
+Parameters:
+  efficiency=0.96 percent
+  load=14.57 percent
+  temperature=43.65 °C
+  power=47.50 kW
+  vibration=1.86 mm/s
+  health_index=86.76 percent
+Temporal Data:
+  temp_over_time=[57.6, 61.9, 53.8] °C
+  power_trend=[55.8, 40.4, 55.2] kW
+  performance_trend=[1.0, 1.0, 0.9] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335223. Recommended maintenance interval: 10 months. Recommended actions: connector check, system inspection, diagnostic scan. 
+Maintenance Recommendations: connector check, system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=enhanced
+Output: Diagnostic ID=caad2bef-4cef-4949-9272-319592c9d9ba
+Vehicle Type: hybrid
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.74 ratio
+  operating-time=9489.33 hours
+Parameters:
+  efficiency=0.79 percent
+  load=18.91 percent
+  temperature=32.39 °C
+  power=39.71 kW
+  vibration=1.89 mm/s
+  health_index=96.48 percent
+Sensors:
+  current=23.7 A
+  voltage=136.4 V
+Temporal Data:
+  temp_over_time=[41.7, 43.8, 40.4] °C
+  power_trend=[50.1, 51.5, 46.3] kW
+  performance_trend=[1.0, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335221. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=automatic
+Output: Diagnostic ID=c97d689a-0d49-47cd-a0d2-f9aae3b80b70
+Vehicle Type: sedan
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.91 ratio
+  torque=380.13 Nm
+  shift-time=0.20 seconds
+  fluid-temperature=98.55 °C
+Parameters:
+  efficiency=0.75 percent
+  load=6.70 percent
+  temperature=66.95 °C
+  power=17.71 kW
+  vibration=0.88 mm/s
+  health_index=85.30 percent
+Temporal Data:
+  temp_over_time=[71.2, 83.1, 80.6] °C
+  power_trend=[21.1, 17.6, 18.8] kW
+  performance_trend=[1.1, 1.1, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335217. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=direct-injection
+Output: Diagnostic ID=39590df9-8334-49b8-a568-e1e2e526b37b
+Vehicle Type: hybrid
+System: engine
+Configuration: direct-injection
+Status: optimal (level 0)
+Performance: 571.8 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=117.63 °C
+  oil-pressure=26.29 psi
+  compression=131.52 psi
+  rpm=2622.16 rpm
+Parameters:
+  efficiency=0.78 percent
+  load=24.57 percent
+  temperature=110.11 °C
+  power=449.73 hp
+  vibration=4.17 mm/s
+  health_index=83.05 percent
+Sensors:
+  oxygen_sensor=0.31 V
+  knock_sensor=72.6 mV
+  maf_sensor=5.82 g/s
+Temporal Data:
+  temp_over_time=[111.4, 100.2, 102.0] °C
+  power_trend=[337.3, 456.9, 420.7] hp
+  performance_trend=[654.0, 458.8, 477.0] hp
+Notes: Diagnostic scan performed at 1751287335217. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=optimized
+Output: Diagnostic ID=cfd3376b-45d1-4231-a32c-ab7d728887f3
+Vehicle Type: sedan
+System: electrical
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.66 ratio
+  operating-time=2128.33 hours
+Parameters:
+  efficiency=0.91 percent
+  load=41.06 percent
+  temperature=32.68 °C
+  power=47.09 kW
+  vibration=4.30 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=16.6 A
+  voltage=123.8 V
+Temporal Data:
+  temp_over_time=[44.2, 43.0, 42.5, 43.7, 47.2, 40.0] °C
+  power_trend=[45.3, 36.4, 53.3, 45.3, 54.6, 36.1] kW
+  performance_trend=[0.9, 1.1, 1.1, 0.9, 0.9, 1.1] voltage_stability
+Notes: Diagnostic scan performed at 1751287335217. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=basic
+Output: Diagnostic ID=57fb85a2-1b04-4662-ae7a-9a996f8b3f31
+Vehicle Type: motorcycle
+System: cooling
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=2940.93 hours
+Parameters:
+  efficiency=0.83 percent
+  load=23.59 percent
+  temperature=43.94 °C
+  power=10.03 kW
+  vibration=4.15 mm/s
+  health_index=87.26 percent
+Temporal Data:
+  temp_over_time=[57.0, 61.6, 60.2, 62.2, 60.2, 55.9] °C
+  power_trend=[9.3, 11.9, 10.2, 11.1, 11.9, 12.8] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.7, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335215. Recommended maintenance interval: 4 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=supercapacitor
+Output: Diagnostic ID=a8a81214-e993-4b94-9527-1af8f4865516
+Vehicle Type: electric
+System: battery
+Configuration: supercapacitor
+Status: optimal (level 0)
+Performance: 312.6 kWh
+Material: solid-state
+Measurements:
+  current=74.61 amps
+  state-of-charge=26.99 percent
+  voltage=505.14 volts
+  capacity=88.26 percent
+Parameters:
+  efficiency=0.89 percent
+  load=52.46 percent
+  temperature=35.80 °C
+  power=263.63 kW
+  vibration=3.57 mm/s
+  health_index=96.05 percent
+Sensors:
+  coolant_flow=2.1 L/min
+  cell_voltage=4.38 V
+  insulation=44.5 MΩ
+Temporal Data:
+  temp_over_time=[44.5, 44.4, 51.4, 50.6] °C
+  power_trend=[207.0, 301.3, 307.8, 224.9] kW
+  performance_trend=[265.7, 334.1, 286.4, 356.0] kWh
+Notes: Diagnostic scan performed at 1751287335215. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=sport
+Output: Diagnostic ID=cd346f97-9829-4074-b890-9f57d00bf0b2
+Vehicle Type: commercial
+System: suspension
+Configuration: sport
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.52 ratio
+  operating-time=6878.49 hours
+Parameters:
+  efficiency=0.79 percent
+  load=30.79 percent
+  temperature=46.58 °C
+  power=39.53 kW
+  vibration=0.33 mm/s
+  health_index=97.68 percent
+Temporal Data:
+  temp_over_time=[46.6, 47.8, 51.6, 50.7] °C
+  power_trend=[39.0, 39.8, 48.5, 39.9] kW
+  performance_trend=[1.0, 1.0, 0.9, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335233. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=standard
+Output: Diagnostic ID=24a0f38f-5188-4c16-a1a3-ff7b68857de6
+Vehicle Type: electric
+System: electronics
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.65 ratio
+  operating-time=8754.32 hours
+Parameters:
+  efficiency=0.99 percent
+  load=14.52 percent
+  temperature=40.93 °C
+  power=27.10 kW
+  vibration=2.50 mm/s
+  health_index=87.00 percent
+Sensors:
+  current=20.9 A
+  voltage=79.9 V
+Temporal Data:
+  temp_over_time=[39.0, 43.1, 41.6] °C
+  power_trend=[22.2, 23.8, 21.3] kW
+  performance_trend=[0.7, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335233. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=optimized
+Output: Diagnostic ID=b4c0170b-e707-467a-a1c2-d75159dfe89c
+Vehicle Type: commercial
+System: emissions
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.86 ratio
+  operating-time=7598.32 hours
+Parameters:
+  efficiency=0.88 percent
+  load=14.85 percent
+  temperature=53.48 °C
+  power=37.18 kW
+  vibration=1.72 mm/s
+  health_index=77.40 percent
+Temporal Data:
+  temp_over_time=[42.6, 43.3, 48.4, 47.7] °C
+  power_trend=[33.1, 42.6, 37.5, 44.9] kW
+  performance_trend=[0.9, 0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335233. Recommended maintenance interval: 10 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=basic
+Output: Diagnostic ID=22118d9e-c83d-41f1-b168-806d1099d9d6
+Vehicle Type: motorcycle
+System: cooling
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=5714.42 hours
+Parameters:
+  efficiency=0.85 percent
+  load=37.53 percent
+  temperature=49.93 °C
+  power=41.23 kW
+  vibration=0.25 mm/s
+  health_index=73.26 percent
+Temporal Data:
+  temp_over_time=[50.3, 54.3, 53.5, 54.6, 51.3] °C
+  power_trend=[32.4, 35.9, 46.2, 35.5, 50.2] kW
+  performance_trend=[1.1, 0.9, 1.0, 0.9, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335233. Recommended maintenance interval: 12 months. Recommended actions: diagnostic scan, software update, connector check. 
+Maintenance Recommendations: diagnostic scan, software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=b3678e36-dc97-4c78-9b56-8c7a601a7c0c
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=4483.30 hours
+Parameters:
+  efficiency=0.93 percent
+  load=41.56 percent
+  temperature=32.51 °C
+  power=1.90 kW
+  vibration=4.82 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[11.0, 12.2, 12.3, 11.3] °C
+  power_trend=[2.0, 2.5, 1.5, 2.1] kW
+  performance_trend=[1.0, 1.1, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335231. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=standard
+Output: Diagnostic ID=8286681a-dde5-4642-99d9-659a838111b9
+Vehicle Type: truck
+System: payload
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.93 ratio
+  operating-time=9451.23 hours
+Parameters:
+  efficiency=0.97 percent
+  load=79.97 percent
+  temperature=43.55 °C
+  power=10.34 kW
+  vibration=0.81 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[59.4, 57.3, 53.5, 55.0, 52.2, 56.2, 57.9] °C
+  power_trend=[7.9, 13.4, 12.4, 11.2, 7.4, 7.4, 8.4] kW
+  performance_trend=[1.0, 0.8, 0.8, 1.1, 1.2, 0.9, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335231. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=standard
+Output: Diagnostic ID=19ef0148-29dd-4478-9c24-a1d8bf5d877a
+Vehicle Type: electric
+System: autonomous
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.73 ratio
+  operating-time=3777.47 hours
+Parameters:
+  efficiency=0.86 percent
+  load=47.48 percent
+  temperature=61.98 °C
+  power=32.00 kW
+  vibration=3.31 mm/s
+  health_index=81.27 percent
+Temporal Data:
+  temp_over_time=[48.4, 47.0, 46.8, 48.2, 48.8, 43.9, 50.2] °C
+  power_trend=[36.4, 31.0, 40.2, 30.9, 41.0, 30.4, 32.1] kW
+  performance_trend=[0.8, 1.0, 0.9, 1.1, 1.1, 0.8, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335235. Recommended maintenance interval: 7 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=air
+Output: Diagnostic ID=6d3c5d48-2efa-4091-960c-dee100e7f467
+Vehicle Type: truck
+System: brakes
+Configuration: air
+Status: degraded (level 2)
+Fault Code: C0035
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=1.79 percent
+  rotor-thickness=10.30 mm
+  pad-thickness=8.26 mm
+  pressure=155.87 psi
+Parameters:
+  efficiency=0.94 percent
+  load=80.92 percent
+  temperature=46.76 °C
+  power=40.21 kW
+  vibration=4.12 mm/s
+  health_index=68.69 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.7 mm
+  pressure_sensor=1918.5 psi
+Temporal Data:
+  temp_over_time=[55.2, 55.8, 59.8, 61.1, 59.1, 55.5] °C
+  power_trend=[33.2, 47.8, 46.3, 35.4, 51.1, 44.7] kW
+  performance_trend=[1.0, 1.2, 0.8, 0.8, 0.8, 1.0] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335231. Recommended maintenance interval: 3 months. Recommended actions: parking brake adjustment, pad replacement, fluid flush. 
+Maintenance Recommendations: parking brake adjustment, pad replacement, fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automated
+Output: Diagnostic ID=9b6b1fa9-8ef8-4183-96f1-002e7f7f2202
+Vehicle Type: truck
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.99 ratio
+  torque=289.40 Nm
+  shift-time=0.20 seconds
+  fluid-temperature=71.88 °C
+Parameters:
+  efficiency=0.95 percent
+  load=63.49 percent
+  temperature=86.55 °C
+  power=13.35 kW
+  vibration=2.15 mm/s
+  health_index=82.11 percent
+Temporal Data:
+  temp_over_time=[78.3, 74.0, 68.2, 77.8, 75.3, 78.7, 77.2] °C
+  power_trend=[10.2, 17.1, 16.4, 12.4, 12.2, 10.6, 14.7] kW
+  performance_trend=[0.9, 0.7, 0.8, 1.0, 0.8, 0.8, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335229. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=carbon-ceramic
+Output: Diagnostic ID=78a23142-8187-4a8b-9337-1505fe776e8d
+Vehicle Type: sedan
+System: brakes
+Configuration: carbon-ceramic
+Status: warning (level 3)
+Fault Code: C0080
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=1.98 percent
+  rotor-thickness=22.81 mm
+  pad-thickness=9.63 mm
+  pressure=751.26 psi
+Parameters:
+  efficiency=0.89 percent
+  load=79.03 percent
+  temperature=63.98 °C
+  power=10.89 kW
+  vibration=3.15 mm/s
+  health_index=48.90 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.4 mm
+  pressure_sensor=1877.6 psi
+Temporal Data:
+  temp_over_time=[46.4, 46.7, 40.0] °C
+  power_trend=[11.5, 12.3, 8.1] kW
+  performance_trend=[0.9, 1.1, 1.0] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0080. Diagnostic scan performed at 1751287335229. Recommended maintenance interval: 2 months. Recommended actions: fluid flush, pad replacement. 
+Maintenance Recommendations: fluid flush, pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=dual-clutch
+Output: Diagnostic ID=15cdc126-8ef7-4410-ac2c-8799d834a2a6
+Vehicle Type: truck
+System: transmission
+Configuration: dual-clutch
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.85 ratio
+  torque=179.66 Nm
+  shift-time=0.23 seconds
+  fluid-temperature=88.86 °C
+Parameters:
+  efficiency=0.91 percent
+  load=57.48 percent
+  temperature=70.86 °C
+  power=25.10 kW
+  vibration=4.41 mm/s
+  health_index=87.93 percent
+Temporal Data:
+  temp_over_time=[65.7, 68.0, 72.1] °C
+  power_trend=[30.3, 19.9, 21.6] kW
+  performance_trend=[0.7, 0.9, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335229. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automatic
+Output: Diagnostic ID=beeb5b77-ebcd-4f84-a809-7736678abc27
+Vehicle Type: truck
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.91 ratio
+  torque=223.69 Nm
+  shift-time=0.21 seconds
+  fluid-temperature=96.12 °C
+Parameters:
+  efficiency=0.86 percent
+  load=10.71 percent
+  temperature=63.19 °C
+  power=43.38 kW
+  vibration=0.34 mm/s
+  health_index=91.87 percent
+Temporal Data:
+  temp_over_time=[60.6, 64.3, 68.3] °C
+  power_trend=[46.6, 42.1, 31.5] kW
+  performance_trend=[1.0, 0.8, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335237. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=turbo
+Output: Diagnostic ID=a8323645-4a20-4d45-807d-ecc80beb6a86
+Vehicle Type: suv
+System: engine
+Configuration: turbo
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 376.6 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=110.24 °C
+  oil-pressure=61.30 psi
+  compression=168.18 psi
+  rpm=1111.16 rpm
+Parameters:
+  efficiency=0.86 percent
+  load=94.98 percent
+  temperature=90.70 °C
+  power=464.17 hp
+  vibration=2.40 mm/s
+  health_index=68.83 percent
+Sensors:
+  oxygen_sensor=0.34 V
+  knock_sensor=257.7 mV
+  maf_sensor=5.40 g/s
+Temporal Data:
+  temp_over_time=[114.3, 115.1, 98.9] °C
+  power_trend=[534.7, 544.3, 592.6] hp
+  performance_trend=[371.6, 362.3, 335.7] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335237. Recommended maintenance interval: 12 months. Recommended actions: timing belt inspection, air filter replacement. 
+Maintenance Recommendations: timing belt inspection, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=standard
+Output: Diagnostic ID=bcc0af1c-aecd-426f-b6f8-34b0dec52156
+Vehicle Type: hybrid
+System: electronics
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.88 ratio
+  operating-time=4165.57 hours
+Parameters:
+  efficiency=0.99 percent
+  load=43.03 percent
+  temperature=47.09 °C
+  power=40.88 kW
+  vibration=4.19 mm/s
+  health_index=94.27 percent
+Sensors:
+  current=13.4 A
+  voltage=248.9 V
+Temporal Data:
+  temp_over_time=[47.5, 48.2, 51.1, 50.9, 45.9, 47.0, 50.6] °C
+  power_trend=[37.9, 37.7, 41.4, 33.3, 35.7, 46.9, 36.9] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.8, 1.0, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335237. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=optimized
+Output: Diagnostic ID=6b7ffe4f-c040-44b3-9f1d-6380d05c0445
+Vehicle Type: commercial
+System: air-brakes
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.18 ratio
+  operating-time=4043.65 hours
+Parameters:
+  efficiency=0.84 percent
+  load=44.68 percent
+  temperature=41.71 °C
+  power=44.77 kW
+  vibration=3.41 mm/s
+  health_index=92.91 percent
+Temporal Data:
+  temp_over_time=[74.3, 68.3, 62.4, 62.3, 69.4, 67.7, 72.9] °C
+  power_trend=[39.2, 42.1, 38.3, 42.3, 50.7, 43.7, 50.2] kW
+  performance_trend=[0.7, 0.7, 0.6, 0.7, 0.8, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335237. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=air
+Output: Diagnostic ID=ca25c5f2-b9aa-436f-b53f-9ef098e319de
+Vehicle Type: motorcycle
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.87 ratio
+  operating-time=4171.08 hours
+Parameters:
+  efficiency=0.86 percent
+  load=88.84 percent
+  temperature=49.28 °C
+  power=40.03 kW
+  vibration=0.92 mm/s
+  health_index=89.09 percent
+Temporal Data:
+  temp_over_time=[47.9, 49.8, 48.5, 45.3] °C
+  power_trend=[30.6, 51.8, 45.5, 50.1] kW
+  performance_trend=[1.1, 0.8, 0.9, 1.1] damping_ratio
+Notes: Diagnostic scan performed at 1751287335229. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-polymer
+Output: Diagnostic ID=49e8ae8e-23ff-40e9-a3fd-95ffba6fbfd8
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-polymer
+Status: optimal (level 0)
+Performance: 179.2 kWh
+Material: lithium-ion
+Measurements:
+  current=51.79 amps
+  state-of-charge=35.73 percent
+  voltage=664.66 volts
+  capacity=83.82 percent
+Parameters:
+  efficiency=0.88 percent
+  load=75.44 percent
+  temperature=42.36 °C
+  power=310.37 kW
+  vibration=4.88 mm/s
+  health_index=97.25 percent
+Sensors:
+  coolant_flow=1.6 L/min
+  cell_voltage=3.42 V
+  insulation=67.0 MΩ
+Temporal Data:
+  temp_over_time=[44.6, 38.9, 41.1, 43.8, 42.5] °C
+  power_trend=[348.9, 362.9, 245.0, 287.8, 230.2] kW
+  performance_trend=[203.3, 148.8, 173.0, 149.4, 191.5] kWh
+Notes: Diagnostic scan performed at 1751287335229. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=performance
+Output: Diagnostic ID=36f86d9e-5599-49ae-95a8-ae66d83416da
+Vehicle Type: suv
+System: climate
+Configuration: performance
+Status: warning (level 3)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.31 ratio
+  operating-time=5702.78 hours
+Parameters:
+  efficiency=0.93 percent
+  load=46.16 percent
+  temperature=11.87 °C
+  power=4.54 kW
+  vibration=3.05 mm/s
+  health_index=53.16 percent
+Temporal Data:
+  temp_over_time=[14.0, 12.7, 13.3, 12.4, 12.9, 12.5] °C
+  power_trend=[5.8, 5.0, 4.9, 3.5, 4.1, 5.8] kW
+  performance_trend=[0.9, 0.8, 0.8, 1.1, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335240. Recommended maintenance interval: 9 months. Recommended actions: diagnostic scan, system inspection. 
+Maintenance Recommendations: diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=lead-acid
+Output: Diagnostic ID=41be0ff1-401b-441b-91b8-2c69a482fed7
+Vehicle Type: electric
+System: battery
+Configuration: lead-acid
+Status: optimal (level 0)
+Performance: 485.3 kWh
+Material: solid-state
+Measurements:
+  current=198.77 amps
+  state-of-charge=21.33 percent
+  voltage=401.78 volts
+  capacity=93.19 percent
+Parameters:
+  efficiency=0.90 percent
+  load=63.05 percent
+  temperature=38.34 °C
+  power=438.62 kW
+  vibration=3.54 mm/s
+  health_index=87.45 percent
+Sensors:
+  coolant_flow=2.5 L/min
+  cell_voltage=3.44 V
+  insulation=11.4 MΩ
+Temporal Data:
+  temp_over_time=[39.3, 40.4, 41.5, 36.8] °C
+  power_trend=[504.8, 458.7, 338.0, 341.2] kW
+  performance_trend=[577.4, 405.1, 483.3, 507.4] kWh
+Notes: Diagnostic scan performed at 1751287335229. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=enhanced
+Output: Diagnostic ID=1d2e9ee1-e2f3-48a2-ad94-2e4b42aca237
+Vehicle Type: truck
+System: hydraulics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.34 ratio
+  operating-time=9761.19 hours
+Parameters:
+  efficiency=0.89 percent
+  load=9.88 percent
+  temperature=66.84 °C
+  power=22.45 kW
+  vibration=0.67 mm/s
+  health_index=97.60 percent
+Temporal Data:
+  temp_over_time=[41.5, 43.8, 40.7, 47.3] °C
+  power_trend=[26.2, 26.2, 27.4, 20.2] kW
+  performance_trend=[0.6, 0.8, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335229. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=optimized
+Output: Diagnostic ID=37f6e7e4-be8e-4abe-88db-7f2cacc0b4ba
+Vehicle Type: motorcycle
+System: cooling
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=6925.33 hours
+Parameters:
+  efficiency=0.95 percent
+  load=30.72 percent
+  temperature=41.51 °C
+  power=21.10 kW
+  vibration=1.17 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[47.4, 42.9, 45.1, 40.7, 42.5, 48.2] °C
+  power_trend=[18.5, 20.4, 16.1, 17.9, 22.3, 23.4] kW
+  performance_trend=[0.8, 0.7, 0.9, 0.9, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335227. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=magnetic
+Output: Diagnostic ID=fd9dc5f7-cc6c-474d-8cf2-3fc03f738f84
+Vehicle Type: sedan
+System: suspension
+Configuration: magnetic
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.72 ratio
+  operating-time=5537.12 hours
+Parameters:
+  efficiency=0.97 percent
+  load=14.68 percent
+  temperature=58.32 °C
+  power=27.92 kW
+  vibration=1.48 mm/s
+  health_index=78.18 percent
+Temporal Data:
+  temp_over_time=[51.3, 46.5, 49.8, 44.3, 47.7, 48.8, 50.6] °C
+  power_trend=[26.8, 27.0, 23.5, 31.2, 31.6, 20.1, 34.5] kW
+  performance_trend=[0.9, 1.0, 0.7, 1.0, 0.7, 0.9, 0.9] damping_ratio
+Notes: Observed symptoms: leaking fluid. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335240. Recommended maintenance interval: 8 months. Recommended actions: diagnostic scan, system inspection. 
+Maintenance Recommendations: diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=automatic
+Output: Diagnostic ID=28c8cae1-9f6d-40cc-aea0-4c566caa6c34
+Vehicle Type: commercial
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.88 ratio
+  torque=261.24 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=88.06 °C
+Parameters:
+  efficiency=0.93 percent
+  load=29.16 percent
+  temperature=69.25 °C
+  power=30.72 kW
+  vibration=4.16 mm/s
+  health_index=93.28 percent
+Temporal Data:
+  temp_over_time=[77.0, 82.6, 81.1, 80.5, 71.3, 75.7] °C
+  power_trend=[29.0, 39.2, 39.6, 26.7, 30.3, 26.4] kW
+  performance_trend=[0.9, 0.7, 0.8, 0.9, 0.9, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335240. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=standard
+Output: Diagnostic ID=f3e4bbaf-68dd-4266-9d67-f3dada21db94
+Vehicle Type: electric
+System: thermal
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.86 ratio
+  operating-time=5608.93 hours
+Parameters:
+  efficiency=0.97 percent
+  load=75.56 percent
+  temperature=58.36 °C
+  power=49.06 kW
+  vibration=4.72 mm/s
+  health_index=94.84 percent
+Temporal Data:
+  temp_over_time=[52.9, 54.3, 49.6, 46.7, 52.9, 47.8] °C
+  power_trend=[62.4, 42.0, 52.8, 46.7, 58.7, 63.3] kW
+  performance_trend=[0.6, 0.8, 0.7, 0.7, 0.8, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335240. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=off-road
+Output: Diagnostic ID=8528b61b-d847-418d-be94-63e68d9817c2
+Vehicle Type: commercial
+System: suspension
+Configuration: off-road
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=9674.13 hours
+Parameters:
+  efficiency=0.99 percent
+  load=36.70 percent
+  temperature=44.95 °C
+  power=20.00 kW
+  vibration=0.32 mm/s
+  health_index=73.71 percent
+Temporal Data:
+  temp_over_time=[57.9, 59.3, 50.0, 59.5, 52.0, 55.5] °C
+  power_trend=[20.9, 24.5, 20.4, 14.4, 15.5, 17.4] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.9, 0.8, 0.9] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335240. Recommended maintenance interval: 7 months. Recommended actions: system inspection, diagnostic scan, connector check. 
+Maintenance Recommendations: system inspection, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=carbon-ceramic
+Output: Diagnostic ID=be810025-6bbf-4e57-8bc8-c1fd0b11d5d8
+Vehicle Type: truck
+System: brakes
+Configuration: carbon-ceramic
+Status: degraded (level 2)
+Fault Code: C0035
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=3.18 percent
+  rotor-thickness=15.31 mm
+  pad-thickness=10.83 mm
+  pressure=331.05 psi
+Parameters:
+  efficiency=0.93 percent
+  load=64.60 percent
+  temperature=64.38 °C
+  power=44.90 kW
+  vibration=0.33 mm/s
+  health_index=68.29 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.4 mm
+  pressure_sensor=1673.7 psi
+Temporal Data:
+  temp_over_time=[53.9, 45.7, 51.4, 49.2, 45.4, 47.5, 49.8] °C
+  power_trend=[37.1, 44.9, 58.3, 37.6, 52.0, 41.5, 42.4] kW
+  performance_trend=[1.1, 0.8, 1.0, 0.8, 1.1, 0.9, 0.8] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335242. Recommended maintenance interval: 5 months. Recommended actions: caliper inspection, fluid flush, parking brake adjustment. 
+Maintenance Recommendations: caliper inspection, fluid flush, parking brake adjustment
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=basic
+Output: Diagnostic ID=53b63f4e-e632-4b60-9d06-c4dd40e03877
+Vehicle Type: truck
+System: payload
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=9465.32 hours
+Parameters:
+  efficiency=0.88 percent
+  load=20.29 percent
+  temperature=68.15 °C
+  power=35.01 kW
+  vibration=0.26 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[45.5, 48.2, 50.5] °C
+  power_trend=[45.3, 42.6, 25.6] kW
+  performance_trend=[0.7, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335237. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=f68f9a75-37f1-4911-9f39-90d56c1b2d48
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=4041.76 hours
+Parameters:
+  efficiency=0.90 percent
+  load=5.73 percent
+  temperature=50.43 °C
+  power=331.02 kW
+  vibration=1.77 mm/s
+  health_index=90.49 percent
+Sensors:
+  voltage_ripple=0.36 V
+  temperature=62.5 °C
+  current_draw=45.9 A
+Temporal Data:
+  temp_over_time=[46.9, 51.8, 54.1, 48.3] °C
+  power_trend=[243.3, 272.8, 399.2, 255.6] kW
+  performance_trend=[0.9, 0.7, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335244. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=direct-injection
+Output: Diagnostic ID=b4ae0e6e-0928-47c4-bea3-3aa1086c73d6
+Vehicle Type: suv
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 549.4 hp
+Material: steel
+Measurements:
+  oil-temperature=75.40 °C
+  oil-pressure=51.52 psi
+  compression=122.15 psi
+  rpm=5358.17 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=49.39 percent
+  temperature=119.26 °C
+  power=162.07 hp
+  vibration=0.23 mm/s
+  health_index=75.63 percent
+Sensors:
+  oxygen_sensor=0.20 V
+  knock_sensor=323.1 mV
+  maf_sensor=10.70 g/s
+Temporal Data:
+  temp_over_time=[98.4, 107.5, 107.5, 104.0, 98.9, 92.0] °C
+  power_trend=[203.2, 179.1, 113.6, 156.6, 135.7, 140.5] hp
+  performance_trend=[533.0, 625.2, 504.1, 542.5, 462.3, 647.9] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335244. Recommended maintenance interval: 5 months. Recommended actions: oil change. 
+Maintenance Recommendations: oil change
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automated
+Output: Diagnostic ID=243972a2-cb17-4b80-a844-89ea6a088a53
+Vehicle Type: truck
+System: transmission
+Configuration: automated
+Status: degraded (level 2)
+Fault Code: P0730
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.80 ratio
+  torque=231.97 Nm
+  shift-time=0.22 seconds
+  fluid-temperature=62.38 °C
+Parameters:
+  efficiency=0.86 percent
+  load=71.05 percent
+  temperature=77.07 °C
+  power=27.02 kW
+  vibration=1.02 mm/s
+  health_index=60.28 percent
+Temporal Data:
+  temp_over_time=[75.6, 66.3, 74.9] °C
+  power_trend=[33.9, 24.5, 19.6] kW
+  performance_trend=[0.9, 0.8, 0.9] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335245. Recommended maintenance interval: 1 months. Recommended actions: seal inspection, shift solenoid check. 
+Maintenance Recommendations: seal inspection, shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=turbo
+Output: Diagnostic ID=73990e4f-c37a-4a43-a333-b16d8afc7b34
+Vehicle Type: motorcycle
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 235.6 hp
+Material: titanium
+Measurements:
+  oil-temperature=77.95 °C
+  oil-pressure=55.59 psi
+  compression=164.92 psi
+  rpm=1529.43 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=43.13 percent
+  temperature=88.13 °C
+  power=276.73 hp
+  vibration=3.39 mm/s
+  health_index=84.72 percent
+Sensors:
+  oxygen_sensor=0.17 V
+  knock_sensor=425.5 mV
+  maf_sensor=8.78 g/s
+Temporal Data:
+  temp_over_time=[115.9, 115.7, 122.8, 103.5] °C
+  power_trend=[290.4, 317.1, 263.2, 216.0] hp
+  performance_trend=[250.8, 226.5, 222.4, 262.8] hp
+Notes: Diagnostic scan performed at 1751287335245. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=electro-hydraulic
+Output: Diagnostic ID=80ec241b-4fa1-4e4a-9cbc-603abe7f6449
+Vehicle Type: motorcycle
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.20 percent
+  rotor-thickness=21.96 mm
+  pad-thickness=6.51 mm
+  pressure=592.49 psi
+Parameters:
+  efficiency=0.94 percent
+  load=1.39 percent
+  temperature=67.17 °C
+  power=38.54 kW
+  vibration=0.71 mm/s
+  health_index=89.09 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.9 mm
+  pressure_sensor=582.5 psi
+Temporal Data:
+  temp_over_time=[57.7, 64.3, 65.2] °C
+  power_trend=[30.7, 41.6, 46.2] kW
+  performance_trend=[0.8, 0.9, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335245. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=enhanced
+Output: Diagnostic ID=d560f372-a7ba-4b4c-b220-e7901af47b5e
+Vehicle Type: motorcycle
+System: electrical
+Configuration: enhanced
+Status: degraded (level 2)
+Fault Code: B1000
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.13 ratio
+  operating-time=9035.30 hours
+Parameters:
+  efficiency=0.98 percent
+  load=73.55 percent
+  temperature=38.59 °C
+  power=39.37 kW
+  vibration=0.80 mm/s
+  health_index=68.25 percent
+Sensors:
+  current=9.1 A
+  voltage=84.2 V
+Temporal Data:
+  temp_over_time=[36.9, 38.5, 36.6, 33.8, 32.8, 33.9, 33.4] °C
+  power_trend=[41.0, 38.1, 49.9, 32.1, 35.2, 32.5, 45.5] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.8, 0.9, 1.0, 0.8] voltage_stability
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: B1000. Diagnostic scan performed at 1751287335245. Recommended maintenance interval: 9 months. Recommended actions: connector cleaning. 
+Maintenance Recommendations: connector cleaning
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=basic
+Output: Diagnostic ID=3452ffc2-6bdf-4085-b373-efa8430e62dd
+Vehicle Type: commercial
+System: safety
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=7551.03 hours
+Parameters:
+  efficiency=0.94 percent
+  load=76.94 percent
+  temperature=49.23 °C
+  power=13.23 kW
+  vibration=1.03 mm/s
+  health_index=95.63 percent
+Temporal Data:
+  temp_over_time=[42.4, 44.8, 48.9, 43.9] °C
+  power_trend=[16.1, 15.3, 10.0, 9.5] kW
+  performance_trend=[0.9, 0.9, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335237. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=827c4e56-c2b8-4966-8254-721de26d26ee
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=2444.51 hours
+Parameters:
+  efficiency=0.77 percent
+  load=97.53 percent
+  temperature=55.79 °C
+  power=49.26 kW
+  vibration=4.24 mm/s
+  health_index=89.30 percent
+Temporal Data:
+  temp_over_time=[40.6, 42.3, 40.7] °C
+  power_trend=[41.1, 36.3, 50.2] kW
+  performance_trend=[0.9, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335237. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=standard
+Output: Diagnostic ID=b8e9ff9e-8a5e-4001-81c2-a01cd537b85e
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=3712.91 hours
+Parameters:
+  efficiency=0.76 percent
+  load=24.82 percent
+  temperature=47.01 °C
+  power=47.57 kW
+  vibration=2.68 mm/s
+  health_index=66.66 percent
+Temporal Data:
+  temp_over_time=[51.9, 46.8, 47.1, 46.8, 48.2] °C
+  power_trend=[47.3, 61.2, 49.6, 57.5, 55.3] kW
+  performance_trend=[0.6, 0.7, 0.8, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335237. Recommended maintenance interval: 1 months. Recommended actions: system inspection, diagnostic scan, software update. 
+Maintenance Recommendations: system inspection, diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=standard
+Output: Diagnostic ID=176152f2-a598-44c9-8d9f-24e5c3aee74a
+Vehicle Type: suv
+System: engine
+Configuration: standard
+Status: normal (level 1)
+Fault Code: P0300
+Performance: 310.0 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=88.98 °C
+  oil-pressure=34.59 psi
+  compression=129.95 psi
+  rpm=2230.17 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=95.44 percent
+  temperature=114.66 °C
+  power=211.25 hp
+  vibration=1.10 mm/s
+  health_index=71.24 percent
+Sensors:
+  oxygen_sensor=0.29 V
+  knock_sensor=317.6 mV
+  maf_sensor=6.38 g/s
+Temporal Data:
+  temp_over_time=[96.2, 90.1, 89.4] °C
+  power_trend=[252.7, 231.5, 183.3] hp
+  performance_trend=[306.2, 305.9, 357.6] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335237. Recommended maintenance interval: 7 months. Recommended actions: oil change, spark plug replacement. 
+Maintenance Recommendations: oil change, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=automated
+Output: Diagnostic ID=baa6cd4f-6894-4b2a-8723-d0955b42555b
+Vehicle Type: commercial
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.94 ratio
+  torque=557.04 Nm
+  shift-time=0.34 seconds
+  fluid-temperature=93.11 °C
+Parameters:
+  efficiency=0.77 percent
+  load=6.22 percent
+  temperature=67.53 °C
+  power=26.13 kW
+  vibration=4.10 mm/s
+  health_index=96.87 percent
+Temporal Data:
+  temp_over_time=[73.6, 74.8, 75.3, 72.2, 79.5, 73.6] °C
+  power_trend=[25.2, 25.1, 23.2, 20.1, 18.8, 31.7] kW
+  performance_trend=[0.9, 1.0, 0.9, 1.0, 0.8, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335235. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=air
+Output: Diagnostic ID=218d83c6-bd2b-45cc-a715-78f82af3e9cd
+Vehicle Type: suv
+System: brakes
+Configuration: air
+Status: degraded (level 2)
+Fault Code: C0060
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=2.94 percent
+  rotor-thickness=18.14 mm
+  pad-thickness=7.36 mm
+  pressure=440.97 psi
+Parameters:
+  efficiency=0.96 percent
+  load=94.00 percent
+  temperature=52.08 °C
+  power=18.99 kW
+  vibration=0.92 mm/s
+  health_index=71.06 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=1.7 mm
+  pressure_sensor=1484.6 psi
+Temporal Data:
+  temp_over_time=[59.8, 53.1, 51.8, 53.9] °C
+  power_trend=[17.3, 21.2, 23.5, 22.1] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.9] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335235. Recommended maintenance interval: 2 months. Recommended actions: pad replacement, fluid flush. 
+Maintenance Recommendations: pad replacement, fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=enhanced
+Output: Diagnostic ID=9fd0d70c-71c4-4475-880d-4d09560b13c0
+Vehicle Type: commercial
+System: air-brakes
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.44 ratio
+  operating-time=1604.66 hours
+Parameters:
+  efficiency=0.94 percent
+  load=88.10 percent
+  temperature=60.68 °C
+  power=28.38 kW
+  vibration=1.66 mm/s
+  health_index=96.22 percent
+Temporal Data:
+  temp_over_time=[48.7, 50.6, 48.8, 49.3, 52.5] °C
+  power_trend=[35.1, 25.9, 27.1, 30.8, 33.5] kW
+  performance_trend=[0.8, 0.9, 0.7, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335233. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=dual-clutch
+Output: Diagnostic ID=64694691-196d-4250-8bb8-60cc817423ce
+Vehicle Type: sedan
+System: transmission
+Configuration: dual-clutch
+Status: normal (level 1)
+Fault Code: P0741
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.71 ratio
+  torque=559.59 Nm
+  shift-time=0.32 seconds
+  fluid-temperature=82.96 °C
+Parameters:
+  efficiency=0.87 percent
+  load=59.24 percent
+  temperature=62.67 °C
+  power=38.10 kW
+  vibration=4.01 mm/s
+  health_index=74.65 percent
+Temporal Data:
+  temp_over_time=[85.3, 89.8, 76.6] °C
+  power_trend=[36.0, 38.2, 32.5] kW
+  performance_trend=[0.9, 0.9, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0741. Diagnostic scan performed at 1751287335247. Recommended maintenance interval: 5 months. Recommended actions: fluid change, filter replacement, clutch adjustment. 
+Maintenance Recommendations: fluid change, filter replacement, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=basic
+Output: Diagnostic ID=defe2c5f-f51e-47eb-8a6a-68097a125b8e
+Vehicle Type: sedan
+System: electrical
+Configuration: basic
+Status: normal (level 1)
+Fault Code: B1500
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.56 ratio
+  operating-time=9199.95 hours
+Parameters:
+  efficiency=0.90 percent
+  load=88.38 percent
+  temperature=38.87 °C
+  power=49.33 kW
+  vibration=3.50 mm/s
+  health_index=74.54 percent
+Sensors:
+  current=9.7 A
+  voltage=82.3 V
+Temporal Data:
+  temp_over_time=[34.3, 37.8, 37.9, 38.6, 32.5] °C
+  power_trend=[49.5, 40.4, 42.6, 41.3, 53.7] kW
+  performance_trend=[1.1, 0.9, 0.8, 0.9, 1.0] voltage_stability
+Notes: Observed symptoms: system failures. Diagnostic trouble code: B1500. Diagnostic scan performed at 1751287335249. Recommended maintenance interval: 12 months. Recommended actions: current draw test, voltage test. 
+Maintenance Recommendations: current draw test, voltage test
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=179fc64a-838f-4d02-8b67-4770978a1288
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: normal (level 1)
+Fault Code: P0741
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.93 ratio
+  torque=404.67 Nm
+  shift-time=0.15 seconds
+  fluid-temperature=62.92 °C
+Parameters:
+  efficiency=0.84 percent
+  load=99.40 percent
+  temperature=84.93 °C
+  power=21.84 kW
+  vibration=0.24 mm/s
+  health_index=78.01 percent
+Temporal Data:
+  temp_over_time=[70.5, 71.7, 70.1, 70.8] °C
+  power_trend=[18.9, 28.4, 16.7, 21.9] kW
+  performance_trend=[0.9, 1.0, 0.8, 1.1] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0741. Diagnostic scan performed at 1751287335249. Recommended maintenance interval: 11 months. Recommended actions: fluid change, seal inspection. 
+Maintenance Recommendations: fluid change, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=supercharged
+Output: Diagnostic ID=794f6644-2703-4add-9a20-76f5af68c817
+Vehicle Type: suv
+System: engine
+Configuration: supercharged
+Status: degraded (level 2)
+Fault Code: P0522
+Performance: 249.8 hp
+Material: steel
+Measurements:
+  oil-temperature=107.70 °C
+  oil-pressure=74.48 psi
+  compression=133.01 psi
+  rpm=2623.96 rpm
+Parameters:
+  efficiency=0.96 percent
+  load=11.65 percent
+  temperature=104.70 °C
+  power=176.75 hp
+  vibration=4.81 mm/s
+  health_index=65.23 percent
+Sensors:
+  oxygen_sensor=0.51 V
+  knock_sensor=423.5 mV
+  maf_sensor=1.10 g/s
+Temporal Data:
+  temp_over_time=[95.3, 106.1, 109.7, 94.6, 102.1, 104.8] °C
+  power_trend=[132.9, 155.3, 187.2, 131.2, 178.9, 218.9] hp
+  performance_trend=[262.6, 288.5, 288.9, 211.8, 229.1, 207.7] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335249. Recommended maintenance interval: 7 months. Recommended actions: oil change. 
+Maintenance Recommendations: oil change
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=drum
+Output: Diagnostic ID=367b290d-5fd5-4643-9d4c-a5d3b7b50d37
+Vehicle Type: suv
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.75 percent
+  rotor-thickness=22.62 mm
+  pad-thickness=7.29 mm
+  pressure=493.49 psi
+Parameters:
+  efficiency=0.76 percent
+  load=1.00 percent
+  temperature=45.92 °C
+  power=36.48 kW
+  vibration=3.10 mm/s
+  health_index=92.74 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.9 mm
+  pressure_sensor=1090.9 psi
+Temporal Data:
+  temp_over_time=[41.8, 45.0, 41.9, 43.2] °C
+  power_trend=[28.1, 35.9, 30.2, 46.8] kW
+  performance_trend=[1.1, 1.2, 0.9, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335233. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=standard
+Output: Diagnostic ID=737db615-ed96-4009-8991-5f95822fae04
+Vehicle Type: commercial
+System: emissions
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=3968.46 hours
+Parameters:
+  efficiency=0.85 percent
+  load=34.63 percent
+  temperature=64.20 °C
+  power=38.42 kW
+  vibration=4.48 mm/s
+  health_index=79.80 percent
+Temporal Data:
+  temp_over_time=[50.3, 48.6, 54.2, 55.7, 47.7, 52.3, 50.0] °C
+  power_trend=[38.3, 29.7, 35.2, 40.1, 40.0, 34.1, 39.8] kW
+  performance_trend=[1.0, 0.8, 0.9, 0.7, 0.8, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335233. Recommended maintenance interval: 10 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=standard
+Output: Diagnostic ID=34f496e1-78f3-4fa5-a572-4792be43e72f
+Vehicle Type: truck
+System: payload
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.41 ratio
+  operating-time=6000.98 hours
+Parameters:
+  efficiency=0.79 percent
+  load=14.99 percent
+  temperature=56.63 °C
+  power=24.57 kW
+  vibration=1.57 mm/s
+  health_index=81.82 percent
+Temporal Data:
+  temp_over_time=[53.0, 54.3, 52.8, 48.1] °C
+  power_trend=[24.8, 17.9, 27.5, 20.7] kW
+  performance_trend=[0.9, 0.7, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335233. Recommended maintenance interval: 5 months. Recommended actions: connector check, software update. 
+Maintenance Recommendations: connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=enhanced
+Output: Diagnostic ID=6cad9995-ef63-4e58-a19b-06aca8e5d297
+Vehicle Type: electric
+System: autonomous
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=9028.27 hours
+Parameters:
+  efficiency=0.80 percent
+  load=98.28 percent
+  temperature=44.98 °C
+  power=18.48 kW
+  vibration=3.53 mm/s
+  health_index=72.43 percent
+Temporal Data:
+  temp_over_time=[63.6, 67.3, 61.3, 73.4] °C
+  power_trend=[16.6, 17.2, 17.7, 17.6] kW
+  performance_trend=[0.7, 0.7, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335249. Recommended maintenance interval: 1 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=basic
+Output: Diagnostic ID=2dcc7064-0410-4aab-af89-c71d071af963
+Vehicle Type: commercial
+System: safety
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.88 ratio
+  operating-time=1776.43 hours
+Parameters:
+  efficiency=0.91 percent
+  load=53.86 percent
+  temperature=51.82 °C
+  power=32.92 kW
+  vibration=4.87 mm/s
+  health_index=92.57 percent
+Temporal Data:
+  temp_over_time=[62.6, 66.2, 65.6, 71.2, 63.3, 65.7, 64.2] °C
+  power_trend=[40.9, 30.2, 24.5, 38.6, 37.3, 28.4, 41.6] kW
+  performance_trend=[0.9, 1.0, 0.8, 1.0, 1.0, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335249. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=basic
+Output: Diagnostic ID=4bb4fd68-af49-4545-b1f4-52fb33dbf5a2
+Vehicle Type: suv
+System: climate
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.21 ratio
+  operating-time=1515.52 hours
+Parameters:
+  efficiency=0.81 percent
+  load=39.22 percent
+  temperature=23.12 °C
+  power=2.72 kW
+  vibration=4.30 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[33.1, 35.4, 31.3] °C
+  power_trend=[3.4, 2.5, 3.3] kW
+  performance_trend=[0.7, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335249. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=electro-hydraulic
+Output: Diagnostic ID=79317231-5457-497c-a65f-633306fece17
+Vehicle Type: sedan
+System: brakes
+Configuration: electro-hydraulic
+Status: normal (level 1)
+Fault Code: C0070
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=3.88 percent
+  rotor-thickness=12.22 mm
+  pad-thickness=4.87 mm
+  pressure=242.82 psi
+Parameters:
+  efficiency=0.91 percent
+  load=38.81 percent
+  temperature=61.81 °C
+  power=35.29 kW
+  vibration=3.38 mm/s
+  health_index=76.52 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=4.3 mm
+  pressure_sensor=659.4 psi
+Temporal Data:
+  temp_over_time=[50.2, 44.5, 48.4, 47.7] °C
+  power_trend=[39.7, 29.5, 40.3, 33.3] kW
+  performance_trend=[0.8, 0.9, 1.1, 1.0] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0070. Diagnostic scan performed at 1751287335247. Recommended maintenance interval: 10 months. Recommended actions: caliper inspection. 
+Maintenance Recommendations: caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=optimized
+Output: Diagnostic ID=48c8f348-e69b-4e5a-a7e9-79a08dc1a232
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=6062.02 hours
+Parameters:
+  efficiency=1.00 percent
+  load=66.34 percent
+  temperature=56.19 °C
+  power=45.45 kW
+  vibration=0.27 mm/s
+  health_index=75.17 percent
+Temporal Data:
+  temp_over_time=[49.9, 55.8, 51.2, 51.1, 57.7] °C
+  power_trend=[53.1, 31.8, 54.7, 43.4, 33.1] kW
+  performance_trend=[0.8, 0.8, 0.7, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335247. Recommended maintenance interval: 2 months. Recommended actions: software update, system inspection, connector check. 
+Maintenance Recommendations: software update, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=manual
+Output: Diagnostic ID=995abfff-d9b8-48a2-a447-fba5c63c7891
+Vehicle Type: commercial
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.77 ratio
+  torque=489.55 Nm
+  shift-time=0.30 seconds
+  fluid-temperature=95.33 °C
+Parameters:
+  efficiency=0.93 percent
+  load=8.43 percent
+  temperature=67.15 °C
+  power=12.97 kW
+  vibration=1.61 mm/s
+  health_index=98.63 percent
+Temporal Data:
+  temp_over_time=[75.2, 69.1, 74.1, 72.0, 74.8] °C
+  power_trend=[11.4, 14.0, 12.9, 11.2, 15.6] kW
+  performance_trend=[0.9, 0.8, 1.0, 1.0, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335247. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=off-road
+Output: Diagnostic ID=4b88f5bb-e049-4c89-8b33-faa4f49023ff
+Vehicle Type: motorcycle
+System: suspension
+Configuration: off-road
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 0.9 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=8135.67 hours
+Parameters:
+  efficiency=0.96 percent
+  load=7.21 percent
+  temperature=64.63 °C
+  power=26.62 kW
+  vibration=0.25 mm/s
+  health_index=68.50 percent
+Temporal Data:
+  temp_over_time=[56.5, 51.0, 53.3, 57.3] °C
+  power_trend=[20.7, 21.1, 21.9, 29.4] kW
+  performance_trend=[0.8, 1.0, 0.9, 0.7] damping_ratio
+Notes: Observed symptoms: leaking fluid. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335247. Recommended maintenance interval: 4 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=standard
+Output: Diagnostic ID=0e395a9f-4f31-4eee-8895-a153015ad20e
+Vehicle Type: electric
+System: motor
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.33 ratio
+  operating-time=4825.56 hours
+Parameters:
+  efficiency=0.98 percent
+  load=80.14 percent
+  temperature=53.35 °C
+  power=127.88 kW
+  vibration=1.74 mm/s
+  health_index=75.25 percent
+Sensors:
+  voltage_ripple=1.99 V
+  temperature=93.5 °C
+  current_draw=125.6 A
+Temporal Data:
+  temp_over_time=[40.5, 43.6, 44.5, 45.1, 41.5, 45.1, 40.4] °C
+  power_trend=[109.5, 115.2, 105.4, 151.6, 159.2, 163.2, 90.5] kW
+  performance_trend=[0.6, 0.8, 0.8, 0.8, 0.7, 0.6, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335247. Recommended maintenance interval: 9 months. Recommended actions: software update, diagnostic scan. 
+Maintenance Recommendations: software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=carbon-ceramic
+Output: Diagnostic ID=c10dcc66-231d-497f-a3f0-77f992200fcd
+Vehicle Type: motorcycle
+System: brakes
+Configuration: carbon-ceramic
+Status: critical (level 4)
+Fault Code: C0050
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=3.92 percent
+  rotor-thickness=26.01 mm
+  pad-thickness=7.93 mm
+  pressure=323.20 psi
+Parameters:
+  efficiency=0.87 percent
+  load=47.58 percent
+  temperature=46.04 °C
+  power=31.46 kW
+  vibration=4.62 mm/s
+  health_index=37.07 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.9 mm
+  pressure_sensor=881.0 psi
+Temporal Data:
+  temp_over_time=[62.2, 66.7, 65.4, 59.8, 65.8, 68.7] °C
+  power_trend=[29.6, 25.8, 27.5, 37.7, 23.8, 40.2] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.8, 0.9, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335253. Recommended maintenance interval: 8 months. Recommended actions: pad replacement. 
+Maintenance Recommendations: pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=rotary
+Output: Diagnostic ID=749c9461-ea23-4455-b1fe-ed8320d0dd48
+Vehicle Type: suv
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 430.0 hp
+Material: steel
+Measurements:
+  oil-temperature=100.61 °C
+  oil-pressure=53.35 psi
+  compression=136.26 psi
+  rpm=5393.03 rpm
+Parameters:
+  efficiency=1.00 percent
+  load=29.48 percent
+  temperature=110.56 °C
+  power=316.12 hp
+  vibration=2.54 mm/s
+  health_index=92.11 percent
+Sensors:
+  oxygen_sensor=0.41 V
+  knock_sensor=335.4 mV
+  maf_sensor=1.48 g/s
+Temporal Data:
+  temp_over_time=[112.4, 115.2, 106.3, 111.8, 117.7, 117.4] °C
+  power_trend=[404.3, 399.9, 250.6, 232.6, 238.1, 377.5] hp
+  performance_trend=[461.4, 464.7, 369.0, 391.9, 459.0, 415.0] hp
+Notes: Diagnostic scan performed at 1751287335245. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=optimized
+Output: Diagnostic ID=eecfd233-1e98-4807-a5e4-0bc31e9986f5
+Vehicle Type: motorcycle
+System: electrical
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: steel
+Measurements:
+  wear-level=0.18 ratio
+  operating-time=3973.10 hours
+Parameters:
+  efficiency=0.84 percent
+  load=30.80 percent
+  temperature=42.81 °C
+  power=47.15 kW
+  vibration=4.86 mm/s
+  health_index=94.99 percent
+Sensors:
+  current=24.0 A
+  voltage=142.5 V
+Temporal Data:
+  temp_over_time=[34.6, 30.0, 30.3, 35.3, 29.9, 31.7, 31.2] °C
+  power_trend=[33.1, 47.9, 43.1, 36.7, 38.4, 46.0, 55.3] kW
+  performance_trend=[1.0, 1.1, 0.8, 0.9, 1.0, 1.1, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335245. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=cvt
+Output: Diagnostic ID=5059e882-4408-4eb6-ab40-78c2b55c6507
+Vehicle Type: motorcycle
+System: transmission
+Configuration: cvt
+Status: normal (level 1)
+Fault Code: P0700
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.99 ratio
+  torque=548.61 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=86.72 °C
+Parameters:
+  efficiency=0.77 percent
+  load=79.83 percent
+  temperature=77.64 °C
+  power=42.73 kW
+  vibration=0.47 mm/s
+  health_index=76.89 percent
+Temporal Data:
+  temp_over_time=[62.8, 55.3, 64.1, 61.2, 61.0, 63.0, 60.6] °C
+  power_trend=[53.8, 40.2, 52.6, 54.9, 54.0, 33.4, 48.6] kW
+  performance_trend=[1.1, 0.8, 0.8, 0.8, 0.9, 0.9, 1.1] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335244. Recommended maintenance interval: 4 months. Recommended actions: shift solenoid check. 
+Maintenance Recommendations: shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=carbon-ceramic
+Output: Diagnostic ID=5764832f-f047-41a7-aec0-fa247b955907
+Vehicle Type: motorcycle
+System: brakes
+Configuration: carbon-ceramic
+Status: normal (level 1)
+Fault Code: C0040
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=0.98 percent
+  rotor-thickness=22.36 mm
+  pad-thickness=9.52 mm
+  pressure=677.07 psi
+Parameters:
+  efficiency=0.84 percent
+  load=40.93 percent
+  temperature=68.85 °C
+  power=14.00 kW
+  vibration=1.07 mm/s
+  health_index=74.05 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=4.7 mm
+  pressure_sensor=1713.6 psi
+Temporal Data:
+  temp_over_time=[62.9, 58.9, 59.9, 61.4, 67.1, 65.6] °C
+  power_trend=[13.0, 15.3, 11.9, 15.0, 14.1, 12.1] kW
+  performance_trend=[0.9, 0.9, 1.1, 1.0, 1.2, 1.1] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0040. Diagnostic scan performed at 1751287335242. Recommended maintenance interval: 12 months. Recommended actions: rotor resurfacing, parking brake adjustment. 
+Maintenance Recommendations: rotor resurfacing, parking brake adjustment
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=performance
+Output: Diagnostic ID=5bcaa1d1-5784-4939-815a-32a1496d5be1
+Vehicle Type: suv
+System: towing
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.33 ratio
+  operating-time=6170.92 hours
+Parameters:
+  efficiency=0.81 percent
+  load=35.03 percent
+  temperature=49.83 °C
+  power=13.72 kW
+  vibration=4.49 mm/s
+  health_index=83.87 percent
+Temporal Data:
+  temp_over_time=[70.3, 72.7, 72.9, 66.8, 71.0, 70.7] °C
+  power_trend=[11.0, 10.1, 14.2, 13.1, 14.1, 12.9] kW
+  performance_trend=[0.8, 0.9, 0.9, 1.0, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335242. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=drum
+Output: Diagnostic ID=6e95f131-de62-4391-bb74-a448160adc84
+Vehicle Type: truck
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.22 percent
+  rotor-thickness=26.84 mm
+  pad-thickness=7.81 mm
+  pressure=351.66 psi
+Parameters:
+  efficiency=0.97 percent
+  load=50.46 percent
+  temperature=44.37 °C
+  power=25.15 kW
+  vibration=2.39 mm/s
+  health_index=92.87 percent
+Sensors:
+  abs_status=active
+  wear_sensor=4.8 mm
+  pressure_sensor=654.7 psi
+Temporal Data:
+  temp_over_time=[49.5, 42.2, 44.6] °C
+  power_trend=[24.6, 27.4, 27.3] kW
+  performance_trend=[0.8, 1.1, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335254. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=basic
+Output: Diagnostic ID=cff7baf3-ce52-4d04-869f-bb36c5ea557b
+Vehicle Type: electric
+System: motor
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=3875.46 hours
+Parameters:
+  efficiency=0.87 percent
+  load=2.31 percent
+  temperature=58.62 °C
+  power=134.86 kW
+  vibration=4.59 mm/s
+  health_index=98.88 percent
+Sensors:
+  voltage_ripple=2.40 V
+  temperature=43.9 °C
+  current_draw=183.5 A
+Temporal Data:
+  temp_over_time=[67.2, 64.2, 70.5, 72.5, 69.3] °C
+  power_trend=[116.0, 148.8, 115.2, 121.9, 128.9] kW
+  performance_trend=[1.1, 1.1, 1.1, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335256. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=basic
+Output: Diagnostic ID=06fdc1d2-8600-4b45-b835-8567c764b882
+Vehicle Type: suv
+System: 4wd
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=591.07 hours
+Parameters:
+  efficiency=0.78 percent
+  load=16.23 percent
+  temperature=51.75 °C
+  power=23.79 kW
+  vibration=3.16 mm/s
+  health_index=99.97 percent
+Temporal Data:
+  temp_over_time=[54.3, 48.2, 48.1, 46.7] °C
+  power_trend=[24.8, 30.3, 23.2, 17.4] kW
+  performance_trend=[0.7, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335256. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automatic
+Output: Diagnostic ID=f66c3b91-653a-4625-b296-260fd6d057b2
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.83 ratio
+  torque=151.29 Nm
+  shift-time=0.15 seconds
+  fluid-temperature=62.67 °C
+Parameters:
+  efficiency=0.85 percent
+  load=30.84 percent
+  temperature=69.94 °C
+  power=18.86 kW
+  vibration=0.04 mm/s
+  health_index=85.48 percent
+Temporal Data:
+  temp_over_time=[73.7, 64.8, 76.2, 74.5, 65.6] °C
+  power_trend=[16.9, 20.0, 13.3, 21.8, 17.7] kW
+  performance_trend=[1.0, 0.7, 0.8, 1.0, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335242. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=performance
+Output: Diagnostic ID=55be7242-826e-48b0-adb1-99bdbc03a0f1
+Vehicle Type: commercial
+System: safety
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.46 ratio
+  operating-time=869.86 hours
+Parameters:
+  efficiency=0.75 percent
+  load=49.50 percent
+  temperature=65.87 °C
+  power=21.87 kW
+  vibration=2.57 mm/s
+  health_index=91.48 percent
+Temporal Data:
+  temp_over_time=[42.5, 45.5, 44.9, 45.8, 39.0] °C
+  power_trend=[23.2, 24.6, 16.3, 22.1, 25.1] kW
+  performance_trend=[0.8, 1.0, 0.8, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335242. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=drum
+Output: Diagnostic ID=37953943-9470-4a30-8d26-7c37a41684d2
+Vehicle Type: motorcycle
+System: brakes
+Configuration: drum
+Status: normal (level 1)
+Fault Code: C0040
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=3.87 percent
+  rotor-thickness=17.59 mm
+  pad-thickness=11.41 mm
+  pressure=973.67 psi
+Parameters:
+  efficiency=0.75 percent
+  load=42.61 percent
+  temperature=43.67 °C
+  power=30.50 kW
+  vibration=4.09 mm/s
+  health_index=75.94 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.7 mm
+  pressure_sensor=1711.9 psi
+Temporal Data:
+  temp_over_time=[65.7, 60.6, 64.2, 63.9, 65.2, 65.5, 63.9] °C
+  power_trend=[27.9, 35.4, 25.8, 29.7, 29.3, 35.7, 23.3] kW
+  performance_trend=[1.0, 1.2, 0.8, 0.9, 1.2, 0.8, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0040. Diagnostic scan performed at 1751287335256. Recommended maintenance interval: 5 months. Recommended actions: rotor resurfacing. 
+Maintenance Recommendations: rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=54b65484-0e80-4d22-9dc8-b95a45e59063
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: steel
+Measurements:
+  wear-level=0.12 ratio
+  operating-time=252.53 hours
+Parameters:
+  efficiency=0.76 percent
+  load=51.24 percent
+  temperature=48.62 °C
+  power=20.72 kW
+  vibration=3.76 mm/s
+  health_index=92.79 percent
+Sensors:
+  current=24.6 A
+  voltage=117.5 V
+Temporal Data:
+  temp_over_time=[43.7, 45.1, 41.7, 45.6, 43.8, 42.1, 42.3] °C
+  power_trend=[21.6, 16.6, 19.0, 15.6, 24.0, 26.2, 17.8] kW
+  performance_trend=[1.1, 1.1, 0.8, 1.2, 1.0, 0.9, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335256. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automatic
+Output: Diagnostic ID=08b4a422-8a39-4aea-a829-a0c6bbfcbfac
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automatic
+Status: degraded (level 2)
+Fault Code: P0741
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.94 ratio
+  torque=550.96 Nm
+  shift-time=0.11 seconds
+  fluid-temperature=70.25 °C
+Parameters:
+  efficiency=0.85 percent
+  load=50.15 percent
+  temperature=87.90 °C
+  power=26.00 kW
+  vibration=1.87 mm/s
+  health_index=56.91 percent
+Temporal Data:
+  temp_over_time=[63.6, 58.3, 61.3, 59.3, 68.2] °C
+  power_trend=[31.5, 28.8, 22.6, 28.0, 30.8] kW
+  performance_trend=[1.1, 0.9, 0.8, 1.0, 1.1] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0741. Diagnostic scan performed at 1751287335254. Recommended maintenance interval: 6 months. Recommended actions: fluid change, seal inspection. 
+Maintenance Recommendations: fluid change, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=solid-state
+Output: Diagnostic ID=f0215b3c-463f-4f95-a06b-7488ab219bd5
+Vehicle Type: hybrid
+System: battery
+Configuration: solid-state
+Status: optimal (level 0)
+Performance: 303.9 kWh
+Material: polymer
+Measurements:
+  current=221.60 amps
+  state-of-charge=34.39 percent
+  voltage=315.52 volts
+  capacity=83.98 percent
+Parameters:
+  efficiency=0.99 percent
+  load=43.88 percent
+  temperature=42.10 °C
+  power=103.39 kW
+  vibration=3.20 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=2.6 L/min
+  cell_voltage=4.06 V
+  insulation=64.1 MΩ
+Temporal Data:
+  temp_over_time=[23.3, 24.8, 26.4, 27.2, 23.8, 25.7] °C
+  power_trend=[94.3, 130.1, 97.6, 126.9, 91.3, 82.2] kW
+  performance_trend=[248.2, 326.8, 250.5, 250.4, 305.5, 247.1] kWh
+Notes: Diagnostic scan performed at 1751287335258. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=performance
+Output: Diagnostic ID=1b1ace4d-5a42-4d52-a477-3e8e74e4b799
+Vehicle Type: electric
+System: charging
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=8391.97 hours
+Parameters:
+  efficiency=0.94 percent
+  load=74.66 percent
+  temperature=41.23 °C
+  power=47.65 kW
+  vibration=3.00 mm/s
+  health_index=77.50 percent
+Temporal Data:
+  temp_over_time=[43.2, 39.0, 38.2] °C
+  power_trend=[44.5, 59.5, 59.7] kW
+  performance_trend=[0.8, 1.2, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335258. Recommended maintenance interval: 1 months. Recommended actions: diagnostic scan, system inspection. 
+Maintenance Recommendations: diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=f207ba53-7c51-4307-bff3-29f0c8da1334
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.59 ratio
+  operating-time=3593.65 hours
+Parameters:
+  efficiency=0.89 percent
+  load=69.57 percent
+  temperature=37.81 °C
+  power=5.35 kW
+  vibration=1.56 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[22.6, 20.9, 21.8, 21.6] °C
+  power_trend=[4.1, 6.3, 5.6, 4.5] kW
+  performance_trend=[0.7, 1.0, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335254. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=d880b8e4-5959-4c0c-ab30-e2d0e904aff9
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.87 ratio
+  operating-time=2949.81 hours
+Parameters:
+  efficiency=0.89 percent
+  load=46.54 percent
+  temperature=49.08 °C
+  power=11.15 kW
+  vibration=4.93 mm/s
+  health_index=87.27 percent
+Temporal Data:
+  temp_over_time=[49.6, 54.9, 54.9, 52.5, 50.9, 46.7] °C
+  power_trend=[13.1, 11.1, 10.0, 14.2, 7.8, 8.0] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.9, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335254. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=performance
+Output: Diagnostic ID=72f1248e-e7f1-4b54-bd59-44042f9fddc2
+Vehicle Type: electric
+System: electronics
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.33 ratio
+  operating-time=8932.56 hours
+Parameters:
+  efficiency=0.84 percent
+  load=98.49 percent
+  temperature=44.02 °C
+  power=24.40 kW
+  vibration=2.41 mm/s
+  health_index=85.73 percent
+Sensors:
+  current=24.3 A
+  voltage=68.3 V
+Temporal Data:
+  temp_over_time=[47.8, 47.8, 54.8, 52.2, 48.1] °C
+  power_trend=[19.2, 30.3, 19.4, 27.8, 31.4] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.8, 1.0] performance_index
+Notes: Observed symptoms: system failures. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335254. Recommended maintenance interval: 8 months. Recommended actions: diagnostic scan, system inspection, software update. 
+Maintenance Recommendations: diagnostic scan, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=standard
+Output: Diagnostic ID=3966bcb2-3ce6-4c35-afde-53aed28a4db1
+Vehicle Type: hybrid
+System: electronics
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=7327.85 hours
+Parameters:
+  efficiency=0.76 percent
+  load=97.20 percent
+  temperature=45.05 °C
+  power=20.84 kW
+  vibration=0.94 mm/s
+  health_index=63.36 percent
+Sensors:
+  current=28.6 A
+  voltage=67.5 V
+Temporal Data:
+  temp_over_time=[44.5, 49.3, 50.7, 44.8, 47.5, 47.8, 42.9] °C
+  power_trend=[20.0, 17.5, 18.9, 23.9, 24.7, 18.1, 20.6] kW
+  performance_trend=[0.6, 0.9, 0.7, 0.6, 0.8, 0.7, 0.9] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335260. Recommended maintenance interval: 1 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=standard
+Output: Diagnostic ID=18ee134f-7ab0-442b-be53-7c11766acaa1
+Vehicle Type: truck
+System: exhaust
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.43 ratio
+  operating-time=333.05 hours
+Parameters:
+  efficiency=0.91 percent
+  load=0.75 percent
+  temperature=47.30 °C
+  power=10.60 kW
+  vibration=4.46 mm/s
+  health_index=66.12 percent
+Temporal Data:
+  temp_over_time=[65.5, 63.5, 60.6, 60.4, 61.3] °C
+  power_trend=[8.5, 12.8, 9.2, 7.8, 11.4] kW
+  performance_trend=[0.8, 0.7, 1.0, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335261. Recommended maintenance interval: 6 months. Recommended actions: software update, diagnostic scan, connector check. 
+Maintenance Recommendations: software update, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=standard
+Output: Diagnostic ID=ec0153cd-fc61-47b8-94bf-4469b7caa463
+Vehicle Type: motorcycle
+System: electrical
+Configuration: standard
+Status: normal (level 1)
+Fault Code: B1200
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.74 ratio
+  operating-time=6289.98 hours
+Parameters:
+  efficiency=0.99 percent
+  load=24.10 percent
+  temperature=47.56 °C
+  power=47.28 kW
+  vibration=3.51 mm/s
+  health_index=80.56 percent
+Sensors:
+  current=12.5 A
+  voltage=83.9 V
+Temporal Data:
+  temp_over_time=[27.7, 29.4, 30.2, 30.9] °C
+  power_trend=[51.5, 50.9, 53.2, 59.1] kW
+  performance_trend=[0.9, 1.0, 1.0, 1.2] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1200. Diagnostic scan performed at 1751287335262. Recommended maintenance interval: 4 months. Recommended actions: ground check. 
+Maintenance Recommendations: ground check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=optimized
+Output: Diagnostic ID=ae3439a6-1036-44cc-81c8-ea5732bb0267
+Vehicle Type: hybrid
+System: regenerative
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=2397.88 hours
+Parameters:
+  efficiency=0.88 percent
+  load=7.61 percent
+  temperature=52.66 °C
+  power=33.90 kW
+  vibration=4.68 mm/s
+  health_index=91.54 percent
+Temporal Data:
+  temp_over_time=[54.3, 52.1, 52.4, 50.7, 51.7, 49.3] °C
+  power_trend=[32.5, 24.4, 26.0, 38.5, 33.0, 30.4] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.8, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335262. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=optimized
+Output: Diagnostic ID=0a442307-d330-4a14-8c28-216e90a7680b
+Vehicle Type: hybrid
+System: regenerative
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.16 ratio
+  operating-time=597.35 hours
+Parameters:
+  efficiency=0.95 percent
+  load=50.43 percent
+  temperature=50.71 °C
+  power=47.04 kW
+  vibration=3.12 mm/s
+  health_index=75.16 percent
+Temporal Data:
+  temp_over_time=[61.4, 53.6, 55.5, 59.6] °C
+  power_trend=[42.5, 53.0, 37.4, 54.4] kW
+  performance_trend=[0.8, 1.0, 1.2, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335262. Recommended maintenance interval: 8 months. Recommended actions: diagnostic scan, software update, system inspection. 
+Maintenance Recommendations: diagnostic scan, software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=adaptive
+Output: Diagnostic ID=62ebfa3c-d276-4be0-8cdf-ecd7024b82a3
+Vehicle Type: sedan
+System: suspension
+Configuration: adaptive
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.46 ratio
+  operating-time=3971.27 hours
+Parameters:
+  efficiency=0.95 percent
+  load=64.43 percent
+  temperature=67.80 °C
+  power=35.49 kW
+  vibration=4.24 mm/s
+  health_index=71.03 percent
+Temporal Data:
+  temp_over_time=[52.3, 51.7, 52.8, 54.3] °C
+  power_trend=[39.4, 38.5, 36.1, 41.9] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.7] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335262. Recommended maintenance interval: 8 months. Recommended actions: software update, system inspection, connector check. 
+Maintenance Recommendations: software update, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=drum
+Output: Diagnostic ID=18343ad6-a24d-4001-aca7-e31150d51065
+Vehicle Type: truck
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=3.02 percent
+  rotor-thickness=24.18 mm
+  pad-thickness=11.70 mm
+  pressure=983.88 psi
+Parameters:
+  efficiency=0.76 percent
+  load=50.94 percent
+  temperature=46.60 °C
+  power=39.98 kW
+  vibration=1.84 mm/s
+  health_index=92.17 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.3 mm
+  pressure_sensor=911.2 psi
+Temporal Data:
+  temp_over_time=[68.1, 62.5, 68.2, 66.4] °C
+  power_trend=[40.8, 34.1, 44.7, 50.9] kW
+  performance_trend=[0.8, 1.1, 0.8, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335263. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=lithium-ion
+Output: Diagnostic ID=630334eb-6e96-4746-a3fc-f2b34fbe413a
+Vehicle Type: electric
+System: battery
+Configuration: lithium-ion
+Status: optimal (level 0)
+Performance: 159.2 kWh
+Material: nickel-metal
+Measurements:
+  current=126.30 amps
+  state-of-charge=24.67 percent
+  voltage=664.84 volts
+  capacity=81.08 percent
+Parameters:
+  efficiency=0.90 percent
+  load=11.40 percent
+  temperature=42.04 °C
+  power=390.28 kW
+  vibration=3.81 mm/s
+  health_index=94.89 percent
+Sensors:
+  coolant_flow=1.7 L/min
+  cell_voltage=3.29 V
+  insulation=48.3 MΩ
+Temporal Data:
+  temp_over_time=[45.6, 44.7, 49.4, 43.4, 48.9, 49.7, 46.1] °C
+  power_trend=[507.2, 480.5, 330.2, 447.0, 480.6, 349.2, 320.3] kW
+  performance_trend=[152.0, 143.4, 144.8, 147.2, 184.3, 143.0, 134.1] kWh
+Notes: Diagnostic scan performed at 1751287335263. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=optimized
+Output: Diagnostic ID=5224328e-18ee-40d4-b0d6-01615b84b226
+Vehicle Type: truck
+System: hydraulics
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=6978.52 hours
+Parameters:
+  efficiency=0.87 percent
+  load=84.66 percent
+  temperature=49.35 °C
+  power=34.40 kW
+  vibration=1.48 mm/s
+  health_index=85.11 percent
+Temporal Data:
+  temp_over_time=[56.3, 49.8, 56.8, 55.3, 49.2] °C
+  power_trend=[37.5, 29.3, 28.7, 40.4, 29.4] kW
+  performance_trend=[0.8, 0.8, 0.8, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335264. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=optimized
+Output: Diagnostic ID=12a5b743-e1cc-4392-b68e-907ab856acec
+Vehicle Type: suv
+System: 4wd
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=5718.02 hours
+Parameters:
+  efficiency=0.91 percent
+  load=72.47 percent
+  temperature=64.89 °C
+  power=46.57 kW
+  vibration=2.59 mm/s
+  health_index=97.53 percent
+Temporal Data:
+  temp_over_time=[54.7, 48.2, 53.5, 56.8, 48.8, 53.1, 48.6] °C
+  power_trend=[52.4, 59.5, 58.7, 33.7, 37.5, 47.6, 59.6] kW
+  performance_trend=[1.0, 0.9, 1.0, 0.9, 1.0, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335264. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=turbo
+Output: Diagnostic ID=61837f52-30a0-4139-b7fc-cffabb9f46eb
+Vehicle Type: hybrid
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 538.8 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=104.89 °C
+  oil-pressure=30.03 psi
+  compression=140.28 psi
+  rpm=5900.71 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=8.73 percent
+  temperature=87.02 °C
+  power=421.46 hp
+  vibration=4.86 mm/s
+  health_index=96.12 percent
+Sensors:
+  oxygen_sensor=0.63 V
+  knock_sensor=175.5 mV
+  maf_sensor=10.77 g/s
+Temporal Data:
+  temp_over_time=[120.6, 108.8, 120.8, 113.7, 124.8, 114.3, 113.7] °C
+  power_trend=[344.2, 433.5, 300.1, 466.9, 301.0, 512.3, 539.7] hp
+  performance_trend=[578.6, 465.1, 559.7, 587.6, 554.9, 542.5, 519.5] hp
+Notes: Diagnostic scan performed at 1751287335265. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=enhanced
+Output: Diagnostic ID=f9213d45-29f8-4003-8d79-ee3cf83b35ea
+Vehicle Type: suv
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.75 ratio
+  operating-time=7581.92 hours
+Parameters:
+  efficiency=0.88 percent
+  load=79.35 percent
+  temperature=14.65 °C
+  power=1.44 kW
+  vibration=1.19 mm/s
+  health_index=95.74 percent
+Temporal Data:
+  temp_over_time=[34.6, 34.7, 35.2, 33.0] °C
+  power_trend=[1.2, 1.6, 1.4, 1.4] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335265. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=performance
+Output: Diagnostic ID=a59ef1b8-cf0b-4f2c-bb61-44fbbc4d2a84
+Vehicle Type: sedan
+System: electrical
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.76 ratio
+  operating-time=4929.63 hours
+Parameters:
+  efficiency=0.83 percent
+  load=99.05 percent
+  temperature=49.49 °C
+  power=46.87 kW
+  vibration=3.26 mm/s
+  health_index=99.40 percent
+Sensors:
+  current=28.0 A
+  voltage=243.3 V
+Temporal Data:
+  temp_over_time=[33.8, 32.1, 37.1] °C
+  power_trend=[51.0, 44.9, 47.9] kW
+  performance_trend=[1.1, 0.9, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335265. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=basic
+Output: Diagnostic ID=36dec9a7-217f-454b-b67e-7b69b3e4a2f4
+Vehicle Type: suv
+System: 4wd
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.84 ratio
+  operating-time=8924.50 hours
+Parameters:
+  efficiency=0.81 percent
+  load=39.82 percent
+  temperature=47.82 °C
+  power=71.58 kW
+  vibration=2.93 mm/s
+  health_index=99.22 percent
+Temporal Data:
+  temp_over_time=[44.3, 45.3, 44.0] °C
+  power_trend=[74.3, 93.0, 73.0] kW
+  performance_trend=[0.8, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335265. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=0c2d38f9-4b5d-4dac-9b02-8e84fa57bd7b
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.01 percent
+  rotor-thickness=26.70 mm
+  pad-thickness=8.58 mm
+  pressure=496.27 psi
+Parameters:
+  efficiency=0.97 percent
+  load=75.87 percent
+  temperature=53.83 °C
+  power=11.06 kW
+  vibration=2.58 mm/s
+  health_index=96.70 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.4 mm
+  pressure_sensor=1913.6 psi
+Temporal Data:
+  temp_over_time=[53.5, 55.7, 57.9, 57.3, 56.7] °C
+  power_trend=[9.1, 9.2, 13.1, 10.5, 13.7] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.8, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335254. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=off-road
+Output: Diagnostic ID=4ade464a-8a13-4508-8d81-81e4a7291fcb
+Vehicle Type: sedan
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=8386.97 hours
+Parameters:
+  efficiency=0.82 percent
+  load=28.81 percent
+  temperature=69.63 °C
+  power=19.02 kW
+  vibration=4.59 mm/s
+  health_index=95.42 percent
+Temporal Data:
+  temp_over_time=[66.4, 69.4, 60.8] °C
+  power_trend=[22.6, 24.0, 22.4] kW
+  performance_trend=[0.7, 0.7, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335266. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=standard
+Output: Diagnostic ID=b4850ba6-2170-4a9a-ad72-bef7aa361a87
+Vehicle Type: motorcycle
+System: cooling
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.39 ratio
+  operating-time=5070.06 hours
+Parameters:
+  efficiency=0.95 percent
+  load=59.45 percent
+  temperature=57.03 °C
+  power=38.67 kW
+  vibration=3.51 mm/s
+  health_index=85.35 percent
+Temporal Data:
+  temp_over_time=[75.2, 74.4, 71.5, 71.9] °C
+  power_trend=[47.9, 35.8, 30.4, 40.8] kW
+  performance_trend=[0.9, 0.9, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335253. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=turbo
+Output: Diagnostic ID=2f4274f1-a790-4984-8956-26de2c4a9b13
+Vehicle Type: hybrid
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 321.0 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=88.89 °C
+  oil-pressure=36.59 psi
+  compression=130.67 psi
+  rpm=5616.23 rpm
+Parameters:
+  efficiency=0.79 percent
+  load=30.57 percent
+  temperature=104.90 °C
+  power=338.89 hp
+  vibration=4.31 mm/s
+  health_index=85.51 percent
+Sensors:
+  oxygen_sensor=0.58 V
+  knock_sensor=400.6 mV
+  maf_sensor=5.24 g/s
+Temporal Data:
+  temp_over_time=[116.6, 108.8, 120.3, 120.2, 109.8, 125.7] °C
+  power_trend=[427.8, 239.0, 383.9, 379.7, 368.3, 405.7] hp
+  performance_trend=[369.9, 365.7, 318.9, 257.0, 267.1, 258.5] hp
+Notes: Diagnostic scan performed at 1751287335253. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=standard
+Output: Diagnostic ID=a61a9bba-4a60-493f-8be3-82cf0465b692
+Vehicle Type: electric
+System: autonomous
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.50 ratio
+  operating-time=1329.89 hours
+Parameters:
+  efficiency=0.86 percent
+  load=10.76 percent
+  temperature=60.23 °C
+  power=19.17 kW
+  vibration=1.72 mm/s
+  health_index=86.30 percent
+Temporal Data:
+  temp_over_time=[66.4, 62.2, 63.7, 63.0] °C
+  power_trend=[14.2, 17.8, 14.2, 22.6] kW
+  performance_trend=[0.6, 0.6, 0.7, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335253. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=enhanced
+Output: Diagnostic ID=2daacbe7-6170-40c1-9a3a-4a2a6428332d
+Vehicle Type: motorcycle
+System: cooling
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.12 ratio
+  operating-time=8057.99 hours
+Parameters:
+  efficiency=0.81 percent
+  load=80.93 percent
+  temperature=45.10 °C
+  power=14.98 kW
+  vibration=1.73 mm/s
+  health_index=86.13 percent
+Temporal Data:
+  temp_over_time=[53.8, 57.0, 59.9, 55.0] °C
+  power_trend=[18.7, 16.1, 13.0, 15.6] kW
+  performance_trend=[0.8, 1.0, 1.1, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335251. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=standard
+Output: Diagnostic ID=edd6f65b-aaec-47e5-b985-24ae55f553ff
+Vehicle Type: motorcycle
+System: cooling
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=6113.29 hours
+Parameters:
+  efficiency=0.84 percent
+  load=89.61 percent
+  temperature=52.32 °C
+  power=21.39 kW
+  vibration=2.39 mm/s
+  health_index=93.96 percent
+Temporal Data:
+  temp_over_time=[54.4, 57.5, 56.7] °C
+  power_trend=[24.0, 22.1, 22.3] kW
+  performance_trend=[0.9, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335251. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=a9e478ac-52c5-4cc6-89aa-e591e26860c9
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.93 ratio
+  operating-time=9565.98 hours
+Parameters:
+  efficiency=0.87 percent
+  load=75.15 percent
+  temperature=61.71 °C
+  power=143.04 kW
+  vibration=1.88 mm/s
+  health_index=79.09 percent
+Sensors:
+  voltage_ripple=4.31 V
+  temperature=45.5 °C
+  current_draw=206.4 A
+Temporal Data:
+  temp_over_time=[40.1, 47.5, 46.4, 45.4] °C
+  power_trend=[167.2, 135.8, 168.2, 128.0] kW
+  performance_trend=[0.8, 0.9, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335268. Recommended maintenance interval: 7 months. Recommended actions: diagnostic scan, system inspection. 
+Maintenance Recommendations: diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=dual-clutch
+Output: Diagnostic ID=693346fe-b2d2-4682-9e41-fda7a8a1ce8b
+Vehicle Type: truck
+System: transmission
+Configuration: dual-clutch
+Status: degraded (level 2)
+Fault Code: P0741
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.99 ratio
+  torque=477.77 Nm
+  shift-time=0.10 seconds
+  fluid-temperature=82.65 °C
+Parameters:
+  efficiency=0.84 percent
+  load=35.67 percent
+  temperature=71.34 °C
+  power=16.00 kW
+  vibration=4.69 mm/s
+  health_index=59.35 percent
+Temporal Data:
+  temp_over_time=[66.1, 57.5, 65.2, 68.4] °C
+  power_trend=[16.7, 18.4, 18.0, 16.9] kW
+  performance_trend=[1.0, 0.7, 0.8, 0.9] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0741. Diagnostic scan performed at 1751287335268. Recommended maintenance interval: 9 months. Recommended actions: clutch adjustment, shift solenoid check, seal inspection. 
+Maintenance Recommendations: clutch adjustment, shift solenoid check, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=enhanced
+Output: Diagnostic ID=fe065679-0b58-4438-b3fe-d703d7cd9c0b
+Vehicle Type: electric
+System: motor
+Configuration: enhanced
+Status: warning (level 3)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=3354.14 hours
+Parameters:
+  efficiency=0.80 percent
+  load=51.37 percent
+  temperature=48.19 °C
+  power=250.47 kW
+  vibration=0.97 mm/s
+  health_index=54.29 percent
+Sensors:
+  voltage_ripple=1.64 V
+  temperature=90.0 °C
+  current_draw=44.0 A
+Temporal Data:
+  temp_over_time=[64.2, 64.5, 63.7] °C
+  power_trend=[177.2, 211.7, 197.3] kW
+  performance_trend=[1.1, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335269. Recommended maintenance interval: 11 months. Recommended actions: software update, connector check, system inspection. 
+Maintenance Recommendations: software update, connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=standard
+Output: Diagnostic ID=7308ae0f-9ab1-4e8c-a770-70388b3713cb
+Vehicle Type: truck
+System: exhaust
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=9385.74 hours
+Parameters:
+  efficiency=0.82 percent
+  load=23.60 percent
+  temperature=48.23 °C
+  power=37.75 kW
+  vibration=0.04 mm/s
+  health_index=96.73 percent
+Temporal Data:
+  temp_over_time=[51.8, 50.6, 51.9] °C
+  power_trend=[38.4, 29.6, 36.8] kW
+  performance_trend=[0.9, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335251. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=manual
+Output: Diagnostic ID=b7e3c6c2-e26a-42ed-ab88-0704ac84d127
+Vehicle Type: truck
+System: transmission
+Configuration: manual
+Status: normal (level 1)
+Fault Code: P0720
+Performance: 1.0 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.71 ratio
+  torque=506.78 Nm
+  shift-time=0.31 seconds
+  fluid-temperature=92.59 °C
+Parameters:
+  efficiency=0.92 percent
+  load=83.98 percent
+  temperature=61.32 °C
+  power=45.98 kW
+  vibration=0.01 mm/s
+  health_index=72.50 percent
+Temporal Data:
+  temp_over_time=[61.6, 67.8, 69.0, 65.0, 65.9, 68.4] °C
+  power_trend=[42.9, 37.5, 57.2, 35.2, 39.0, 57.7] kW
+  performance_trend=[0.8, 0.9, 1.2, 1.2, 0.8, 1.0] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335251. Recommended maintenance interval: 1 months. Recommended actions: seal inspection, filter replacement. 
+Maintenance Recommendations: seal inspection, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=enhanced
+Output: Diagnostic ID=d5ce25b8-464d-438b-ae32-9e6d6fdacaf0
+Vehicle Type: sedan
+System: electrical
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.84 ratio
+  operating-time=1422.46 hours
+Parameters:
+  efficiency=1.00 percent
+  load=35.85 percent
+  temperature=35.64 °C
+  power=15.57 kW
+  vibration=3.16 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=17.2 A
+  voltage=39.3 V
+Temporal Data:
+  temp_over_time=[39.3, 36.4, 38.0, 34.9, 39.2, 37.6] °C
+  power_trend=[12.7, 18.0, 16.7, 14.9, 20.2, 19.0] kW
+  performance_trend=[0.9, 0.9, 1.1, 0.9, 1.0, 1.2] voltage_stability
+Notes: Diagnostic scan performed at 1751287335249. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=performance
+Output: Diagnostic ID=fe853572-4d68-416b-87c9-cf5e2f728bff
+Vehicle Type: commercial
+System: air-brakes
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.34 ratio
+  operating-time=1928.27 hours
+Parameters:
+  efficiency=0.95 percent
+  load=52.65 percent
+  temperature=41.57 °C
+  power=15.26 kW
+  vibration=4.66 mm/s
+  health_index=78.41 percent
+Temporal Data:
+  temp_over_time=[50.9, 53.6, 47.3] °C
+  power_trend=[15.9, 11.9, 11.5] kW
+  performance_trend=[0.8, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335270. Recommended maintenance interval: 9 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=optimized
+Output: Diagnostic ID=283671cb-0984-476a-80ea-d5654d141cd2
+Vehicle Type: truck
+System: hydraulics
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.74 ratio
+  operating-time=1925.94 hours
+Parameters:
+  efficiency=0.91 percent
+  load=60.50 percent
+  temperature=44.71 °C
+  power=34.64 kW
+  vibration=2.51 mm/s
+  health_index=80.35 percent
+Temporal Data:
+  temp_over_time=[62.4, 67.1, 74.1, 72.1, 72.0, 64.5, 67.2] °C
+  power_trend=[44.4, 35.4, 30.6, 30.3, 41.0, 36.4, 33.3] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.8, 0.9, 0.7, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335270. Recommended maintenance interval: 10 months. Recommended actions: diagnostic scan, system inspection, software update. 
+Maintenance Recommendations: diagnostic scan, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=performance
+Output: Diagnostic ID=d4253ac1-af95-4798-a7f9-9898042c577a
+Vehicle Type: truck
+System: payload
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.52 ratio
+  operating-time=6625.39 hours
+Parameters:
+  efficiency=0.79 percent
+  load=44.90 percent
+  temperature=49.08 °C
+  power=27.69 kW
+  vibration=3.55 mm/s
+  health_index=82.44 percent
+Temporal Data:
+  temp_over_time=[59.7, 64.0, 68.1, 64.3, 57.0, 66.1] °C
+  power_trend=[24.0, 30.0, 25.4, 35.5, 28.5, 23.7] kW
+  performance_trend=[0.9, 1.2, 1.0, 0.9, 0.8, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335269. Recommended maintenance interval: 4 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=magnetic
+Output: Diagnostic ID=05cb418b-2766-4d87-89d9-603547c83591
+Vehicle Type: sedan
+System: suspension
+Configuration: magnetic
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=7368.09 hours
+Parameters:
+  efficiency=0.90 percent
+  load=42.46 percent
+  temperature=52.10 °C
+  power=32.28 kW
+  vibration=0.20 mm/s
+  health_index=85.94 percent
+Temporal Data:
+  temp_over_time=[60.3, 64.9, 66.5] °C
+  power_trend=[31.3, 26.8, 33.4] kW
+  performance_trend=[0.8, 0.9, 0.8] damping_ratio
+Notes: Observed symptoms: rough ride. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335268. Recommended maintenance interval: 5 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=off-road
+Output: Diagnostic ID=a4d87f89-1ad2-487a-bcc1-43d6d71cc54d
+Vehicle Type: suv
+System: suspension
+Configuration: off-road
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.9 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.50 ratio
+  operating-time=7632.88 hours
+Parameters:
+  efficiency=1.00 percent
+  load=77.05 percent
+  temperature=66.43 °C
+  power=31.43 kW
+  vibration=1.87 mm/s
+  health_index=64.65 percent
+Temporal Data:
+  temp_over_time=[41.2, 43.9, 43.1, 45.2, 45.6] °C
+  power_trend=[38.4, 35.6, 38.8, 31.1, 24.5] kW
+  performance_trend=[1.0, 0.8, 0.8, 1.1, 0.9] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335271. Recommended maintenance interval: 4 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=regenerative
+Output: Diagnostic ID=b0741312-740c-4e52-ab76-3db17793a45f
+Vehicle Type: truck
+System: brakes
+Configuration: regenerative
+Status: normal (level 1)
+Fault Code: C0070
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=0.84 percent
+  rotor-thickness=25.45 mm
+  pad-thickness=5.03 mm
+  pressure=430.93 psi
+Parameters:
+  efficiency=0.90 percent
+  load=65.07 percent
+  temperature=51.76 °C
+  power=25.49 kW
+  vibration=1.90 mm/s
+  health_index=78.03 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.0 mm
+  pressure_sensor=969.2 psi
+Temporal Data:
+  temp_over_time=[54.2, 57.3, 53.6, 53.6] °C
+  power_trend=[19.3, 23.0, 31.5, 23.5] kW
+  performance_trend=[0.8, 0.7, 1.0, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0070. Diagnostic scan performed at 1751287335271. Recommended maintenance interval: 5 months. Recommended actions: caliper inspection. 
+Maintenance Recommendations: caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=manual
+Output: Diagnostic ID=5bb956fe-1983-4e0f-82b2-efa33a2da432
+Vehicle Type: commercial
+System: transmission
+Configuration: manual
+Status: normal (level 1)
+Fault Code: P0741
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.81 ratio
+  torque=402.61 Nm
+  shift-time=0.28 seconds
+  fluid-temperature=87.96 °C
+Parameters:
+  efficiency=0.88 percent
+  load=80.83 percent
+  temperature=88.85 °C
+  power=12.17 kW
+  vibration=2.34 mm/s
+  health_index=82.34 percent
+Temporal Data:
+  temp_over_time=[62.8, 67.1, 62.1] °C
+  power_trend=[15.7, 14.1, 11.4] kW
+  performance_trend=[0.9, 1.0, 1.1] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0741. Diagnostic scan performed at 1751287335272. Recommended maintenance interval: 7 months. Recommended actions: shift solenoid check, filter replacement, fluid change. 
+Maintenance Recommendations: shift solenoid check, filter replacement, fluid change
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=fd0a29bb-e3ae-4b9c-bc31-89320fd39235
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=8789.02 hours
+Parameters:
+  efficiency=0.86 percent
+  load=81.81 percent
+  temperature=55.06 °C
+  power=45.31 kW
+  vibration=0.13 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[50.1, 44.8, 53.6] °C
+  power_trend=[55.2, 39.9, 49.6] kW
+  performance_trend=[1.1, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335272. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=adaptive
+Output: Diagnostic ID=6f64bd16-9543-4dad-b990-15d832684d5d
+Vehicle Type: sedan
+System: suspension
+Configuration: adaptive
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.76 ratio
+  operating-time=1264.09 hours
+Parameters:
+  efficiency=0.98 percent
+  load=67.06 percent
+  temperature=54.24 °C
+  power=26.97 kW
+  vibration=2.51 mm/s
+  health_index=96.14 percent
+Temporal Data:
+  temp_over_time=[56.6, 60.3, 63.3, 57.9, 62.9, 60.5, 60.3] °C
+  power_trend=[19.8, 19.1, 30.7, 29.3, 25.5, 23.3, 22.9] kW
+  performance_trend=[1.0, 0.9, 0.8, 0.8, 1.0, 0.9, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335272. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=standard
+Output: Diagnostic ID=eea621b0-cfbf-4e07-ab0e-44c4176c0bfa
+Vehicle Type: motorcycle
+System: suspension
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.76 ratio
+  operating-time=414.71 hours
+Parameters:
+  efficiency=0.99 percent
+  load=98.58 percent
+  temperature=60.18 °C
+  power=33.08 kW
+  vibration=3.72 mm/s
+  health_index=88.73 percent
+Temporal Data:
+  temp_over_time=[64.7, 60.6, 72.2, 69.3, 69.4, 70.3] °C
+  power_trend=[29.4, 29.0, 41.0, 32.2, 36.0, 41.1] kW
+  performance_trend=[1.0, 1.0, 1.0, 1.0, 1.1, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335273. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=performance
+Output: Diagnostic ID=a5c7d8bd-c567-4729-9084-53947186495e
+Vehicle Type: hybrid
+System: electronics
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.26 ratio
+  operating-time=7502.95 hours
+Parameters:
+  efficiency=0.95 percent
+  load=52.86 percent
+  temperature=46.90 °C
+  power=47.71 kW
+  vibration=3.95 mm/s
+  health_index=84.18 percent
+Sensors:
+  current=4.1 A
+  voltage=90.3 V
+Temporal Data:
+  temp_over_time=[40.3, 39.0, 46.4, 40.7] °C
+  power_trend=[61.6, 52.5, 57.9, 33.6] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.7] performance_index
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335267. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=disc
+Output: Diagnostic ID=4d295db8-5a6d-472b-961d-bf56436acd99
+Vehicle Type: truck
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.87 percent
+  rotor-thickness=21.23 mm
+  pad-thickness=5.91 mm
+  pressure=616.01 psi
+Parameters:
+  efficiency=0.86 percent
+  load=88.65 percent
+  temperature=60.63 °C
+  power=40.26 kW
+  vibration=0.83 mm/s
+  health_index=83.38 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.4 mm
+  pressure_sensor=947.2 psi
+Temporal Data:
+  temp_over_time=[64.1, 65.1, 67.5, 66.3, 66.1, 67.1] °C
+  power_trend=[52.0, 49.9, 49.6, 38.7, 36.7, 45.7] kW
+  performance_trend=[0.8, 0.8, 1.2, 1.0, 0.9, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335267. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=standard
+Output: Diagnostic ID=805405d7-b29a-4c72-9adc-ab65bf9d4c5a
+Vehicle Type: commercial
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 426.1 hp
+Material: titanium
+Measurements:
+  oil-temperature=100.29 °C
+  oil-pressure=49.40 psi
+  compression=173.85 psi
+  rpm=3725.97 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=42.92 percent
+  temperature=85.66 °C
+  power=230.65 hp
+  vibration=0.53 mm/s
+  health_index=84.40 percent
+Sensors:
+  oxygen_sensor=0.52 V
+  knock_sensor=129.5 mV
+  maf_sensor=1.48 g/s
+Temporal Data:
+  temp_over_time=[120.8, 116.8, 129.7] °C
+  power_trend=[282.8, 168.1, 222.8] hp
+  performance_trend=[406.4, 475.0, 378.6] hp
+Notes: Diagnostic scan performed at 1751287335266. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=lithium-polymer
+Output: Diagnostic ID=65e3cc12-97f0-4767-bb05-02e5c0b297d2
+Vehicle Type: electric
+System: battery
+Configuration: lithium-polymer
+Status: optimal (level 0)
+Performance: 215.0 kWh
+Material: solid-state
+Measurements:
+  current=287.94 amps
+  state-of-charge=66.29 percent
+  voltage=332.67 volts
+  capacity=93.75 percent
+Parameters:
+  efficiency=0.77 percent
+  load=25.60 percent
+  temperature=30.53 °C
+  power=373.81 kW
+  vibration=3.00 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=2.8 L/min
+  cell_voltage=3.88 V
+  insulation=52.0 MΩ
+Temporal Data:
+  temp_over_time=[53.9, 47.9, 47.7, 48.0] °C
+  power_trend=[418.2, 401.1, 270.0, 464.1] kW
+  performance_trend=[212.1, 240.8, 217.6, 192.3] kWh
+Notes: Diagnostic scan performed at 1751287335266. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=sport
+Output: Diagnostic ID=57ffd0bc-e10d-42ee-adcd-55b595fac62c
+Vehicle Type: commercial
+System: suspension
+Configuration: sport
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 1.0 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.54 ratio
+  operating-time=1266.82 hours
+Parameters:
+  efficiency=0.92 percent
+  load=0.72 percent
+  temperature=58.05 °C
+  power=48.96 kW
+  vibration=3.57 mm/s
+  health_index=68.12 percent
+Temporal Data:
+  temp_over_time=[66.2, 69.8, 74.5] °C
+  power_trend=[58.9, 43.4, 49.0] kW
+  performance_trend=[1.0, 0.9, 1.0] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335266. Recommended maintenance interval: 2 months. Recommended actions: connector check, diagnostic scan, system inspection. 
+Maintenance Recommendations: connector check, diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=optimized
+Output: Diagnostic ID=c10bbea6-82a0-49b4-aa5b-1dfbdd72d310
+Vehicle Type: truck
+System: hydraulics
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=8442.13 hours
+Parameters:
+  efficiency=0.83 percent
+  load=89.24 percent
+  temperature=42.75 °C
+  power=41.72 kW
+  vibration=4.87 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[46.2, 46.3, 44.6, 46.3] °C
+  power_trend=[45.4, 41.0, 39.7, 32.3] kW
+  performance_trend=[0.9, 0.7, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335260. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=enhanced
+Output: Diagnostic ID=f1938d2d-a68d-4d30-9451-8e1e9ff47daa
+Vehicle Type: commercial
+System: emissions
+Configuration: enhanced
+Status: degraded (level 2)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.93 ratio
+  operating-time=2885.43 hours
+Parameters:
+  efficiency=0.75 percent
+  load=34.24 percent
+  temperature=50.04 °C
+  power=18.44 kW
+  vibration=3.21 mm/s
+  health_index=68.76 percent
+Temporal Data:
+  temp_over_time=[60.8, 60.1, 67.6, 62.0, 71.3] °C
+  power_trend=[20.3, 20.8, 14.3, 24.0, 14.3] kW
+  performance_trend=[1.1, 0.9, 0.9, 1.1, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335260. Recommended maintenance interval: 1 months. Recommended actions: software update, system inspection, connector check. 
+Maintenance Recommendations: software update, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=air
+Output: Diagnostic ID=0458e123-b164-4a16-b7d4-9ef1ecb18086
+Vehicle Type: sedan
+System: brakes
+Configuration: air
+Status: degraded (level 2)
+Fault Code: C0040
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=0.45 percent
+  rotor-thickness=26.29 mm
+  pad-thickness=9.24 mm
+  pressure=593.22 psi
+Parameters:
+  efficiency=0.89 percent
+  load=10.33 percent
+  temperature=66.86 °C
+  power=15.64 kW
+  vibration=4.01 mm/s
+  health_index=65.58 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.9 mm
+  pressure_sensor=866.7 psi
+Temporal Data:
+  temp_over_time=[50.3, 52.9, 52.7, 52.1, 50.2, 46.2] °C
+  power_trend=[12.4, 19.8, 17.6, 17.0, 18.9, 17.6] kW
+  performance_trend=[1.0, 1.0, 1.0, 1.1, 0.9, 1.0] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0040. Diagnostic scan performed at 1751287335258. Recommended maintenance interval: 10 months. Recommended actions: parking brake adjustment. 
+Maintenance Recommendations: parking brake adjustment
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=supercapacitor
+Output: Diagnostic ID=06d43393-c02a-48f9-baa7-0fada05f204c
+Vehicle Type: electric
+System: battery
+Configuration: supercapacitor
+Status: degraded (level 2)
+Fault Code: P0AC0
+Performance: 227.0 kWh
+Material: lithium-ion
+Measurements:
+  current=87.53 amps
+  state-of-charge=54.10 percent
+  voltage=758.94 volts
+  capacity=96.21 percent
+Parameters:
+  efficiency=0.95 percent
+  load=60.95 percent
+  temperature=48.96 °C
+  power=472.36 kW
+  vibration=2.09 mm/s
+  health_index=68.48 percent
+Sensors:
+  coolant_flow=1.7 L/min
+  cell_voltage=3.21 V
+  insulation=67.7 MΩ
+Temporal Data:
+  temp_over_time=[39.4, 41.0, 38.8, 39.6, 34.5, 40.8] °C
+  power_trend=[564.1, 513.7, 547.6, 476.7, 398.9, 550.4] kW
+  performance_trend=[268.3, 221.8, 266.9, 230.4, 209.3, 190.5] kWh
+Notes: Observed symptoms: voltage fluctuations. Diagnostic trouble code: P0AC0. Diagnostic scan performed at 1751287335258. Recommended maintenance interval: 11 months. Recommended actions: cooling system check, terminal cleaning. 
+Maintenance Recommendations: cooling system check, terminal cleaning
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=carbon-ceramic
+Output: Diagnostic ID=353aa34c-9b13-43d9-8c75-ac0babb30f65
+Vehicle Type: motorcycle
+System: brakes
+Configuration: carbon-ceramic
+Status: degraded (level 2)
+Fault Code: C0050
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.41 percent
+  rotor-thickness=11.81 mm
+  pad-thickness=9.90 mm
+  pressure=997.65 psi
+Parameters:
+  efficiency=0.82 percent
+  load=89.22 percent
+  temperature=41.64 °C
+  power=36.31 kW
+  vibration=2.85 mm/s
+  health_index=69.50 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=1.0 mm
+  pressure_sensor=735.3 psi
+Temporal Data:
+  temp_over_time=[63.9, 59.3, 63.8, 70.4, 66.9, 61.5] °C
+  power_trend=[28.9, 34.5, 42.7, 36.7, 29.4, 33.5] kW
+  performance_trend=[0.8, 0.8, 0.9, 0.8, 0.9, 0.8] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335258. Recommended maintenance interval: 9 months. Recommended actions: fluid flush. 
+Maintenance Recommendations: fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=off-road
+Output: Diagnostic ID=7cdd3fe8-1321-4ac3-9492-1db51f732ee7
+Vehicle Type: sedan
+System: suspension
+Configuration: off-road
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=4271.23 hours
+Parameters:
+  efficiency=0.78 percent
+  load=56.60 percent
+  temperature=50.45 °C
+  power=23.96 kW
+  vibration=1.94 mm/s
+  health_index=75.10 percent
+Temporal Data:
+  temp_over_time=[52.6, 45.3, 46.1, 46.9, 45.4, 49.0] °C
+  power_trend=[30.6, 26.6, 28.5, 25.5, 30.8, 30.3] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.8, 0.8, 0.8] damping_ratio
+Notes: Observed symptoms: rough ride. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335256. Recommended maintenance interval: 4 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=standard
+Output: Diagnostic ID=2d5ebd89-e5e6-4e65-a9a4-9ddbf333892c
+Vehicle Type: hybrid
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 360.2 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=70.73 °C
+  oil-pressure=28.37 psi
+  compression=162.73 psi
+  rpm=2933.38 rpm
+Parameters:
+  efficiency=0.89 percent
+  load=51.22 percent
+  temperature=83.38 °C
+  power=463.55 hp
+  vibration=4.26 mm/s
+  health_index=94.95 percent
+Sensors:
+  oxygen_sensor=0.33 V
+  knock_sensor=136.0 mV
+  maf_sensor=6.24 g/s
+Temporal Data:
+  temp_over_time=[86.4, 83.7, 85.4, 73.6, 79.5, 85.8] °C
+  power_trend=[354.1, 594.2, 443.6, 572.4, 357.2, 350.8] hp
+  performance_trend=[376.3, 429.2, 304.7, 307.2, 321.6, 336.0] hp
+Notes: Diagnostic scan performed at 1751287335282. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=enhanced
+Output: Diagnostic ID=e9952170-4141-4c3f-9c50-0ea2271f5b35
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=2470.22 hours
+Parameters:
+  efficiency=0.82 percent
+  load=36.50 percent
+  temperature=47.88 °C
+  power=38.39 kW
+  vibration=3.53 mm/s
+  health_index=87.33 percent
+Temporal Data:
+  temp_over_time=[60.0, 56.6, 53.4] °C
+  power_trend=[41.4, 27.0, 46.6] kW
+  performance_trend=[0.7, 0.9, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335282. Recommended maintenance interval: 1 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=performance
+Output: Diagnostic ID=55d47986-ce64-4e30-8ed9-58cb5f66c308
+Vehicle Type: truck
+System: payload
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=5994.53 hours
+Parameters:
+  efficiency=0.81 percent
+  load=22.56 percent
+  temperature=62.26 °C
+  power=30.51 kW
+  vibration=2.52 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[42.1, 45.1, 41.6] °C
+  power_trend=[38.4, 24.9, 30.1] kW
+  performance_trend=[0.8, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335282. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=optimized
+Output: Diagnostic ID=84371917-bf70-44c4-8de2-e859e2366e7f
+Vehicle Type: truck
+System: diesel
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=8427.61 hours
+Parameters:
+  efficiency=0.93 percent
+  load=41.05 percent
+  temperature=41.35 °C
+  power=24.32 kW
+  vibration=3.70 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[62.7, 70.4, 66.1, 70.4] °C
+  power_trend=[26.6, 21.4, 30.3, 26.2] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335282. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=performance
+Output: Diagnostic ID=5ce74556-71fd-41d5-9769-a15316dde955
+Vehicle Type: suv
+System: towing
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=8984.58 hours
+Parameters:
+  efficiency=0.79 percent
+  load=6.67 percent
+  temperature=55.91 °C
+  power=23.78 kW
+  vibration=2.42 mm/s
+  health_index=99.16 percent
+Temporal Data:
+  temp_over_time=[58.2, 48.6, 51.6, 54.5, 56.9, 50.9, 57.2] °C
+  power_trend=[19.4, 16.8, 18.4, 19.0, 22.8, 21.3, 19.5] kW
+  performance_trend=[0.8, 0.9, 0.9, 0.8, 0.8, 1.0, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335280. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automatic
+Output: Diagnostic ID=9ef386b7-b926-44a6-9d26-7f22100f75f4
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automatic
+Status: warning (level 3)
+Fault Code: P0741
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.98 ratio
+  torque=569.85 Nm
+  shift-time=0.19 seconds
+  fluid-temperature=75.46 °C
+Parameters:
+  efficiency=0.79 percent
+  load=34.33 percent
+  temperature=86.85 °C
+  power=29.17 kW
+  vibration=2.32 mm/s
+  health_index=51.90 percent
+Temporal Data:
+  temp_over_time=[67.8, 74.8, 75.0] °C
+  power_trend=[26.4, 32.5, 34.1] kW
+  performance_trend=[0.8, 1.1, 0.8] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0741. Diagnostic scan performed at 1751287335280. Recommended maintenance interval: 4 months. Recommended actions: seal inspection, fluid change. 
+Maintenance Recommendations: seal inspection, fluid change
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=standard
+Output: Diagnostic ID=fd25942a-4e60-4e56-adf5-4d0c1e86a1cc
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: standard
+Status: warning (level 3)
+Fault Code: U0140
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.43 ratio
+  operating-time=6231.99 hours
+Parameters:
+  efficiency=0.81 percent
+  load=33.52 percent
+  temperature=40.64 °C
+  power=193.23 kW
+  vibration=2.22 mm/s
+  health_index=54.38 percent
+Sensors:
+  voltage_ripple=0.37 V
+  temperature=67.0 °C
+  current_draw=84.7 A
+Temporal Data:
+  temp_over_time=[53.6, 58.4, 56.0, 54.9, 49.7, 48.9, 55.4] °C
+  power_trend=[153.1, 162.1, 242.4, 219.7, 225.4, 217.1, 215.7] kW
+  performance_trend=[0.6, 0.8, 0.8, 0.7, 0.7, 0.6, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335280. Recommended maintenance interval: 2 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=air
+Output: Diagnostic ID=f183e68b-2d67-41c3-91b1-bfd32187c46d
+Vehicle Type: commercial
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=2599.34 hours
+Parameters:
+  efficiency=0.95 percent
+  load=71.01 percent
+  temperature=42.45 °C
+  power=20.07 kW
+  vibration=1.78 mm/s
+  health_index=83.10 percent
+Temporal Data:
+  temp_over_time=[56.7, 55.6, 58.9, 55.9, 53.0, 62.7] °C
+  power_trend=[25.0, 19.5, 25.0, 26.1, 25.7, 21.1] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.9, 0.8, 0.9] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335276. Recommended maintenance interval: 10 months. Recommended actions: system inspection, software update. 
+Maintenance Recommendations: system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=dual-clutch
+Output: Diagnostic ID=55074d30-2dde-46c5-a133-287762fe04fd
+Vehicle Type: truck
+System: transmission
+Configuration: dual-clutch
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.70 ratio
+  torque=292.71 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=70.80 °C
+Parameters:
+  efficiency=0.99 percent
+  load=90.93 percent
+  temperature=60.20 °C
+  power=35.32 kW
+  vibration=2.23 mm/s
+  health_index=93.58 percent
+Temporal Data:
+  temp_over_time=[62.3, 65.6, 67.3, 62.7] °C
+  power_trend=[37.3, 29.6, 40.0, 45.6] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335276. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=enhanced
+Output: Diagnostic ID=b6a4e0ce-7e4a-4546-acb6-28d8d398869e
+Vehicle Type: truck
+System: diesel
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.59 ratio
+  operating-time=2622.10 hours
+Parameters:
+  efficiency=0.89 percent
+  load=75.33 percent
+  temperature=45.57 °C
+  power=35.57 kW
+  vibration=4.27 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[56.5, 57.9, 66.6, 65.2] °C
+  power_trend=[30.6, 42.9, 38.0, 42.2] kW
+  performance_trend=[0.9, 0.8, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335274. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=basic
+Output: Diagnostic ID=b6211e35-9728-400a-a849-5317729dd1c7
+Vehicle Type: truck
+System: payload
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.33 ratio
+  operating-time=2592.23 hours
+Parameters:
+  efficiency=0.97 percent
+  load=11.32 percent
+  temperature=69.84 °C
+  power=32.64 kW
+  vibration=1.97 mm/s
+  health_index=84.33 percent
+Temporal Data:
+  temp_over_time=[55.4, 57.1, 65.2, 55.2, 59.4, 57.6, 61.5] °C
+  power_trend=[33.8, 29.1, 36.3, 31.8, 28.6, 42.1, 42.0] kW
+  performance_trend=[1.1, 1.1, 1.1, 0.9, 0.8, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335274. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=basic
+Output: Diagnostic ID=f71c3444-94f4-44f7-aa37-8156f6936372
+Vehicle Type: commercial
+System: emissions
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=9410.53 hours
+Parameters:
+  efficiency=0.88 percent
+  load=50.99 percent
+  temperature=59.91 °C
+  power=46.18 kW
+  vibration=1.41 mm/s
+  health_index=71.90 percent
+Temporal Data:
+  temp_over_time=[40.7, 45.3, 40.7] °C
+  power_trend=[38.3, 51.6, 38.5] kW
+  performance_trend=[0.8, 0.7, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335274. Recommended maintenance interval: 4 months. Recommended actions: diagnostic scan, connector check, software update. 
+Maintenance Recommendations: diagnostic scan, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=enhanced
+Output: Diagnostic ID=59d4f44b-fb14-4ad1-a045-e14b3ff8fe12
+Vehicle Type: truck
+System: diesel
+Configuration: enhanced
+Status: warning (level 3)
+Fault Code: U0155
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=7015.59 hours
+Parameters:
+  efficiency=0.82 percent
+  load=15.51 percent
+  temperature=66.89 °C
+  power=24.53 kW
+  vibration=4.11 mm/s
+  health_index=50.64 percent
+Temporal Data:
+  temp_over_time=[48.9, 53.4, 48.9, 54.6, 50.2] °C
+  power_trend=[18.5, 23.5, 23.1, 23.8, 17.9] kW
+  performance_trend=[0.7, 0.7, 0.6, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335273. Recommended maintenance interval: 3 months. Recommended actions: connector check, diagnostic scan, system inspection. 
+Maintenance Recommendations: connector check, diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=standard
+Output: Diagnostic ID=e29dbede-a92f-4c8a-9f0b-1e71c664cbe5
+Vehicle Type: sedan
+System: suspension
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=3592.61 hours
+Parameters:
+  efficiency=0.91 percent
+  load=63.03 percent
+  temperature=40.77 °C
+  power=29.09 kW
+  vibration=3.40 mm/s
+  health_index=86.97 percent
+Temporal Data:
+  temp_over_time=[65.2, 70.6, 61.8, 60.7, 68.0, 60.7, 70.8] °C
+  power_trend=[26.6, 33.2, 37.8, 21.1, 29.6, 24.9, 22.7] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.9, 1.0, 1.1, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335271. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=adaptive
+Output: Diagnostic ID=47df1454-d59b-4400-8ad3-64b76a2dee5b
+Vehicle Type: motorcycle
+System: suspension
+Configuration: adaptive
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.53 ratio
+  operating-time=630.01 hours
+Parameters:
+  efficiency=0.95 percent
+  load=35.13 percent
+  temperature=64.70 °C
+  power=43.88 kW
+  vibration=0.13 mm/s
+  health_index=85.19 percent
+Temporal Data:
+  temp_over_time=[74.4, 67.4, 66.4, 71.4, 69.1, 69.8, 68.1] °C
+  power_trend=[38.3, 42.6, 41.2, 52.3, 38.3, 48.2, 56.2] kW
+  performance_trend=[1.1, 0.8, 1.1, 0.8, 1.1, 0.9, 1.1] damping_ratio
+Notes: Observed symptoms: rough ride. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335271. Recommended maintenance interval: 12 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=performance
+Output: Diagnostic ID=c0a5cab0-6b83-4c2e-a88b-51fc0ce68856
+Vehicle Type: truck
+System: payload
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=3450.12 hours
+Parameters:
+  efficiency=0.84 percent
+  load=5.91 percent
+  temperature=40.91 °C
+  power=41.90 kW
+  vibration=0.80 mm/s
+  health_index=92.02 percent
+Temporal Data:
+  temp_over_time=[42.3, 44.0, 46.3] °C
+  power_trend=[41.3, 31.7, 30.6] kW
+  performance_trend=[0.7, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335270. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=standard
+Output: Diagnostic ID=78293a26-fade-4083-9db8-b2a1c65e956a
+Vehicle Type: motorcycle
+System: cooling
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=1024.45 hours
+Parameters:
+  efficiency=0.96 percent
+  load=69.85 percent
+  temperature=40.75 °C
+  power=46.73 kW
+  vibration=1.82 mm/s
+  health_index=89.90 percent
+Temporal Data:
+  temp_over_time=[42.6, 45.9, 44.1, 44.9, 45.1, 43.8] °C
+  power_trend=[59.7, 46.9, 38.7, 46.4, 48.0, 51.7] kW
+  performance_trend=[0.8, 0.7, 0.8, 0.7, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335270. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=a5757980-7f66-44c5-a276-0cbb53aacc82
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=7400.48 hours
+Parameters:
+  efficiency=0.92 percent
+  load=63.44 percent
+  temperature=41.50 °C
+  power=30.32 kW
+  vibration=2.15 mm/s
+  health_index=76.73 percent
+Temporal Data:
+  temp_over_time=[45.1, 39.6, 44.3, 40.1, 38.4, 45.4, 39.1] °C
+  power_trend=[34.4, 21.3, 39.3, 24.8, 28.4, 23.5, 27.0] kW
+  performance_trend=[0.7, 0.7, 0.9, 0.8, 0.8, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335286. Recommended maintenance interval: 10 months. Recommended actions: diagnostic scan, connector check, software update. 
+Maintenance Recommendations: diagnostic scan, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=hybrid
+Output: Diagnostic ID=8a770926-4438-4f02-9298-72fddc9f62b8
+Vehicle Type: hybrid
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 370.9 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=84.11 °C
+  oil-pressure=48.59 psi
+  compression=172.61 psi
+  rpm=5135.64 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=46.31 percent
+  temperature=81.84 °C
+  power=413.00 hp
+  vibration=4.31 mm/s
+  health_index=84.91 percent
+Sensors:
+  oxygen_sensor=0.54 V
+  knock_sensor=469.1 mV
+  maf_sensor=6.26 g/s
+Temporal Data:
+  temp_over_time=[88.0, 89.0, 83.4, 90.9, 80.0] °C
+  power_trend=[418.7, 489.7, 505.0, 532.1, 378.4] hp
+  performance_trend=[302.4, 409.3, 405.2, 303.4, 412.9] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335286. Recommended maintenance interval: 10 months. Recommended actions: timing belt inspection, fuel system cleaning. 
+Maintenance Recommendations: timing belt inspection, fuel system cleaning
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=enhanced
+Output: Diagnostic ID=1ec5ef8e-b06a-4c01-97aa-1ce92186ce4d
+Vehicle Type: sedan
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=1742.10 hours
+Parameters:
+  efficiency=0.85 percent
+  load=39.40 percent
+  temperature=12.69 °C
+  power=5.43 kW
+  vibration=0.61 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[19.7, 18.5, 19.3] °C
+  power_trend=[6.0, 6.1, 3.8] kW
+  performance_trend=[0.8, 0.9, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335286. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=performance
+Output: Diagnostic ID=8ddf952c-3598-43b0-9e17-64b0a5acea53
+Vehicle Type: truck
+System: payload
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.13 ratio
+  operating-time=6001.96 hours
+Parameters:
+  efficiency=0.88 percent
+  load=56.04 percent
+  temperature=64.47 °C
+  power=15.45 kW
+  vibration=3.26 mm/s
+  health_index=87.46 percent
+Temporal Data:
+  temp_over_time=[64.2, 59.7, 55.5, 53.3] °C
+  power_trend=[16.1, 17.1, 12.3, 18.3] kW
+  performance_trend=[0.8, 0.9, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335286. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=hybrid
+Output: Diagnostic ID=973ad24f-6625-4f5e-b705-3da448924ad6
+Vehicle Type: suv
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 288.3 hp
+Material: steel
+Measurements:
+  oil-temperature=86.40 °C
+  oil-pressure=63.79 psi
+  compression=160.38 psi
+  rpm=5639.22 rpm
+Parameters:
+  efficiency=0.88 percent
+  load=16.54 percent
+  temperature=92.71 °C
+  power=235.47 hp
+  vibration=4.46 mm/s
+  health_index=83.29 percent
+Sensors:
+  oxygen_sensor=0.60 V
+  knock_sensor=146.0 mV
+  maf_sensor=4.43 g/s
+Temporal Data:
+  temp_over_time=[86.0, 81.1, 81.6, 88.3, 91.6] °C
+  power_trend=[225.5, 185.1, 232.1, 172.9, 202.7] hp
+  performance_trend=[341.2, 284.8, 246.4, 326.3, 311.8] hp
+Notes: Diagnostic scan performed at 1751287335286. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=enhanced
+Output: Diagnostic ID=a83e3973-f3b8-4fa6-9033-fcb93f094cff
+Vehicle Type: suv
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.93 ratio
+  operating-time=3433.95 hours
+Parameters:
+  efficiency=0.79 percent
+  load=60.34 percent
+  temperature=13.57 °C
+  power=4.55 kW
+  vibration=1.90 mm/s
+  health_index=97.98 percent
+Temporal Data:
+  temp_over_time=[25.0, 28.4, 27.0] °C
+  power_trend=[3.3, 5.7, 4.2] kW
+  performance_trend=[0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335288. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=drum
+Output: Diagnostic ID=826baf96-a730-4b02-a6c7-d99d289e99a3
+Vehicle Type: suv
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=3.48 percent
+  rotor-thickness=19.74 mm
+  pad-thickness=5.85 mm
+  pressure=288.18 psi
+Parameters:
+  efficiency=0.93 percent
+  load=13.60 percent
+  temperature=63.56 °C
+  power=20.42 kW
+  vibration=0.01 mm/s
+  health_index=84.85 percent
+Sensors:
+  abs_status=active
+  wear_sensor=4.3 mm
+  pressure_sensor=781.6 psi
+Temporal Data:
+  temp_over_time=[55.4, 54.6, 56.3, 52.2, 51.8, 49.9, 46.8] °C
+  power_trend=[22.2, 15.9, 25.4, 25.7, 26.1, 21.4, 16.3] kW
+  performance_trend=[0.8, 1.1, 0.9, 1.0, 0.9, 1.0, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335284. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=performance
+Output: Diagnostic ID=35ef82ae-8649-40a4-acd3-1424e429cbd3
+Vehicle Type: hybrid
+System: regenerative
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=7536.25 hours
+Parameters:
+  efficiency=0.98 percent
+  load=53.44 percent
+  temperature=40.04 °C
+  power=13.31 kW
+  vibration=4.17 mm/s
+  health_index=77.29 percent
+Temporal Data:
+  temp_over_time=[51.3, 52.2, 56.9, 55.1, 58.9, 57.6] °C
+  power_trend=[15.3, 15.2, 15.7, 9.7, 13.3, 11.0] kW
+  performance_trend=[0.6, 0.8, 0.6, 0.8, 0.6, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335284. Recommended maintenance interval: 12 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=hybrid
+Output: Diagnostic ID=b2bc6224-30ef-4976-a4fc-49505c55c5a7
+Vehicle Type: hybrid
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 361.9 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=101.71 °C
+  oil-pressure=51.20 psi
+  compression=137.54 psi
+  rpm=5912.80 rpm
+Parameters:
+  efficiency=0.76 percent
+  load=19.07 percent
+  temperature=86.72 °C
+  power=409.81 hp
+  vibration=1.28 mm/s
+  health_index=83.36 percent
+Sensors:
+  oxygen_sensor=0.48 V
+  knock_sensor=132.6 mV
+  maf_sensor=4.01 g/s
+Temporal Data:
+  temp_over_time=[103.8, 109.5, 95.3, 100.2, 98.6] °C
+  power_trend=[333.2, 443.9, 393.0, 428.2, 383.1] hp
+  performance_trend=[355.8, 418.4, 326.1, 420.7, 401.4] hp
+Notes: Diagnostic scan performed at 1751287335284. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=nickel-metal
+Output: Diagnostic ID=45625bb0-7e4e-47e4-b1ce-780986cbfd25
+Vehicle Type: electric
+System: battery
+Configuration: nickel-metal
+Status: optimal (level 0)
+Performance: 392.7 kWh
+Material: nickel-metal
+Measurements:
+  current=190.85 amps
+  state-of-charge=88.83 percent
+  voltage=709.74 volts
+  capacity=83.50 percent
+Parameters:
+  efficiency=0.96 percent
+  load=48.29 percent
+  temperature=39.27 °C
+  power=318.18 kW
+  vibration=4.45 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=2.6 L/min
+  cell_voltage=3.31 V
+  insulation=31.9 MΩ
+Temporal Data:
+  temp_over_time=[46.6, 44.1, 44.9] °C
+  power_trend=[230.6, 339.2, 258.4] kW
+  performance_trend=[393.8, 423.5, 387.1] kWh
+Notes: Diagnostic scan performed at 1751287335284. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=rotary
+Output: Diagnostic ID=c0cba0d6-27fc-40c9-ac60-ab6647454f1e
+Vehicle Type: motorcycle
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 370.8 hp
+Material: titanium
+Measurements:
+  oil-temperature=94.22 °C
+  oil-pressure=65.23 psi
+  compression=178.74 psi
+  rpm=5240.84 rpm
+Parameters:
+  efficiency=0.77 percent
+  load=66.41 percent
+  temperature=101.77 °C
+  power=164.80 hp
+  vibration=3.08 mm/s
+  health_index=82.92 percent
+Sensors:
+  oxygen_sensor=0.14 V
+  knock_sensor=485.7 mV
+  maf_sensor=4.11 g/s
+Temporal Data:
+  temp_over_time=[86.2, 94.0, 102.3, 102.9, 102.1, 89.9, 97.4] °C
+  power_trend=[157.3, 147.0, 184.8, 211.7, 139.2, 143.6, 129.5] hp
+  performance_trend=[370.5, 428.1, 354.3, 423.0, 430.3, 381.1, 402.5] hp
+Notes: Diagnostic scan performed at 1751287335284. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=cvt
+Output: Diagnostic ID=87c31417-e3e8-4061-845f-b08693ff3c0f
+Vehicle Type: sedan
+System: transmission
+Configuration: cvt
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.86 ratio
+  torque=177.52 Nm
+  shift-time=0.26 seconds
+  fluid-temperature=99.42 °C
+Parameters:
+  efficiency=0.80 percent
+  load=89.15 percent
+  temperature=83.88 °C
+  power=21.05 kW
+  vibration=4.92 mm/s
+  health_index=98.49 percent
+Temporal Data:
+  temp_over_time=[63.4, 69.9, 69.8, 69.4] °C
+  power_trend=[16.8, 26.9, 18.9, 21.9] kW
+  performance_trend=[0.8, 0.8, 0.8, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335284. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=hybrid
+Output: Diagnostic ID=188be847-3a5a-4035-8dd5-0d9c8e20ad6b
+Vehicle Type: sedan
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 321.2 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=79.51 °C
+  oil-pressure=44.71 psi
+  compression=134.30 psi
+  rpm=2372.48 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=48.81 percent
+  temperature=84.51 °C
+  power=250.45 hp
+  vibration=4.21 mm/s
+  health_index=71.44 percent
+Sensors:
+  oxygen_sensor=0.71 V
+  knock_sensor=415.2 mV
+  maf_sensor=9.69 g/s
+Temporal Data:
+  temp_over_time=[93.4, 82.8, 94.6, 95.4, 90.4, 88.0] °C
+  power_trend=[264.1, 201.0, 311.0, 252.1, 249.7, 323.4] hp
+  performance_trend=[273.1, 285.6, 270.2, 330.9, 275.7, 328.5] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335284. Recommended maintenance interval: 2 months. Recommended actions: spark plug replacement, oil change, timing belt inspection. 
+Maintenance Recommendations: spark plug replacement, oil change, timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=direct-injection
+Output: Diagnostic ID=6c6a6010-dbe3-4c5e-b6f1-5f0d2798cc32
+Vehicle Type: motorcycle
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 480.1 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=85.03 °C
+  oil-pressure=57.44 psi
+  compression=159.18 psi
+  rpm=2532.70 rpm
+Parameters:
+  efficiency=0.94 percent
+  load=48.50 percent
+  temperature=88.33 °C
+  power=394.19 hp
+  vibration=2.57 mm/s
+  health_index=71.14 percent
+Sensors:
+  oxygen_sensor=0.21 V
+  knock_sensor=402.3 mV
+  maf_sensor=8.44 g/s
+Temporal Data:
+  temp_over_time=[97.8, 93.3, 101.0] °C
+  power_trend=[295.7, 470.8, 452.5] hp
+  performance_trend=[546.2, 435.1, 518.7] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335282. Recommended maintenance interval: 3 months. Recommended actions: timing belt inspection, spark plug replacement. 
+Maintenance Recommendations: timing belt inspection, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=enhanced
+Output: Diagnostic ID=73930ca6-420f-47d4-8707-52de1c050ca5
+Vehicle Type: commercial
+System: air-brakes
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.25 ratio
+  operating-time=8241.59 hours
+Parameters:
+  efficiency=0.82 percent
+  load=56.59 percent
+  temperature=49.56 °C
+  power=39.85 kW
+  vibration=1.40 mm/s
+  health_index=71.75 percent
+Temporal Data:
+  temp_over_time=[53.9, 57.0, 60.1] °C
+  power_trend=[33.4, 44.7, 32.9] kW
+  performance_trend=[0.7, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335282. Recommended maintenance interval: 11 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=35ff43e8-c985-4aae-bd82-e0269502567d
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.09 percent
+  rotor-thickness=13.94 mm
+  pad-thickness=3.47 mm
+  pressure=555.20 psi
+Parameters:
+  efficiency=0.82 percent
+  load=19.98 percent
+  temperature=57.23 °C
+  power=27.80 kW
+  vibration=0.20 mm/s
+  health_index=98.23 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.9 mm
+  pressure_sensor=1807.0 psi
+Temporal Data:
+  temp_over_time=[53.7, 58.9, 51.2] °C
+  power_trend=[33.6, 30.2, 34.2] kW
+  performance_trend=[1.0, 0.9, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335282. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=basic
+Output: Diagnostic ID=8c4671b6-4d4b-461a-bf25-7ecccbc3cb73
+Vehicle Type: commercial
+System: emissions
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=7913.48 hours
+Parameters:
+  efficiency=0.91 percent
+  load=91.73 percent
+  temperature=43.93 °C
+  power=27.16 kW
+  vibration=1.18 mm/s
+  health_index=96.63 percent
+Temporal Data:
+  temp_over_time=[71.3, 72.4, 64.0, 65.4] °C
+  power_trend=[32.6, 33.5, 21.5, 21.8] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335299. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=60c4cf2a-1dff-4ed8-ba54-957ad16dadd6
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.87 ratio
+  operating-time=88.36 hours
+Parameters:
+  efficiency=0.99 percent
+  load=48.97 percent
+  temperature=28.37 °C
+  power=2.32 kW
+  vibration=3.50 mm/s
+  health_index=75.27 percent
+Temporal Data:
+  temp_over_time=[37.4, 32.2, 37.7, 35.6, 35.7, 37.8] °C
+  power_trend=[2.2, 2.5, 2.9, 1.9, 2.0, 1.9] kW
+  performance_trend=[1.1, 1.0, 1.1, 0.8, 1.0, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335299. Recommended maintenance interval: 4 months. Recommended actions: software update, connector check, diagnostic scan. 
+Maintenance Recommendations: software update, connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=electro-hydraulic
+Output: Diagnostic ID=fa81bcd3-0e56-4c0d-b572-ec240645a41c
+Vehicle Type: motorcycle
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.30 percent
+  rotor-thickness=12.11 mm
+  pad-thickness=6.50 mm
+  pressure=680.00 psi
+Parameters:
+  efficiency=0.89 percent
+  load=0.44 percent
+  temperature=48.69 °C
+  power=39.92 kW
+  vibration=2.24 mm/s
+  health_index=100.00 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.5 mm
+  pressure_sensor=1657.1 psi
+Temporal Data:
+  temp_over_time=[45.6, 42.6, 40.6, 48.0, 43.7, 46.1, 47.8] °C
+  power_trend=[34.5, 34.1, 29.2, 45.9, 47.3, 45.2, 51.4] kW
+  performance_trend=[1.1, 0.8, 1.0, 1.0, 1.1, 0.9, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335299. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=enhanced
+Output: Diagnostic ID=872305df-6dbc-47c5-92ba-f7e0c2222320
+Vehicle Type: suv
+System: towing
+Configuration: enhanced
+Status: warning (level 3)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.16 ratio
+  operating-time=2999.42 hours
+Parameters:
+  efficiency=0.78 percent
+  load=15.14 percent
+  temperature=61.98 °C
+  power=35.84 kW
+  vibration=1.43 mm/s
+  health_index=51.63 percent
+Temporal Data:
+  temp_over_time=[44.8, 39.3, 37.3, 37.1] °C
+  power_trend=[33.4, 31.6, 26.2, 42.7] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335301. Recommended maintenance interval: 5 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=standard
+Output: Diagnostic ID=156a3578-b048-488b-8cdd-bd85fe979893
+Vehicle Type: motorcycle
+System: suspension
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.9 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.39 ratio
+  operating-time=8537.05 hours
+Parameters:
+  efficiency=0.75 percent
+  load=13.03 percent
+  temperature=42.78 °C
+  power=10.74 kW
+  vibration=3.38 mm/s
+  health_index=65.55 percent
+Temporal Data:
+  temp_over_time=[60.3, 62.8, 60.4, 62.1, 55.3] °C
+  power_trend=[8.3, 8.7, 13.9, 9.6, 12.8] kW
+  performance_trend=[1.0, 0.9, 1.0, 0.9, 1.0] damping_ratio
+Notes: Observed symptoms: rough ride. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335301. Recommended maintenance interval: 9 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=air
+Output: Diagnostic ID=5ddca471-a354-4cfa-86e8-de7a1f459b3d
+Vehicle Type: commercial
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.41 ratio
+  operating-time=4550.01 hours
+Parameters:
+  efficiency=0.87 percent
+  load=64.83 percent
+  temperature=54.30 °C
+  power=48.42 kW
+  vibration=3.81 mm/s
+  health_index=98.90 percent
+Temporal Data:
+  temp_over_time=[67.4, 66.9, 62.5, 69.5, 69.1, 65.5] °C
+  power_trend=[57.1, 48.0, 42.2, 41.0, 46.3, 38.0] kW
+  performance_trend=[1.0, 1.1, 0.9, 0.8, 0.9, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335301. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=optimized
+Output: Diagnostic ID=ea99cc8d-1985-438f-a212-71df20725537
+Vehicle Type: hybrid
+System: electronics
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.88 ratio
+  operating-time=1014.35 hours
+Parameters:
+  efficiency=0.87 percent
+  load=99.50 percent
+  temperature=35.87 °C
+  power=24.49 kW
+  vibration=0.69 mm/s
+  health_index=94.05 percent
+Sensors:
+  current=25.2 A
+  voltage=66.4 V
+Temporal Data:
+  temp_over_time=[34.2, 34.5, 29.4, 35.3, 33.5] °C
+  power_trend=[18.3, 24.5, 29.5, 30.2, 30.9] kW
+  performance_trend=[0.8, 0.7, 0.6, 0.7, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335299. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=standard
+Output: Diagnostic ID=9aacdc49-0699-4b31-8296-968cb8aa1f1b
+Vehicle Type: sedan
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 524.4 hp
+Material: steel
+Measurements:
+  oil-temperature=114.86 °C
+  oil-pressure=69.28 psi
+  compression=146.69 psi
+  rpm=3260.90 rpm
+Parameters:
+  efficiency=0.98 percent
+  load=95.72 percent
+  temperature=119.09 °C
+  power=267.89 hp
+  vibration=4.61 mm/s
+  health_index=82.54 percent
+Sensors:
+  oxygen_sensor=0.79 V
+  knock_sensor=88.5 mV
+  maf_sensor=7.09 g/s
+Temporal Data:
+  temp_over_time=[95.4, 101.5, 98.2, 85.3, 98.8, 92.6, 96.2] °C
+  power_trend=[187.8, 343.9, 251.0, 234.0, 331.7, 307.2, 200.8] hp
+  performance_trend=[612.8, 607.6, 608.9, 543.3, 572.7, 539.5, 586.6] hp
+Notes: Diagnostic scan performed at 1751287335297. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=performance
+Output: Diagnostic ID=3942514f-9af0-4955-a7dd-bba52aabb6e1
+Vehicle Type: commercial
+System: air-brakes
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.44 ratio
+  operating-time=895.88 hours
+Parameters:
+  efficiency=0.77 percent
+  load=38.21 percent
+  temperature=44.52 °C
+  power=11.63 kW
+  vibration=2.21 mm/s
+  health_index=91.07 percent
+Temporal Data:
+  temp_over_time=[53.3, 48.1, 52.1, 46.7, 51.9] °C
+  power_trend=[8.6, 12.5, 14.3, 14.7, 11.2] kW
+  performance_trend=[1.0, 0.8, 1.0, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335290. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=performance
+Output: Diagnostic ID=109cd332-ce6f-46eb-a1e6-8f683f226943
+Vehicle Type: sedan
+System: electrical
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: steel
+Measurements:
+  wear-level=0.28 ratio
+  operating-time=1961.22 hours
+Parameters:
+  efficiency=0.77 percent
+  load=60.40 percent
+  temperature=36.57 °C
+  power=43.26 kW
+  vibration=3.25 mm/s
+  health_index=90.48 percent
+Sensors:
+  current=7.4 A
+  voltage=156.9 V
+Temporal Data:
+  temp_over_time=[33.6, 36.4, 31.9, 31.8, 32.8] °C
+  power_trend=[49.1, 52.0, 33.8, 42.4, 42.2] kW
+  performance_trend=[1.0, 1.0, 0.9, 1.0, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335290. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=magnetic
+Output: Diagnostic ID=d3dc45aa-8e8a-4b14-ba01-9018e672e405
+Vehicle Type: sedan
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=8127.84 hours
+Parameters:
+  efficiency=0.79 percent
+  load=56.17 percent
+  temperature=69.98 °C
+  power=25.56 kW
+  vibration=2.93 mm/s
+  health_index=96.88 percent
+Temporal Data:
+  temp_over_time=[65.7, 60.0, 56.2, 55.1] °C
+  power_trend=[21.5, 29.9, 19.4, 20.7] kW
+  performance_trend=[1.1, 0.9, 0.8, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335288. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=air
+Output: Diagnostic ID=df0d036b-f753-48b3-82fa-2d3a0365c533
+Vehicle Type: sedan
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.88 ratio
+  operating-time=7019.49 hours
+Parameters:
+  efficiency=0.94 percent
+  load=90.14 percent
+  temperature=40.05 °C
+  power=20.18 kW
+  vibration=2.85 mm/s
+  health_index=77.84 percent
+Temporal Data:
+  temp_over_time=[46.6, 45.0, 47.7] °C
+  power_trend=[15.4, 24.0, 24.8] kW
+  performance_trend=[0.9, 0.8, 0.7] damping_ratio
+Notes: Observed symptoms: rough ride. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335288. Recommended maintenance interval: 12 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=performance
+Output: Diagnostic ID=7e4a4837-e11d-43c6-bfad-a59123517244
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=4647.81 hours
+Parameters:
+  efficiency=0.85 percent
+  load=22.26 percent
+  temperature=45.13 °C
+  power=45.36 kW
+  vibration=1.38 mm/s
+  health_index=61.31 percent
+Temporal Data:
+  temp_over_time=[43.1, 42.1, 46.7, 40.6, 45.1] °C
+  power_trend=[38.0, 52.5, 38.8, 58.0, 49.9] kW
+  performance_trend=[1.1, 0.9, 0.9, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335303. Recommended maintenance interval: 7 months. Recommended actions: software update, system inspection, diagnostic scan. 
+Maintenance Recommendations: software update, system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=optimized
+Output: Diagnostic ID=063d1b2e-664e-405b-827f-ed0e9268c494
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=2684.59 hours
+Parameters:
+  efficiency=0.87 percent
+  load=85.88 percent
+  temperature=58.32 °C
+  power=24.32 kW
+  vibration=3.34 mm/s
+  health_index=74.61 percent
+Temporal Data:
+  temp_over_time=[63.7, 62.5, 61.9, 66.9, 60.7, 65.9] °C
+  power_trend=[28.7, 28.3, 24.8, 19.4, 23.8, 21.1] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.8, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335288. Recommended maintenance interval: 3 months. Recommended actions: software update, diagnostic scan. 
+Maintenance Recommendations: software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=sport
+Output: Diagnostic ID=8e7cf50d-bcdd-4d90-9964-35aee8268bac
+Vehicle Type: sedan
+System: suspension
+Configuration: sport
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.29 ratio
+  operating-time=1197.53 hours
+Parameters:
+  efficiency=0.86 percent
+  load=35.83 percent
+  temperature=69.06 °C
+  power=23.26 kW
+  vibration=3.35 mm/s
+  health_index=99.14 percent
+Temporal Data:
+  temp_over_time=[66.9, 67.8, 67.1, 65.2] °C
+  power_trend=[16.7, 21.1, 28.4, 27.6] kW
+  performance_trend=[1.0, 1.0, 0.9, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335288. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=standard
+Output: Diagnostic ID=ad9e9d12-6927-4a1f-894e-85e8d363e34f
+Vehicle Type: hybrid
+System: regenerative
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.67 ratio
+  operating-time=6513.75 hours
+Parameters:
+  efficiency=0.85 percent
+  load=7.74 percent
+  temperature=67.68 °C
+  power=31.54 kW
+  vibration=4.57 mm/s
+  health_index=74.34 percent
+Temporal Data:
+  temp_over_time=[63.4, 59.3, 62.6, 66.4] °C
+  power_trend=[33.1, 27.7, 39.7, 26.7] kW
+  performance_trend=[0.9, 0.8, 0.8, 1.2] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335303. Recommended maintenance interval: 1 months. Recommended actions: software update, connector check, system inspection. 
+Maintenance Recommendations: software update, connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=manual
+Output: Diagnostic ID=70f2651b-df12-417f-8ec7-529298d41927
+Vehicle Type: motorcycle
+System: transmission
+Configuration: manual
+Status: warning (level 3)
+Fault Code: P0730
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.80 ratio
+  torque=368.92 Nm
+  shift-time=0.33 seconds
+  fluid-temperature=71.34 °C
+Parameters:
+  efficiency=0.86 percent
+  load=95.31 percent
+  temperature=78.27 °C
+  power=37.40 kW
+  vibration=4.61 mm/s
+  health_index=47.60 percent
+Temporal Data:
+  temp_over_time=[82.2, 84.7, 82.4] °C
+  power_trend=[29.2, 43.5, 43.6] kW
+  performance_trend=[1.1, 1.0, 1.0] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335303. Recommended maintenance interval: 10 months. Recommended actions: clutch adjustment, shift solenoid check, fluid change. 
+Maintenance Recommendations: clutch adjustment, shift solenoid check, fluid change
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=optimized
+Output: Diagnostic ID=97beb3f3-76e0-4e4a-b21b-4b26884d1112
+Vehicle Type: suv
+System: towing
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.79 ratio
+  operating-time=4607.10 hours
+Parameters:
+  efficiency=0.79 percent
+  load=91.16 percent
+  temperature=64.52 °C
+  power=32.02 kW
+  vibration=4.80 mm/s
+  health_index=93.68 percent
+Temporal Data:
+  temp_over_time=[52.8, 45.9, 50.2, 49.8, 51.8, 45.5, 49.0] °C
+  power_trend=[32.6, 24.5, 34.6, 24.6, 28.2, 28.9, 35.6] kW
+  performance_trend=[0.9, 1.1, 1.1, 0.8, 1.0, 1.1, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335286. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=magnetic
+Output: Diagnostic ID=c05702a9-ef25-4b50-a2f0-3b73947eeb42
+Vehicle Type: suv
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=5212.01 hours
+Parameters:
+  efficiency=0.87 percent
+  load=0.55 percent
+  temperature=63.88 °C
+  power=19.12 kW
+  vibration=0.25 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[61.8, 63.1, 57.6, 58.2, 55.8, 61.3] °C
+  power_trend=[21.7, 23.5, 15.7, 16.7, 20.4, 20.4] kW
+  performance_trend=[0.8, 1.0, 0.8, 0.7, 0.8, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335286. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=performance
+Output: Diagnostic ID=9795076b-3574-42dd-8f06-0845e94d9268
+Vehicle Type: truck
+System: diesel
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.85 ratio
+  operating-time=826.75 hours
+Parameters:
+  efficiency=0.91 percent
+  load=38.34 percent
+  temperature=64.29 °C
+  power=14.45 kW
+  vibration=0.33 mm/s
+  health_index=86.56 percent
+Temporal Data:
+  temp_over_time=[65.7, 64.7, 60.4, 70.8, 66.8, 70.0, 60.3] °C
+  power_trend=[18.4, 10.8, 16.5, 14.2, 17.5, 17.9, 14.3] kW
+  performance_trend=[0.8, 0.7, 0.7, 0.8, 0.8, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335286. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan, software update, system inspection. 
+Maintenance Recommendations: diagnostic scan, software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=performance
+Output: Diagnostic ID=79094d70-6ff5-4903-98f8-f49ea0d2ab9d
+Vehicle Type: electric
+System: motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.29 ratio
+  operating-time=2519.73 hours
+Parameters:
+  efficiency=0.95 percent
+  load=3.06 percent
+  temperature=57.62 °C
+  power=211.58 kW
+  vibration=3.34 mm/s
+  health_index=100.00 percent
+Sensors:
+  voltage_ripple=4.01 V
+  temperature=73.7 °C
+  current_draw=77.3 A
+Temporal Data:
+  temp_over_time=[43.9, 47.3, 41.7, 46.1, 46.5, 44.5] °C
+  power_trend=[246.8, 156.0, 201.7, 262.8, 192.6, 166.8] kW
+  performance_trend=[0.8, 0.8, 0.8, 1.1, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335303. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=standard
+Output: Diagnostic ID=bf59e610-83cb-4313-a245-42f4b28a76c2
+Vehicle Type: commercial
+System: suspension
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 1.0 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=9757.07 hours
+Parameters:
+  efficiency=0.95 percent
+  load=23.26 percent
+  temperature=68.68 °C
+  power=30.19 kW
+  vibration=2.57 mm/s
+  health_index=68.45 percent
+Temporal Data:
+  temp_over_time=[64.8, 66.8, 61.5, 61.2, 72.0, 68.0] °C
+  power_trend=[27.1, 37.8, 34.2, 29.8, 38.4, 24.5] kW
+  performance_trend=[1.0, 1.1, 0.9, 1.2, 1.1, 1.2] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 11 months. Recommended actions: system inspection, software update. 
+Maintenance Recommendations: system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=optimized
+Output: Diagnostic ID=38838c76-248f-4720-b7f0-9007cf26f6bf
+Vehicle Type: hybrid
+System: electronics
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.43 ratio
+  operating-time=3055.74 hours
+Parameters:
+  efficiency=0.82 percent
+  load=77.66 percent
+  temperature=42.13 °C
+  power=23.41 kW
+  vibration=4.94 mm/s
+  health_index=79.59 percent
+Sensors:
+  current=29.3 A
+  voltage=23.3 V
+Temporal Data:
+  temp_over_time=[37.4, 39.2, 43.0] °C
+  power_trend=[24.1, 25.6, 25.4] kW
+  performance_trend=[0.6, 0.8, 0.7] performance_index
+Notes: Observed symptoms: system failures. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 11 months. Recommended actions: connector check, system inspection, diagnostic scan. 
+Maintenance Recommendations: connector check, system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=enhanced
+Output: Diagnostic ID=23bcf05d-8e16-4748-9a2c-44fb29317c0d
+Vehicle Type: electric
+System: thermal
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=771.85 hours
+Parameters:
+  efficiency=0.91 percent
+  load=14.81 percent
+  temperature=40.13 °C
+  power=26.19 kW
+  vibration=0.97 mm/s
+  health_index=96.37 percent
+Temporal Data:
+  temp_over_time=[38.3, 38.6, 40.2, 46.2, 38.8, 45.3] °C
+  power_trend=[30.9, 20.0, 19.5, 23.9, 19.5, 20.0] kW
+  performance_trend=[0.7, 0.8, 0.7, 0.8, 0.7, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=standard
+Output: Diagnostic ID=f50ce57f-ad0a-4b18-8354-d54cb85876ad
+Vehicle Type: suv
+System: towing
+Configuration: standard
+Status: critical (level 4)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.23 ratio
+  operating-time=9588.62 hours
+Parameters:
+  efficiency=0.85 percent
+  load=31.89 percent
+  temperature=40.13 °C
+  power=27.66 kW
+  vibration=3.06 mm/s
+  health_index=39.17 percent
+Temporal Data:
+  temp_over_time=[61.8, 70.0, 71.0] °C
+  power_trend=[28.6, 28.8, 33.0] kW
+  performance_trend=[0.8, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 10 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=enhanced
+Output: Diagnostic ID=b30758f6-5dd8-4c78-b680-fac624467fe3
+Vehicle Type: electric
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=3759.48 hours
+Parameters:
+  efficiency=0.81 percent
+  load=50.84 percent
+  temperature=35.47 °C
+  power=47.65 kW
+  vibration=1.36 mm/s
+  health_index=92.67 percent
+Sensors:
+  current=12.2 A
+  voltage=80.9 V
+Temporal Data:
+  temp_over_time=[53.5, 45.0, 53.4, 52.2, 54.2, 50.1, 48.1] °C
+  power_trend=[38.4, 38.8, 53.1, 46.6, 53.2, 42.4, 60.3] kW
+  performance_trend=[0.6, 0.7, 0.6, 0.7, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=8b90d119-2ad1-4527-9e87-8dce934049f1
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.50 ratio
+  operating-time=9848.55 hours
+Parameters:
+  efficiency=0.92 percent
+  load=62.77 percent
+  temperature=58.82 °C
+  power=37.66 kW
+  vibration=2.76 mm/s
+  health_index=72.40 percent
+Temporal Data:
+  temp_over_time=[48.4, 48.9, 47.4, 50.1, 54.1] °C
+  power_trend=[44.5, 36.9, 45.1, 47.6, 35.1] kW
+  performance_trend=[0.6, 0.6, 0.8, 0.7, 0.6] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 12 months. Recommended actions: connector check, system inspection. 
+Maintenance Recommendations: connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=hybrid
+Output: Diagnostic ID=294b0052-600c-4341-a3d8-6a1ca6d0adf6
+Vehicle Type: motorcycle
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 355.4 hp
+Material: titanium
+Measurements:
+  oil-temperature=90.48 °C
+  oil-pressure=22.14 psi
+  compression=143.02 psi
+  rpm=5542.39 rpm
+Parameters:
+  efficiency=0.94 percent
+  load=73.49 percent
+  temperature=100.35 °C
+  power=164.38 hp
+  vibration=1.42 mm/s
+  health_index=89.81 percent
+Sensors:
+  oxygen_sensor=0.11 V
+  knock_sensor=111.3 mV
+  maf_sensor=9.06 g/s
+Temporal Data:
+  temp_over_time=[78.8, 81.9, 87.8, 90.3, 89.0, 92.2, 87.8] °C
+  power_trend=[134.4, 144.8, 207.8, 128.0, 171.4, 134.0, 135.8] hp
+  performance_trend=[408.9, 310.0, 367.6, 312.2, 332.2, 386.1, 318.5] hp
+Notes: Diagnostic scan performed at 1751287335303. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=optimized
+Output: Diagnostic ID=6f38f751-f6f4-4f93-92de-5c1b6a7dfa65
+Vehicle Type: motorcycle
+System: electrical
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: B1000
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.12 ratio
+  operating-time=8106.15 hours
+Parameters:
+  efficiency=0.80 percent
+  load=19.74 percent
+  temperature=43.03 °C
+  power=42.77 kW
+  vibration=2.53 mm/s
+  health_index=71.83 percent
+Sensors:
+  current=2.0 A
+  voltage=149.4 V
+Temporal Data:
+  temp_over_time=[30.1, 32.1, 30.4, 31.0, 34.5] °C
+  power_trend=[34.5, 41.6, 42.7, 37.8, 38.5] kW
+  performance_trend=[0.8, 0.9, 1.0, 1.1, 1.2] voltage_stability
+Notes: Observed symptoms: system failures. Diagnostic trouble code: B1000. Diagnostic scan performed at 1751287335303. Recommended maintenance interval: 9 months. Recommended actions: current draw test, ground check. 
+Maintenance Recommendations: current draw test, ground check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=standard
+Output: Diagnostic ID=2e7d7600-4577-4b6e-9af2-b010e958219e
+Vehicle Type: motorcycle
+System: cooling
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.54 ratio
+  operating-time=4656.77 hours
+Parameters:
+  efficiency=0.84 percent
+  load=41.03 percent
+  temperature=50.45 °C
+  power=21.77 kW
+  vibration=2.87 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[61.6, 61.1, 59.2, 61.5, 54.5, 61.7, 52.8] °C
+  power_trend=[22.9, 18.4, 18.1, 21.7, 18.9, 20.7, 25.1] kW
+  performance_trend=[0.8, 0.8, 0.7, 0.8, 0.7, 0.6, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335303. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=enhanced
+Output: Diagnostic ID=07361e99-6904-40e3-8fae-83db257f03e1
+Vehicle Type: sedan
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=1689.32 hours
+Parameters:
+  efficiency=0.86 percent
+  load=38.58 percent
+  temperature=31.54 °C
+  power=2.90 kW
+  vibration=4.39 mm/s
+  health_index=95.70 percent
+Temporal Data:
+  temp_over_time=[42.0, 36.1, 41.9, 38.7, 39.1] °C
+  power_trend=[3.3, 2.3, 2.7, 2.3, 2.7] kW
+  performance_trend=[0.9, 1.0, 0.8, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335303. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=basic
+Output: Diagnostic ID=c7f913f0-e82e-499a-8e31-c5e1f011a6a9
+Vehicle Type: commercial
+System: air-brakes
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=2074.74 hours
+Parameters:
+  efficiency=0.99 percent
+  load=39.29 percent
+  temperature=56.56 °C
+  power=44.00 kW
+  vibration=2.41 mm/s
+  health_index=91.98 percent
+Temporal Data:
+  temp_over_time=[56.2, 56.8, 49.9, 48.3, 54.2] °C
+  power_trend=[39.1, 56.5, 49.1, 35.0, 36.3] kW
+  performance_trend=[0.7, 0.7, 0.9, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335303. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=drum
+Output: Diagnostic ID=ccaf1a66-6067-4bfd-be8c-c6e84220b3b6
+Vehicle Type: motorcycle
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=3.13 percent
+  rotor-thickness=24.72 mm
+  pad-thickness=6.12 mm
+  pressure=222.24 psi
+Parameters:
+  efficiency=0.75 percent
+  load=23.14 percent
+  temperature=48.83 °C
+  power=24.75 kW
+  vibration=1.71 mm/s
+  health_index=92.74 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=1.2 mm
+  pressure_sensor=690.3 psi
+Temporal Data:
+  temp_over_time=[42.1, 42.4, 38.8, 40.8, 40.5] °C
+  power_trend=[18.7, 24.0, 30.6, 30.9, 26.5] kW
+  performance_trend=[0.9, 1.0, 1.0, 1.1, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335301. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=66e0c7f3-68d1-412e-b685-c333a18b7e0f
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: normal (level 1)
+Fault Code: C0035
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=3.13 percent
+  rotor-thickness=19.81 mm
+  pad-thickness=4.62 mm
+  pressure=436.25 psi
+Parameters:
+  efficiency=0.94 percent
+  load=15.64 percent
+  temperature=60.25 °C
+  power=48.07 kW
+  vibration=4.76 mm/s
+  health_index=84.32 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.7 mm
+  pressure_sensor=1717.6 psi
+Temporal Data:
+  temp_over_time=[57.6, 58.5, 57.9, 59.3, 61.9, 60.8] °C
+  power_trend=[41.6, 52.1, 55.8, 50.6, 36.7, 49.5] kW
+  performance_trend=[1.0, 0.9, 1.0, 1.1, 1.1, 0.8] deceleration_g
+Notes: Observed symptoms: noise. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335301. Recommended maintenance interval: 7 months. Recommended actions: caliper inspection, fluid flush. 
+Maintenance Recommendations: caliper inspection, fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=standard
+Output: Diagnostic ID=e09b7333-94ea-42fe-8e6d-20c10a606bdd
+Vehicle Type: hybrid
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 299.8 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=105.95 °C
+  oil-pressure=22.56 psi
+  compression=132.99 psi
+  rpm=4787.74 rpm
+Parameters:
+  efficiency=0.97 percent
+  load=14.00 percent
+  temperature=106.63 °C
+  power=263.21 hp
+  vibration=1.31 mm/s
+  health_index=96.76 percent
+Sensors:
+  oxygen_sensor=0.32 V
+  knock_sensor=306.5 mV
+  maf_sensor=10.02 g/s
+Temporal Data:
+  temp_over_time=[128.6, 127.4, 107.0, 127.8] °C
+  power_trend=[298.0, 317.0, 326.3, 253.4] hp
+  performance_trend=[308.4, 316.7, 333.2, 254.7] hp
+Notes: Diagnostic scan performed at 1751287335301. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=optimized
+Output: Diagnostic ID=f47447d2-9a0e-4558-853f-9b512b1ac89b
+Vehicle Type: electric
+System: charging
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.74 ratio
+  operating-time=3298.86 hours
+Parameters:
+  efficiency=0.86 percent
+  load=59.90 percent
+  temperature=50.43 °C
+  power=11.20 kW
+  vibration=1.76 mm/s
+  health_index=88.09 percent
+Temporal Data:
+  temp_over_time=[49.1, 49.5, 53.5, 51.8, 46.9] °C
+  power_trend=[12.9, 13.0, 11.1, 13.5, 12.5] kW
+  performance_trend=[0.9, 0.8, 0.6, 0.8, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335301. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=electro-hydraulic
+Output: Diagnostic ID=4ca9d5b9-d41d-4404-86e4-67a4ca8f30b1
+Vehicle Type: truck
+System: brakes
+Configuration: electro-hydraulic
+Status: normal (level 1)
+Fault Code: C0060
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=2.34 percent
+  rotor-thickness=14.67 mm
+  pad-thickness=8.84 mm
+  pressure=432.12 psi
+Parameters:
+  efficiency=0.77 percent
+  load=41.17 percent
+  temperature=66.42 °C
+  power=42.49 kW
+  vibration=4.07 mm/s
+  health_index=77.94 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.6 mm
+  pressure_sensor=1494.8 psi
+Temporal Data:
+  temp_over_time=[56.3, 60.0, 66.1, 64.3, 64.9] °C
+  power_trend=[36.3, 45.6, 34.0, 42.4, 45.8] kW
+  performance_trend=[1.0, 0.9, 1.1, 1.0, 1.0] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335307. Recommended maintenance interval: 10 months. Recommended actions: caliper inspection, pad replacement, rotor resurfacing. 
+Maintenance Recommendations: caliper inspection, pad replacement, rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=standard
+Output: Diagnostic ID=17b4ac23-4727-4f98-9aca-8a90a636554b
+Vehicle Type: commercial
+System: safety
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.89 ratio
+  operating-time=9459.44 hours
+Parameters:
+  efficiency=0.86 percent
+  load=74.84 percent
+  temperature=54.68 °C
+  power=14.36 kW
+  vibration=0.87 mm/s
+  health_index=94.62 percent
+Temporal Data:
+  temp_over_time=[48.8, 47.9, 46.2, 50.6, 43.9, 48.3] °C
+  power_trend=[12.4, 10.3, 12.3, 16.7, 11.1, 17.2] kW
+  performance_trend=[0.8, 0.7, 1.0, 1.0, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335307. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=optimized
+Output: Diagnostic ID=b849d64a-b764-44dc-83e6-6e9a7cbb9896
+Vehicle Type: electric
+System: thermal
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=1758.77 hours
+Parameters:
+  efficiency=0.76 percent
+  load=83.23 percent
+  temperature=48.59 °C
+  power=41.83 kW
+  vibration=4.26 mm/s
+  health_index=85.66 percent
+Temporal Data:
+  temp_over_time=[48.4, 54.8, 51.3, 46.4, 47.7, 45.6] °C
+  power_trend=[40.1, 38.6, 48.1, 50.5, 32.0, 39.3] kW
+  performance_trend=[0.9, 1.0, 0.9, 0.9, 1.1, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=standard
+Output: Diagnostic ID=9327fd5e-cdd6-4292-a89d-f767e4475eb2
+Vehicle Type: sedan
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 119.2 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=81.56 °C
+  oil-pressure=38.86 psi
+  compression=155.59 psi
+  rpm=1986.82 rpm
+Parameters:
+  efficiency=0.76 percent
+  load=50.87 percent
+  temperature=112.54 °C
+  power=194.05 hp
+  vibration=4.94 mm/s
+  health_index=79.17 percent
+Sensors:
+  oxygen_sensor=0.46 V
+  knock_sensor=376.4 mV
+  maf_sensor=1.19 g/s
+Temporal Data:
+  temp_over_time=[106.9, 122.4, 125.9, 123.0] °C
+  power_trend=[151.8, 163.5, 154.4, 220.9] hp
+  performance_trend=[114.4, 138.6, 106.0, 117.4] hp
+Notes: Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=sequential
+Output: Diagnostic ID=0a1eb272-e39b-475a-860b-64e48f610d4b
+Vehicle Type: sedan
+System: transmission
+Configuration: sequential
+Status: degraded (level 2)
+Fault Code: P0700
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.78 ratio
+  torque=114.90 Nm
+  shift-time=0.31 seconds
+  fluid-temperature=91.71 °C
+Parameters:
+  efficiency=0.92 percent
+  load=35.56 percent
+  temperature=61.28 °C
+  power=19.87 kW
+  vibration=1.16 mm/s
+  health_index=65.50 percent
+Temporal Data:
+  temp_over_time=[67.5, 68.3, 69.1] °C
+  power_trend=[18.1, 22.0, 15.4] kW
+  performance_trend=[1.0, 1.1, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 6 months. Recommended actions: shift solenoid check, filter replacement, fluid change. 
+Maintenance Recommendations: shift solenoid check, filter replacement, fluid change
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=air
+Output: Diagnostic ID=e5f5a9c3-ae42-41a6-8a90-f46c132e3dbc
+Vehicle Type: commercial
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.48 ratio
+  operating-time=3269.75 hours
+Parameters:
+  efficiency=0.95 percent
+  load=9.24 percent
+  temperature=55.84 °C
+  power=33.32 kW
+  vibration=2.53 mm/s
+  health_index=84.53 percent
+Temporal Data:
+  temp_over_time=[43.8, 44.4, 46.9] °C
+  power_trend=[33.4, 37.9, 33.3] kW
+  performance_trend=[1.1, 1.1, 0.8] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 1 months. Recommended actions: system inspection, software update. 
+Maintenance Recommendations: system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=standard
+Output: Diagnostic ID=2e6db419-58e7-4edb-ac6c-7683d7d4c444
+Vehicle Type: commercial
+System: safety
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.39 ratio
+  operating-time=2300.35 hours
+Parameters:
+  efficiency=0.94 percent
+  load=98.08 percent
+  temperature=44.28 °C
+  power=36.17 kW
+  vibration=2.28 mm/s
+  health_index=88.21 percent
+Temporal Data:
+  temp_over_time=[69.6, 71.2, 68.6] °C
+  power_trend=[25.5, 45.6, 43.5] kW
+  performance_trend=[0.8, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=standard
+Output: Diagnostic ID=7f117b46-9092-4b88-b256-4355a85e67b6
+Vehicle Type: suv
+System: 4wd
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.93 ratio
+  operating-time=3128.73 hours
+Parameters:
+  efficiency=0.94 percent
+  load=55.35 percent
+  temperature=58.60 °C
+  power=72.47 kW
+  vibration=3.98 mm/s
+  health_index=81.33 percent
+Temporal Data:
+  temp_over_time=[53.0, 45.1, 46.9, 48.5] °C
+  power_trend=[54.8, 59.1, 70.3, 85.0] kW
+  performance_trend=[1.0, 1.0, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 4 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=2291f6ac-93f0-4c89-8d78-d40a04562757
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=1.56 percent
+  rotor-thickness=14.44 mm
+  pad-thickness=6.12 mm
+  pressure=514.34 psi
+Parameters:
+  efficiency=0.94 percent
+  load=34.85 percent
+  temperature=49.57 °C
+  power=10.24 kW
+  vibration=4.41 mm/s
+  health_index=89.43 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.2 mm
+  pressure_sensor=1046.5 psi
+Temporal Data:
+  temp_over_time=[46.8, 51.1, 52.7, 49.9] °C
+  power_trend=[8.1, 13.2, 11.2, 11.8] kW
+  performance_trend=[1.0, 0.9, 1.1, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=enhanced
+Output: Diagnostic ID=4391e2d5-6e70-492a-a4b0-69966ae5077e
+Vehicle Type: hybrid
+System: regenerative
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.86 ratio
+  operating-time=6171.90 hours
+Parameters:
+  efficiency=0.93 percent
+  load=32.68 percent
+  temperature=58.61 °C
+  power=42.75 kW
+  vibration=0.87 mm/s
+  health_index=85.22 percent
+Temporal Data:
+  temp_over_time=[61.8, 57.3, 57.2, 58.3, 55.1, 56.9, 63.6] °C
+  power_trend=[35.5, 37.7, 40.0, 41.7, 34.2, 51.8, 35.4] kW
+  performance_trend=[0.9, 1.1, 0.9, 1.1, 1.0, 1.0, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335301. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automatic
+Output: Diagnostic ID=a8418796-1dc4-4305-9001-0f7324649045
+Vehicle Type: truck
+System: transmission
+Configuration: automatic
+Status: degraded (level 2)
+Fault Code: P0720
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.77 ratio
+  torque=478.06 Nm
+  shift-time=0.24 seconds
+  fluid-temperature=99.95 °C
+Parameters:
+  efficiency=0.79 percent
+  load=6.67 percent
+  temperature=86.75 °C
+  power=13.52 kW
+  vibration=3.12 mm/s
+  health_index=59.75 percent
+Temporal Data:
+  temp_over_time=[80.3, 68.9, 80.0, 78.8, 70.6, 69.3, 69.5] °C
+  power_trend=[11.4, 10.5, 10.9, 11.4, 14.6, 16.3, 13.4] kW
+  performance_trend=[1.0, 0.9, 0.8, 0.9, 1.0, 0.8, 0.7] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335299. Recommended maintenance interval: 8 months. Recommended actions: shift solenoid check, filter replacement. 
+Maintenance Recommendations: shift solenoid check, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=enhanced
+Output: Diagnostic ID=e5810a9f-7811-48f5-9f7d-856cae209793
+Vehicle Type: sedan
+System: electrical
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: steel
+Measurements:
+  wear-level=0.87 ratio
+  operating-time=516.54 hours
+Parameters:
+  efficiency=0.90 percent
+  load=51.65 percent
+  temperature=32.23 °C
+  power=25.56 kW
+  vibration=0.58 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=8.3 A
+  voltage=90.2 V
+Temporal Data:
+  temp_over_time=[33.2, 35.2, 33.8, 36.5, 34.5] °C
+  power_trend=[28.8, 28.9, 19.9, 25.7, 30.4] kW
+  performance_trend=[0.9, 1.1, 1.0, 0.8, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335299. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=standard
+Output: Diagnostic ID=905c6033-dfbc-490b-997b-97fbd221bee4
+Vehicle Type: electric
+System: motor
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.10 ratio
+  operating-time=5262.15 hours
+Parameters:
+  efficiency=0.96 percent
+  load=93.96 percent
+  temperature=53.02 °C
+  power=261.49 kW
+  vibration=4.76 mm/s
+  health_index=91.87 percent
+Sensors:
+  voltage_ripple=1.90 V
+  temperature=85.0 °C
+  current_draw=176.2 A
+Temporal Data:
+  temp_over_time=[44.0, 38.7, 42.3] °C
+  power_trend=[217.6, 307.3, 322.5] kW
+  performance_trend=[0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335299. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=turbo
+Output: Diagnostic ID=846d1e7c-3a10-442d-b0aa-554037336d32
+Vehicle Type: commercial
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 302.6 hp
+Material: steel
+Measurements:
+  oil-temperature=99.34 °C
+  oil-pressure=53.16 psi
+  compression=137.47 psi
+  rpm=2024.67 rpm
+Parameters:
+  efficiency=0.77 percent
+  load=25.04 percent
+  temperature=91.02 °C
+  power=394.73 hp
+  vibration=4.21 mm/s
+  health_index=86.51 percent
+Sensors:
+  oxygen_sensor=0.63 V
+  knock_sensor=98.2 mV
+  maf_sensor=7.65 g/s
+Temporal Data:
+  temp_over_time=[112.3, 105.3, 111.5] °C
+  power_trend=[476.0, 341.0, 352.1] hp
+  performance_trend=[340.9, 362.3, 280.5] hp
+Notes: Diagnostic scan performed at 1751287335299. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=turbo
+Output: Diagnostic ID=42dd2046-07ea-47c0-b6f4-175c240d2364
+Vehicle Type: suv
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 574.6 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=71.21 °C
+  oil-pressure=26.22 psi
+  compression=127.51 psi
+  rpm=2424.52 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=15.74 percent
+  temperature=84.56 °C
+  power=153.29 hp
+  vibration=1.58 mm/s
+  health_index=89.43 percent
+Sensors:
+  oxygen_sensor=0.58 V
+  knock_sensor=474.7 mV
+  maf_sensor=1.74 g/s
+Temporal Data:
+  temp_over_time=[109.6, 118.5, 125.3, 108.9, 104.4] °C
+  power_trend=[131.8, 111.0, 173.0, 112.2, 173.6] hp
+  performance_trend=[658.6, 501.3, 585.9, 633.9, 670.2] hp
+Notes: Diagnostic scan performed at 1751287335311. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=optimized
+Output: Diagnostic ID=57a77f1a-582e-43fc-93ad-545f77b1599e
+Vehicle Type: commercial
+System: air-brakes
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.43 ratio
+  operating-time=745.92 hours
+Parameters:
+  efficiency=0.76 percent
+  load=57.35 percent
+  temperature=56.06 °C
+  power=27.62 kW
+  vibration=4.12 mm/s
+  health_index=62.66 percent
+Temporal Data:
+  temp_over_time=[62.0, 62.1, 60.2, 62.2, 64.1, 60.1] °C
+  power_trend=[24.2, 32.4, 27.1, 31.1, 22.4, 28.5] kW
+  performance_trend=[0.9, 0.9, 0.9, 0.8, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335311. Recommended maintenance interval: 5 months. Recommended actions: software update, system inspection. 
+Maintenance Recommendations: software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=turbo
+Output: Diagnostic ID=8db03c2b-7e26-4702-81db-2e8a4de2cf71
+Vehicle Type: suv
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 587.9 hp
+Material: steel
+Measurements:
+  oil-temperature=80.52 °C
+  oil-pressure=55.94 psi
+  compression=135.29 psi
+  rpm=5887.03 rpm
+Parameters:
+  efficiency=0.82 percent
+  load=28.06 percent
+  temperature=93.04 °C
+  power=310.90 hp
+  vibration=3.63 mm/s
+  health_index=97.53 percent
+Sensors:
+  oxygen_sensor=0.87 V
+  knock_sensor=289.5 mV
+  maf_sensor=2.11 g/s
+Temporal Data:
+  temp_over_time=[104.5, 100.9, 104.7] °C
+  power_trend=[241.6, 272.5, 264.8] hp
+  performance_trend=[484.7, 492.5, 470.8] hp
+Notes: Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=performance
+Output: Diagnostic ID=40092ee4-c5ac-45e5-8b99-36fd6b5d0f60
+Vehicle Type: suv
+System: climate
+Configuration: performance
+Status: warning (level 3)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=5928.59 hours
+Parameters:
+  efficiency=0.86 percent
+  load=46.08 percent
+  temperature=33.92 °C
+  power=4.83 kW
+  vibration=4.36 mm/s
+  health_index=48.39 percent
+Temporal Data:
+  temp_over_time=[25.6, 26.3, 22.2, 23.6, 24.5] °C
+  power_trend=[6.0, 4.4, 4.5, 3.7, 4.4] kW
+  performance_trend=[0.7, 0.7, 0.9, 0.7, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 7 months. Recommended actions: software update, diagnostic scan. 
+Maintenance Recommendations: software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=drum
+Output: Diagnostic ID=e6596ca8-0108-4a51-be6c-f8d8565a0552
+Vehicle Type: suv
+System: brakes
+Configuration: drum
+Status: normal (level 1)
+Fault Code: C0050
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=1.84 percent
+  rotor-thickness=10.44 mm
+  pad-thickness=4.63 mm
+  pressure=250.54 psi
+Parameters:
+  efficiency=0.94 percent
+  load=6.12 percent
+  temperature=56.27 °C
+  power=24.49 kW
+  vibration=1.70 mm/s
+  health_index=75.68 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.8 mm
+  pressure_sensor=574.0 psi
+Temporal Data:
+  temp_over_time=[52.2, 51.1, 56.1, 59.9, 55.7] °C
+  power_trend=[29.6, 21.0, 18.2, 26.8, 17.6] kW
+  performance_trend=[1.1, 1.0, 1.1, 0.9, 0.9] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335309. Recommended maintenance interval: 1 months. Recommended actions: rotor resurfacing. 
+Maintenance Recommendations: rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=standard
+Output: Diagnostic ID=bdfdecfd-b3cf-4bdc-8248-4b279531dab2
+Vehicle Type: commercial
+System: emissions
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.54 ratio
+  operating-time=991.84 hours
+Parameters:
+  efficiency=0.80 percent
+  load=99.15 percent
+  temperature=60.56 °C
+  power=20.77 kW
+  vibration=3.11 mm/s
+  health_index=86.08 percent
+Temporal Data:
+  temp_over_time=[53.4, 52.4, 57.0, 58.6, 51.1] °C
+  power_trend=[19.6, 15.9, 19.0, 21.6, 18.9] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335307. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=magnetic
+Output: Diagnostic ID=d6ea88d7-f357-4b55-9668-792cc450a5f3
+Vehicle Type: commercial
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=133.56 hours
+Parameters:
+  efficiency=0.84 percent
+  load=87.60 percent
+  temperature=64.75 °C
+  power=45.16 kW
+  vibration=4.28 mm/s
+  health_index=91.24 percent
+Temporal Data:
+  temp_over_time=[46.4, 47.0, 54.3, 49.0, 51.8] °C
+  power_trend=[48.7, 54.2, 39.3, 34.5, 34.8] kW
+  performance_trend=[1.1, 1.0, 1.1, 0.9, 1.1] damping_ratio
+Notes: Diagnostic scan performed at 1751287335307. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=basic
+Output: Diagnostic ID=53e8f1ad-a374-4b08-8fd8-a72170e53fd5
+Vehicle Type: commercial
+System: air-brakes
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.50 ratio
+  operating-time=4994.13 hours
+Parameters:
+  efficiency=0.87 percent
+  load=26.81 percent
+  temperature=66.26 °C
+  power=27.44 kW
+  vibration=4.61 mm/s
+  health_index=81.86 percent
+Temporal Data:
+  temp_over_time=[46.4, 50.5, 48.0, 48.8, 54.1] °C
+  power_trend=[23.3, 22.5, 27.3, 20.3, 25.9] kW
+  performance_trend=[0.8, 0.9, 1.0, 0.9, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335307. Recommended maintenance interval: 9 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=enhanced
+Output: Diagnostic ID=58c9b783-bed6-4359-894a-d333d0fefed2
+Vehicle Type: truck
+System: exhaust
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.28 ratio
+  operating-time=9123.25 hours
+Parameters:
+  efficiency=0.84 percent
+  load=39.19 percent
+  temperature=66.06 °C
+  power=28.34 kW
+  vibration=2.18 mm/s
+  health_index=93.07 percent
+Temporal Data:
+  temp_over_time=[58.0, 56.5, 52.6, 55.6, 60.4, 52.2] °C
+  power_trend=[25.4, 27.8, 28.2, 36.2, 24.8, 22.5] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.9, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335307. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=27881406-16f3-4f8d-92a4-6ad6ec4a7839
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: normal (level 1)
+Fault Code: C0035
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.38 percent
+  rotor-thickness=22.74 mm
+  pad-thickness=5.28 mm
+  pressure=837.22 psi
+Parameters:
+  efficiency=0.94 percent
+  load=68.91 percent
+  temperature=66.78 °C
+  power=37.03 kW
+  vibration=3.03 mm/s
+  health_index=77.09 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.4 mm
+  pressure_sensor=1958.8 psi
+Temporal Data:
+  temp_over_time=[39.8, 41.3, 39.1, 44.3] °C
+  power_trend=[39.9, 36.4, 43.0, 31.1] kW
+  performance_trend=[0.9, 0.9, 0.9, 0.8] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335307. Recommended maintenance interval: 5 months. Recommended actions: caliper inspection, pad replacement. 
+Maintenance Recommendations: caliper inspection, pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=cvt
+Output: Diagnostic ID=eb469dcc-1f91-47c9-9bd8-365b3f9a2527
+Vehicle Type: commercial
+System: transmission
+Configuration: cvt
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.83 ratio
+  torque=432.94 Nm
+  shift-time=0.19 seconds
+  fluid-temperature=88.15 °C
+Parameters:
+  efficiency=0.94 percent
+  load=53.99 percent
+  temperature=78.06 °C
+  power=36.66 kW
+  vibration=3.06 mm/s
+  health_index=96.59 percent
+Temporal Data:
+  temp_over_time=[94.7, 93.9, 81.7, 93.7, 93.9, 86.9, 86.6] °C
+  power_trend=[31.9, 45.2, 46.1, 37.1, 43.9, 40.9, 28.8] kW
+  performance_trend=[0.7, 0.9, 1.0, 1.0, 0.8, 0.9, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335307. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=air
+Output: Diagnostic ID=6d696f65-d91e-4351-8426-f28a2ca8e054
+Vehicle Type: commercial
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=100.37 hours
+Parameters:
+  efficiency=0.87 percent
+  load=62.47 percent
+  temperature=61.40 °C
+  power=25.24 kW
+  vibration=2.81 mm/s
+  health_index=88.34 percent
+Temporal Data:
+  temp_over_time=[61.6, 63.5, 57.8, 55.3, 52.7] °C
+  power_trend=[32.0, 25.3, 19.4, 24.5, 21.1] kW
+  performance_trend=[0.8, 1.0, 0.8, 0.8, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=standard
+Output: Diagnostic ID=96b9b115-6aea-46a6-a9ee-34ac27d75e33
+Vehicle Type: truck
+System: diesel
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.40 ratio
+  operating-time=7815.82 hours
+Parameters:
+  efficiency=0.81 percent
+  load=38.57 percent
+  temperature=56.51 °C
+  power=46.93 kW
+  vibration=1.40 mm/s
+  health_index=99.26 percent
+Temporal Data:
+  temp_over_time=[55.1, 51.6, 53.5, 48.9, 49.5] °C
+  power_trend=[33.1, 42.0, 46.0, 58.6, 40.8] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=enhanced
+Output: Diagnostic ID=1cff6da5-1b6c-4873-b4a2-b57007779a76
+Vehicle Type: electric
+System: motor
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.10 ratio
+  operating-time=508.83 hours
+Parameters:
+  efficiency=0.76 percent
+  load=57.90 percent
+  temperature=69.17 °C
+  power=103.41 kW
+  vibration=0.31 mm/s
+  health_index=87.82 percent
+Sensors:
+  voltage_ripple=3.94 V
+  temperature=95.8 °C
+  current_draw=147.6 A
+Temporal Data:
+  temp_over_time=[47.2, 51.9, 44.9, 46.5] °C
+  power_trend=[127.0, 79.2, 107.3, 107.4] kW
+  performance_trend=[1.1, 1.0, 1.2, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=standard
+Output: Diagnostic ID=1922ca05-7547-4504-a264-75c4e85bf60c
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.40 ratio
+  operating-time=3090.59 hours
+Parameters:
+  efficiency=0.85 percent
+  load=37.77 percent
+  temperature=64.52 °C
+  power=26.82 kW
+  vibration=0.97 mm/s
+  health_index=90.33 percent
+Temporal Data:
+  temp_over_time=[56.7, 55.9, 53.1, 59.0, 59.1, 57.0, 54.4] °C
+  power_trend=[26.6, 31.1, 34.4, 29.1, 23.7, 29.6, 31.2] kW
+  performance_trend=[1.0, 1.0, 1.0, 0.9, 0.9, 0.8, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=electro-hydraulic
+Output: Diagnostic ID=29828322-a6e6-4846-a167-16006c8d5b07
+Vehicle Type: motorcycle
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=1.39 percent
+  rotor-thickness=25.16 mm
+  pad-thickness=10.09 mm
+  pressure=215.03 psi
+Parameters:
+  efficiency=0.78 percent
+  load=11.55 percent
+  temperature=59.25 °C
+  power=11.68 kW
+  vibration=2.74 mm/s
+  health_index=94.99 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.1 mm
+  pressure_sensor=765.4 psi
+Temporal Data:
+  temp_over_time=[45.9, 47.1, 40.6, 47.2, 47.9, 45.1] °C
+  power_trend=[11.1, 11.3, 9.5, 13.3, 10.7, 14.3] kW
+  performance_trend=[1.0, 0.9, 1.0, 0.8, 1.1, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=standard
+Output: Diagnostic ID=4684f230-f5b6-4d55-aa91-207aef58837d
+Vehicle Type: motorcycle
+System: cooling
+Configuration: standard
+Status: warning (level 3)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.20 ratio
+  operating-time=3037.02 hours
+Parameters:
+  efficiency=1.00 percent
+  load=92.63 percent
+  temperature=53.40 °C
+  power=23.57 kW
+  vibration=3.63 mm/s
+  health_index=49.14 percent
+Temporal Data:
+  temp_over_time=[54.7, 59.4, 62.3, 60.0, 63.4] °C
+  power_trend=[22.9, 21.4, 30.2, 28.0, 20.4] kW
+  performance_trend=[0.9, 0.7, 0.9, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 10 months. Recommended actions: system inspection, software update, diagnostic scan. 
+Maintenance Recommendations: system inspection, software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=enhanced
+Output: Diagnostic ID=42f01640-f607-4ae9-bb33-b15accef06e5
+Vehicle Type: commercial
+System: air-brakes
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.28 ratio
+  operating-time=1747.29 hours
+Parameters:
+  efficiency=0.88 percent
+  load=87.96 percent
+  temperature=53.43 °C
+  power=22.89 kW
+  vibration=3.34 mm/s
+  health_index=95.90 percent
+Temporal Data:
+  temp_over_time=[46.9, 52.8, 45.9] °C
+  power_trend=[21.3, 28.8, 16.2] kW
+  performance_trend=[0.7, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=optimized
+Output: Diagnostic ID=a7088f32-bcb9-45fa-9536-1a4855a1d85c
+Vehicle Type: commercial
+System: air-brakes
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=2656.44 hours
+Parameters:
+  efficiency=0.86 percent
+  load=41.78 percent
+  temperature=60.90 °C
+  power=10.38 kW
+  vibration=4.61 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[44.0, 52.0, 46.3, 44.7, 44.7, 44.7] °C
+  power_trend=[8.1, 12.3, 9.1, 10.7, 8.9, 13.0] kW
+  performance_trend=[1.1, 0.9, 1.1, 0.9, 1.1, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=air
+Output: Diagnostic ID=00ac5027-691f-4557-9e3d-86bb9f24cbdf
+Vehicle Type: commercial
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=9316.65 hours
+Parameters:
+  efficiency=0.94 percent
+  load=34.92 percent
+  temperature=66.42 °C
+  power=20.89 kW
+  vibration=0.22 mm/s
+  health_index=79.21 percent
+Temporal Data:
+  temp_over_time=[60.1, 62.9, 62.1, 63.4, 63.3] °C
+  power_trend=[25.6, 19.9, 20.0, 21.3, 19.5] kW
+  performance_trend=[1.1, 0.9, 0.8, 1.0, 1.0] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 11 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=enhanced
+Output: Diagnostic ID=500777a4-56a0-4f45-b95e-ba3244d843f3
+Vehicle Type: sedan
+System: climate
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=2950.31 hours
+Parameters:
+  efficiency=0.87 percent
+  load=16.47 percent
+  temperature=18.84 °C
+  power=5.26 kW
+  vibration=3.68 mm/s
+  health_index=79.17 percent
+Temporal Data:
+  temp_over_time=[15.7, 13.7, 14.5] °C
+  power_trend=[6.4, 3.7, 6.4] kW
+  performance_trend=[0.7, 0.8, 0.6] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 11 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=enhanced
+Output: Diagnostic ID=cc488aa3-b52f-4bd7-a717-b7b480beeab9
+Vehicle Type: commercial
+System: emissions
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.12 ratio
+  operating-time=6403.10 hours
+Parameters:
+  efficiency=0.85 percent
+  load=33.18 percent
+  temperature=55.89 °C
+  power=34.08 kW
+  vibration=0.60 mm/s
+  health_index=85.56 percent
+Temporal Data:
+  temp_over_time=[55.6, 57.2, 63.1] °C
+  power_trend=[39.9, 30.5, 30.7] kW
+  performance_trend=[0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=solid-state
+Output: Diagnostic ID=f932921d-49ad-4a9e-b77d-4b655d39bd25
+Vehicle Type: electric
+System: battery
+Configuration: solid-state
+Status: optimal (level 0)
+Performance: 109.4 kWh
+Material: nickel-metal
+Measurements:
+  current=163.76 amps
+  state-of-charge=44.83 percent
+  voltage=625.32 volts
+  capacity=80.14 percent
+Parameters:
+  efficiency=0.90 percent
+  load=13.01 percent
+  temperature=23.28 °C
+  power=57.81 kW
+  vibration=3.84 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=0.9 L/min
+  cell_voltage=3.59 V
+  insulation=21.6 MΩ
+Temporal Data:
+  temp_over_time=[47.6, 43.2, 43.6] °C
+  power_trend=[65.4, 44.4, 68.9] kW
+  performance_trend=[89.2, 119.0, 89.4] kWh
+Notes: Diagnostic scan performed at 1751287335305. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=adaptive
+Output: Diagnostic ID=9fbe6e5c-7031-4ce8-94c4-e0f5c8ba33d6
+Vehicle Type: motorcycle
+System: suspension
+Configuration: adaptive
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.8 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.73 ratio
+  operating-time=1301.77 hours
+Parameters:
+  efficiency=0.76 percent
+  load=51.48 percent
+  temperature=46.99 °C
+  power=32.51 kW
+  vibration=1.63 mm/s
+  health_index=76.32 percent
+Temporal Data:
+  temp_over_time=[61.0, 61.8, 68.2] °C
+  power_trend=[40.4, 35.0, 28.2] kW
+  performance_trend=[0.8, 0.7, 0.8] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 9 months. Recommended actions: system inspection, software update. 
+Maintenance Recommendations: system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=optimized
+Output: Diagnostic ID=bb579baf-0f64-4537-b6b3-ea5622dfb2d4
+Vehicle Type: sedan
+System: electrical
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: B1200
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.72 ratio
+  operating-time=7485.90 hours
+Parameters:
+  efficiency=0.81 percent
+  load=73.29 percent
+  temperature=30.94 °C
+  power=41.62 kW
+  vibration=0.15 mm/s
+  health_index=78.05 percent
+Sensors:
+  current=26.3 A
+  voltage=132.3 V
+Temporal Data:
+  temp_over_time=[42.5, 41.7, 37.0, 40.5, 38.6, 37.8, 39.1] °C
+  power_trend=[42.1, 41.0, 30.1, 31.2, 29.7, 45.6, 53.8] kW
+  performance_trend=[1.2, 1.1, 1.1, 0.8, 0.9, 1.0, 0.9] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1200. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 2 months. Recommended actions: current draw test. 
+Maintenance Recommendations: current draw test
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=enhanced
+Output: Diagnostic ID=000155d0-b1a9-4981-9520-78f28ce817e5
+Vehicle Type: suv
+System: towing
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=2512.83 hours
+Parameters:
+  efficiency=0.91 percent
+  load=74.48 percent
+  temperature=63.03 °C
+  power=42.99 kW
+  vibration=4.54 mm/s
+  health_index=88.29 percent
+Temporal Data:
+  temp_over_time=[62.4, 58.4, 57.5, 64.6] °C
+  power_trend=[49.6, 53.6, 48.3, 46.4] kW
+  performance_trend=[0.8, 0.9, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=61054ddc-4524-4db0-b9e5-1c3009c9b3b7
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: normal (level 1)
+Fault Code: C0035
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=2.82 percent
+  rotor-thickness=12.68 mm
+  pad-thickness=8.30 mm
+  pressure=355.69 psi
+Parameters:
+  efficiency=0.85 percent
+  load=44.96 percent
+  temperature=54.14 °C
+  power=47.50 kW
+  vibration=4.92 mm/s
+  health_index=78.45 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.0 mm
+  pressure_sensor=1508.0 psi
+Temporal Data:
+  temp_over_time=[47.3, 50.8, 51.0, 53.8, 55.8, 51.8, 49.0] °C
+  power_trend=[53.9, 49.2, 57.9, 47.0, 43.1, 52.4, 48.9] kW
+  performance_trend=[0.9, 1.1, 0.8, 0.9, 1.1, 1.1, 0.9] deceleration_g
+Notes: Observed symptoms: noise. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 9 months. Recommended actions: fluid flush. 
+Maintenance Recommendations: fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=electro-hydraulic
+Output: Diagnostic ID=07eaa9fa-d83c-4553-9899-d8a6e35845a4
+Vehicle Type: sedan
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=2.05 percent
+  rotor-thickness=23.48 mm
+  pad-thickness=6.54 mm
+  pressure=708.79 psi
+Parameters:
+  efficiency=0.79 percent
+  load=55.13 percent
+  temperature=57.80 °C
+  power=47.62 kW
+  vibration=0.27 mm/s
+  health_index=97.21 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.2 mm
+  pressure_sensor=1969.8 psi
+Temporal Data:
+  temp_over_time=[69.9, 70.6, 70.0] °C
+  power_trend=[54.7, 47.7, 42.3] kW
+  performance_trend=[0.8, 1.1, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=direct-injection
+Output: Diagnostic ID=09a626cd-c578-42b1-842b-40b8a4b8f661
+Vehicle Type: motorcycle
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 200.0 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=73.66 °C
+  oil-pressure=48.24 psi
+  compression=160.41 psi
+  rpm=2461.77 rpm
+Parameters:
+  efficiency=0.95 percent
+  load=37.27 percent
+  temperature=98.41 °C
+  power=267.69 hp
+  vibration=0.15 mm/s
+  health_index=72.76 percent
+Sensors:
+  oxygen_sensor=0.27 V
+  knock_sensor=277.7 mV
+  maf_sensor=4.88 g/s
+Temporal Data:
+  temp_over_time=[124.8, 106.8, 112.8, 108.2, 115.5, 122.4, 110.3] °C
+  power_trend=[189.1, 301.5, 301.4, 279.6, 240.7, 227.8, 232.9] hp
+  performance_trend=[185.3, 198.8, 182.6, 175.6, 233.6, 237.1, 205.2] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 2 months. Recommended actions: oil change. 
+Maintenance Recommendations: oil change
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=9cd21653-fad2-4b38-ace9-d870908a2bb4
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: normal (level 1)
+Fault Code: B1000
+Performance: 1.0 voltage_stability
+Material: steel
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=781.87 hours
+Parameters:
+  efficiency=0.82 percent
+  load=27.86 percent
+  temperature=41.60 °C
+  power=32.21 kW
+  vibration=0.10 mm/s
+  health_index=76.96 percent
+Sensors:
+  current=0.6 A
+  voltage=57.7 V
+Temporal Data:
+  temp_over_time=[40.2, 37.4, 42.1, 42.4, 38.3, 38.5, 38.2] °C
+  power_trend=[31.4, 23.7, 39.1, 27.0, 23.6, 29.1, 30.9] kW
+  performance_trend=[0.9, 1.0, 1.2, 1.1, 0.9, 1.0, 0.8] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1000. Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 7 months. Recommended actions: wiring inspection. 
+Maintenance Recommendations: wiring inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=enhanced
+Output: Diagnostic ID=b9b51fe5-8f3c-4c45-b563-364ada3ff04c
+Vehicle Type: truck
+System: exhaust
+Configuration: enhanced
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.63 ratio
+  operating-time=5324.03 hours
+Parameters:
+  efficiency=0.78 percent
+  load=46.84 percent
+  temperature=49.40 °C
+  power=14.76 kW
+  vibration=2.57 mm/s
+  health_index=58.88 percent
+Temporal Data:
+  temp_over_time=[63.5, 56.3, 54.9, 61.5] °C
+  power_trend=[16.2, 10.9, 12.4, 19.1] kW
+  performance_trend=[0.8, 1.0, 1.0, 1.2] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 2 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=off-road
+Output: Diagnostic ID=0f161f93-f9f3-46a4-8fdf-af89a40e09de
+Vehicle Type: sedan
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.99 ratio
+  operating-time=2515.87 hours
+Parameters:
+  efficiency=0.96 percent
+  load=58.77 percent
+  temperature=46.25 °C
+  power=20.62 kW
+  vibration=1.94 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[56.2, 50.1, 53.6, 52.6, 53.9, 52.0] °C
+  power_trend=[24.1, 26.5, 24.8, 24.9, 25.7, 24.1] kW
+  performance_trend=[1.0, 0.8, 0.7, 1.0, 0.8, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=optimized
+Output: Diagnostic ID=506f1f83-fde0-422a-94eb-7b24fb2c850e
+Vehicle Type: commercial
+System: safety
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=5322.72 hours
+Parameters:
+  efficiency=0.94 percent
+  load=95.73 percent
+  temperature=41.40 °C
+  power=26.80 kW
+  vibration=2.25 mm/s
+  health_index=98.87 percent
+Temporal Data:
+  temp_over_time=[55.7, 60.0, 53.2, 57.5, 57.9, 56.7] °C
+  power_trend=[23.1, 26.1, 25.6, 26.8, 29.3, 18.8] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.9, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=optimized
+Output: Diagnostic ID=16e8791c-dbfe-4b1d-b2af-0b0011a93499
+Vehicle Type: truck
+System: payload
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.82 ratio
+  operating-time=4766.82 hours
+Parameters:
+  efficiency=0.90 percent
+  load=33.27 percent
+  temperature=66.85 °C
+  power=17.86 kW
+  vibration=4.03 mm/s
+  health_index=74.73 percent
+Temporal Data:
+  temp_over_time=[75.2, 70.3, 74.6, 67.1, 68.1, 66.6] °C
+  power_trend=[22.3, 21.3, 13.5, 12.7, 13.8, 21.5] kW
+  performance_trend=[0.7, 1.0, 0.9, 0.7, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335313. Recommended maintenance interval: 6 months. Recommended actions: software update, connector check, diagnostic scan. 
+Maintenance Recommendations: software update, connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=supercharged
+Output: Diagnostic ID=924903d7-f995-42ed-aa59-5f0c65c18629
+Vehicle Type: suv
+System: engine
+Configuration: supercharged
+Status: degraded (level 2)
+Fault Code: P0300
+Performance: 430.7 hp
+Material: titanium
+Measurements:
+  oil-temperature=80.20 °C
+  oil-pressure=26.80 psi
+  compression=164.56 psi
+  rpm=4690.12 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=91.62 percent
+  temperature=108.00 °C
+  power=191.64 hp
+  vibration=4.25 mm/s
+  health_index=66.16 percent
+Sensors:
+  oxygen_sensor=0.87 V
+  knock_sensor=380.3 mV
+  maf_sensor=5.19 g/s
+Temporal Data:
+  temp_over_time=[93.3, 88.3, 104.2, 98.2, 99.9, 97.5, 92.6] °C
+  power_trend=[173.1, 246.9, 233.6, 229.8, 164.0, 235.2, 211.8] hp
+  performance_trend=[418.2, 483.9, 493.8, 402.4, 385.3, 444.9, 401.5] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335311. Recommended maintenance interval: 1 months. Recommended actions: oil change, spark plug replacement. 
+Maintenance Recommendations: oil change, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=automated
+Output: Diagnostic ID=999948c9-7399-4821-8db9-ffde10fc758f
+Vehicle Type: commercial
+System: transmission
+Configuration: automated
+Status: normal (level 1)
+Fault Code: P0715
+Performance: 1.0 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.98 ratio
+  torque=121.71 Nm
+  shift-time=0.39 seconds
+  fluid-temperature=88.92 °C
+Parameters:
+  efficiency=0.98 percent
+  load=64.50 percent
+  temperature=61.94 °C
+  power=15.52 kW
+  vibration=0.47 mm/s
+  health_index=75.71 percent
+Temporal Data:
+  temp_over_time=[77.9, 85.0, 80.9] °C
+  power_trend=[17.5, 17.7, 18.8] kW
+  performance_trend=[1.1, 1.0, 1.0] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0715. Diagnostic scan performed at 1751287335311. Recommended maintenance interval: 3 months. Recommended actions: fluid change, clutch adjustment. 
+Maintenance Recommendations: fluid change, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=a6d3ae3a-5c98-4aea-855e-47fe765db84e
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.75 ratio
+  torque=222.40 Nm
+  shift-time=0.22 seconds
+  fluid-temperature=78.40 °C
+Parameters:
+  efficiency=0.98 percent
+  load=1.70 percent
+  temperature=61.61 °C
+  power=26.73 kW
+  vibration=4.21 mm/s
+  health_index=86.89 percent
+Temporal Data:
+  temp_over_time=[79.8, 87.5, 84.3, 84.5, 80.5, 74.8] °C
+  power_trend=[27.4, 27.9, 27.2, 28.0, 22.2, 22.3] kW
+  performance_trend=[0.9, 0.8, 1.0, 1.0, 1.1, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335311. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=optimized
+Output: Diagnostic ID=9e48a840-c572-40c4-a087-955d30a10cbf
+Vehicle Type: motorcycle
+System: electrical
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.65 ratio
+  operating-time=3875.67 hours
+Parameters:
+  efficiency=0.91 percent
+  load=86.94 percent
+  temperature=33.81 °C
+  power=39.11 kW
+  vibration=3.66 mm/s
+  health_index=96.04 percent
+Sensors:
+  current=25.4 A
+  voltage=26.3 V
+Temporal Data:
+  temp_over_time=[39.9, 40.2, 40.8] °C
+  power_trend=[42.0, 49.7, 47.1] kW
+  performance_trend=[0.9, 1.0, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335311. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=carbon-ceramic
+Output: Diagnostic ID=8dfa2c99-fde0-480e-915c-a077b2635600
+Vehicle Type: motorcycle
+System: brakes
+Configuration: carbon-ceramic
+Status: warning (level 3)
+Fault Code: C0080
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=0.68 percent
+  rotor-thickness=29.24 mm
+  pad-thickness=11.33 mm
+  pressure=167.80 psi
+Parameters:
+  efficiency=0.76 percent
+  load=91.92 percent
+  temperature=69.97 °C
+  power=20.57 kW
+  vibration=1.45 mm/s
+  health_index=49.95 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.3 mm
+  pressure_sensor=1206.3 psi
+Temporal Data:
+  temp_over_time=[51.3, 43.7, 44.7, 50.0, 47.2, 42.8] °C
+  power_trend=[14.6, 22.1, 17.4, 18.5, 15.8, 22.5] kW
+  performance_trend=[1.1, 0.8, 0.8, 0.8, 0.7, 0.8] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0080. Diagnostic scan performed at 1751287335311. Recommended maintenance interval: 6 months. Recommended actions: rotor resurfacing. 
+Maintenance Recommendations: rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=air
+Output: Diagnostic ID=91219c8a-e5b8-4a62-9887-3834a951f6a1
+Vehicle Type: sedan
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.13 percent
+  rotor-thickness=17.01 mm
+  pad-thickness=7.31 mm
+  pressure=236.84 psi
+Parameters:
+  efficiency=0.79 percent
+  load=80.39 percent
+  temperature=48.23 °C
+  power=17.45 kW
+  vibration=0.87 mm/s
+  health_index=94.76 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.0 mm
+  pressure_sensor=1176.0 psi
+Temporal Data:
+  temp_over_time=[54.2, 54.3, 45.1, 54.0, 51.2, 44.9] °C
+  power_trend=[18.3, 18.5, 22.0, 13.9, 20.2, 20.2] kW
+  performance_trend=[1.0, 1.2, 1.2, 1.0, 1.0, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=lithium-polymer
+Output: Diagnostic ID=773bab2d-f860-49a6-9f83-fe4a6b19cd4c
+Vehicle Type: electric
+System: battery
+Configuration: lithium-polymer
+Status: optimal (level 0)
+Performance: 406.9 kWh
+Material: solid-state
+Measurements:
+  current=199.90 amps
+  state-of-charge=96.95 percent
+  voltage=635.98 volts
+  capacity=97.80 percent
+Parameters:
+  efficiency=0.77 percent
+  load=20.14 percent
+  temperature=32.35 °C
+  power=307.40 kW
+  vibration=2.88 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=0.7 L/min
+  cell_voltage=3.95 V
+  insulation=3.7 MΩ
+Temporal Data:
+  temp_over_time=[23.9, 24.6, 22.8] °C
+  power_trend=[243.7, 340.8, 306.9] kW
+  performance_trend=[459.3, 376.1, 370.8] kWh
+Notes: Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=drum
+Output: Diagnostic ID=250b8f19-0db2-4c28-be73-9cc384f1c894
+Vehicle Type: truck
+System: brakes
+Configuration: drum
+Status: normal (level 1)
+Fault Code: C0035
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.99 percent
+  rotor-thickness=23.38 mm
+  pad-thickness=9.85 mm
+  pressure=377.90 psi
+Parameters:
+  efficiency=0.85 percent
+  load=54.52 percent
+  temperature=68.10 °C
+  power=29.03 kW
+  vibration=4.91 mm/s
+  health_index=77.43 percent
+Sensors:
+  abs_status=active
+  wear_sensor=2.9 mm
+  pressure_sensor=534.4 psi
+Temporal Data:
+  temp_over_time=[64.1, 59.9, 62.6, 63.2] °C
+  power_trend=[20.8, 36.4, 34.3, 35.2] kW
+  performance_trend=[0.9, 1.0, 0.8, 1.0] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 1 months. Recommended actions: caliper inspection, rotor resurfacing, fluid flush. 
+Maintenance Recommendations: caliper inspection, rotor resurfacing, fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=disc
+Output: Diagnostic ID=b3d71b94-1c2a-4bd4-8dd7-687425752c39
+Vehicle Type: sedan
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=0.53 percent
+  rotor-thickness=15.75 mm
+  pad-thickness=3.14 mm
+  pressure=535.78 psi
+Parameters:
+  efficiency=0.88 percent
+  load=72.75 percent
+  temperature=59.28 °C
+  power=38.80 kW
+  vibration=3.01 mm/s
+  health_index=97.29 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.2 mm
+  pressure_sensor=1185.4 psi
+Temporal Data:
+  temp_over_time=[71.9, 71.0, 67.6, 65.2, 69.9, 67.3, 67.1] °C
+  power_trend=[27.8, 37.2, 29.9, 31.2, 40.2, 33.2, 37.9] kW
+  performance_trend=[0.9, 0.8, 0.9, 1.1, 1.0, 0.8, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=optimized
+Output: Diagnostic ID=fb6d96b8-1e60-4da3-83d7-0b6fcd2143de
+Vehicle Type: hybrid
+System: regenerative
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.24 ratio
+  operating-time=1623.23 hours
+Parameters:
+  efficiency=0.80 percent
+  load=62.86 percent
+  temperature=63.47 °C
+  power=24.34 kW
+  vibration=2.08 mm/s
+  health_index=95.08 percent
+Temporal Data:
+  temp_over_time=[65.5, 72.2, 69.1, 66.0] °C
+  power_trend=[22.3, 25.9, 29.3, 29.0] kW
+  performance_trend=[0.7, 0.7, 0.7, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=air
+Output: Diagnostic ID=0bfeab08-69ba-43b6-8513-11685020a92d
+Vehicle Type: commercial
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.28 ratio
+  operating-time=7709.34 hours
+Parameters:
+  efficiency=0.97 percent
+  load=81.00 percent
+  temperature=60.56 °C
+  power=17.56 kW
+  vibration=3.82 mm/s
+  health_index=91.12 percent
+Temporal Data:
+  temp_over_time=[38.1, 41.7, 39.4, 44.3, 39.0, 37.2] °C
+  power_trend=[19.4, 17.1, 12.7, 13.7, 12.4, 13.5] kW
+  performance_trend=[0.8, 1.0, 0.9, 0.8, 0.8, 0.7] damping_ratio
+Notes: Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=cvt
+Output: Diagnostic ID=21f1141c-6fdd-4f2b-a1cb-a4eaf55599e9
+Vehicle Type: sedan
+System: transmission
+Configuration: cvt
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.97 ratio
+  torque=266.05 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=81.09 °C
+Parameters:
+  efficiency=0.98 percent
+  load=46.64 percent
+  temperature=70.52 °C
+  power=36.45 kW
+  vibration=2.34 mm/s
+  health_index=86.76 percent
+Temporal Data:
+  temp_over_time=[71.8, 74.5, 74.2, 69.5, 71.7] °C
+  power_trend=[34.7, 43.4, 36.3, 35.4, 31.8] kW
+  performance_trend=[0.7, 0.7, 1.0, 0.8, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=performance
+Output: Diagnostic ID=e1f3b5d1-62df-4729-9382-e173a326bcb0
+Vehicle Type: commercial
+System: emissions
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=5578.83 hours
+Parameters:
+  efficiency=0.99 percent
+  load=99.07 percent
+  temperature=46.80 °C
+  power=49.48 kW
+  vibration=3.99 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[39.0, 43.6, 44.7, 43.2, 47.4, 42.2] °C
+  power_trend=[50.2, 54.1, 55.5, 57.3, 40.9, 55.5] kW
+  performance_trend=[1.0, 1.2, 0.9, 0.8, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=performance
+Output: Diagnostic ID=0b4eb587-50b4-4a06-a2b7-1aa8185efba5
+Vehicle Type: electric
+System: motor
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.63 ratio
+  operating-time=1197.30 hours
+Parameters:
+  efficiency=0.80 percent
+  load=47.73 percent
+  temperature=44.82 °C
+  power=104.91 kW
+  vibration=0.14 mm/s
+  health_index=68.36 percent
+Sensors:
+  voltage_ripple=3.23 V
+  temperature=71.5 °C
+  current_draw=130.6 A
+Temporal Data:
+  temp_over_time=[66.4, 59.8, 60.6, 68.4, 62.4, 64.3, 59.9] °C
+  power_trend=[132.1, 84.1, 132.0, 97.2, 117.9, 104.9, 134.1] kW
+  performance_trend=[0.9, 0.7, 0.9, 0.8, 0.8, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 9 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=air
+Output: Diagnostic ID=38eb192e-99c3-47ab-8359-328478880a61
+Vehicle Type: sedan
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=1447.32 hours
+Parameters:
+  efficiency=1.00 percent
+  load=42.02 percent
+  temperature=63.83 °C
+  power=38.63 kW
+  vibration=2.17 mm/s
+  health_index=87.24 percent
+Temporal Data:
+  temp_over_time=[55.7, 59.5, 59.5] °C
+  power_trend=[39.1, 41.1, 38.5] kW
+  performance_trend=[0.9, 0.8, 0.7] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 1 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=performance
+Output: Diagnostic ID=39161cfa-e510-4a05-b70a-571a48a27291
+Vehicle Type: electric
+System: charging
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.22 ratio
+  operating-time=6796.48 hours
+Parameters:
+  efficiency=0.84 percent
+  load=12.01 percent
+  temperature=47.56 °C
+  power=19.72 kW
+  vibration=0.26 mm/s
+  health_index=86.89 percent
+Temporal Data:
+  temp_over_time=[66.6, 72.1, 64.6] °C
+  power_trend=[24.5, 20.7, 24.1] kW
+  performance_trend=[0.8, 1.2, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 8 months. Recommended actions: software update, diagnostic scan, connector check. 
+Maintenance Recommendations: software update, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=standard
+Output: Diagnostic ID=35459420-9121-42e8-9afa-3c0309bc3e45
+Vehicle Type: sedan
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 130.5 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=70.76 °C
+  oil-pressure=44.84 psi
+  compression=132.58 psi
+  rpm=1438.48 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=78.29 percent
+  temperature=91.51 °C
+  power=165.16 hp
+  vibration=0.59 mm/s
+  health_index=89.17 percent
+Sensors:
+  oxygen_sensor=0.82 V
+  knock_sensor=180.9 mV
+  maf_sensor=8.55 g/s
+Temporal Data:
+  temp_over_time=[82.7, 79.0, 81.2] °C
+  power_trend=[163.0, 190.6, 167.2] hp
+  performance_trend=[132.9, 144.0, 115.6] hp
+Notes: Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=disc
+Output: Diagnostic ID=a2e1b018-29e6-439d-acc1-cfca64523c1a
+Vehicle Type: truck
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=0.32 percent
+  rotor-thickness=10.26 mm
+  pad-thickness=6.23 mm
+  pressure=366.00 psi
+Parameters:
+  efficiency=0.77 percent
+  load=12.74 percent
+  temperature=43.42 °C
+  power=45.30 kW
+  vibration=2.82 mm/s
+  health_index=99.37 percent
+Sensors:
+  abs_status=active
+  wear_sensor=2.3 mm
+  pressure_sensor=1008.2 psi
+Temporal Data:
+  temp_over_time=[57.4, 63.5, 60.9] °C
+  power_trend=[58.6, 47.0, 52.9] kW
+  performance_trend=[0.8, 0.8, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=dual-clutch
+Output: Diagnostic ID=e0a57a88-6038-4b7d-8413-612571cb1fdb
+Vehicle Type: truck
+System: transmission
+Configuration: dual-clutch
+Status: normal (level 1)
+Fault Code: P0730
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.77 ratio
+  torque=136.02 Nm
+  shift-time=0.36 seconds
+  fluid-temperature=72.12 °C
+Parameters:
+  efficiency=0.98 percent
+  load=84.73 percent
+  temperature=63.31 °C
+  power=28.30 kW
+  vibration=2.39 mm/s
+  health_index=85.04 percent
+Temporal Data:
+  temp_over_time=[64.6, 55.9, 66.6] °C
+  power_trend=[33.3, 27.3, 30.7] kW
+  performance_trend=[0.7, 0.9, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335322. Recommended maintenance interval: 8 months. Recommended actions: filter replacement, fluid change, clutch adjustment. 
+Maintenance Recommendations: filter replacement, fluid change, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=standard
+Output: Diagnostic ID=e20d2bb3-9567-42d7-bb67-c0822a9e48d8
+Vehicle Type: truck
+System: diesel
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=9953.10 hours
+Parameters:
+  efficiency=0.77 percent
+  load=23.12 percent
+  temperature=40.94 °C
+  power=19.33 kW
+  vibration=0.17 mm/s
+  health_index=84.70 percent
+Temporal Data:
+  temp_over_time=[65.0, 61.6, 58.9, 66.2, 62.7, 58.9] °C
+  power_trend=[23.2, 17.8, 13.9, 18.6, 18.7, 18.4] kW
+  performance_trend=[1.0, 1.0, 0.9, 0.9, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335322. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=supercharged
+Output: Diagnostic ID=254eade6-e4ca-406c-bba9-3ca4b55ea1e5
+Vehicle Type: commercial
+System: engine
+Configuration: supercharged
+Status: degraded (level 2)
+Fault Code: P0606
+Performance: 427.1 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=84.73 °C
+  oil-pressure=71.49 psi
+  compression=176.77 psi
+  rpm=4201.26 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=86.36 percent
+  temperature=88.43 °C
+  power=211.69 hp
+  vibration=4.18 mm/s
+  health_index=64.71 percent
+Sensors:
+  oxygen_sensor=0.81 V
+  knock_sensor=482.6 mV
+  maf_sensor=4.23 g/s
+Temporal Data:
+  temp_over_time=[124.1, 124.2, 105.0, 109.0, 117.8, 119.7] °C
+  power_trend=[261.9, 233.3, 241.9, 214.2, 186.8, 179.8] hp
+  performance_trend=[404.3, 364.4, 353.3, 500.2, 388.1, 456.6] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335322. Recommended maintenance interval: 4 months. Recommended actions: oil change, air filter replacement. 
+Maintenance Recommendations: oil change, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=supercharged
+Output: Diagnostic ID=78df9960-0b84-4c5a-a55a-80d44d63238a
+Vehicle Type: motorcycle
+System: engine
+Configuration: supercharged
+Status: optimal (level 0)
+Performance: 479.7 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=108.20 °C
+  oil-pressure=57.13 psi
+  compression=158.72 psi
+  rpm=1274.19 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=51.37 percent
+  temperature=93.83 °C
+  power=320.20 hp
+  vibration=0.85 mm/s
+  health_index=87.56 percent
+Sensors:
+  oxygen_sensor=0.36 V
+  knock_sensor=330.7 mV
+  maf_sensor=9.27 g/s
+Temporal Data:
+  temp_over_time=[112.3, 110.0, 117.1, 119.2] °C
+  power_trend=[231.2, 232.3, 364.5, 406.3] hp
+  performance_trend=[441.0, 482.7, 555.7, 422.2] hp
+Notes: Diagnostic scan performed at 1751287335324. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=performance
+Output: Diagnostic ID=668fdcf9-6547-4a5e-9084-8ca8314453c6
+Vehicle Type: commercial
+System: safety
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=8559.42 hours
+Parameters:
+  efficiency=0.87 percent
+  load=83.49 percent
+  temperature=56.35 °C
+  power=30.23 kW
+  vibration=1.81 mm/s
+  health_index=96.54 percent
+Temporal Data:
+  temp_over_time=[57.9, 62.7, 59.9, 57.7] °C
+  power_trend=[30.1, 30.1, 26.0, 29.3] kW
+  performance_trend=[0.8, 0.8, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335324. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=standard
+Output: Diagnostic ID=8beb6680-82c9-4c43-b449-42ccb270413d
+Vehicle Type: sedan
+System: suspension
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.9 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.54 ratio
+  operating-time=3543.67 hours
+Parameters:
+  efficiency=0.94 percent
+  load=44.19 percent
+  temperature=41.11 °C
+  power=11.75 kW
+  vibration=0.06 mm/s
+  health_index=60.05 percent
+Temporal Data:
+  temp_over_time=[39.9, 39.3, 38.9, 40.9, 38.2, 39.3] °C
+  power_trend=[13.2, 8.7, 9.0, 14.2, 13.7, 8.9] kW
+  performance_trend=[1.0, 0.8, 0.8, 0.8, 0.9, 0.8] damping_ratio
+Notes: Observed symptoms: rough ride. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335324. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=supercapacitor
+Output: Diagnostic ID=40ab366f-0abd-4623-968d-02bffc98dea8
+Vehicle Type: hybrid
+System: battery
+Configuration: supercapacitor
+Status: degraded (level 2)
+Fault Code: P0BFA
+Performance: 107.6 kWh
+Material: lithium-ion
+Measurements:
+  current=106.21 amps
+  state-of-charge=83.91 percent
+  voltage=395.24 volts
+  capacity=97.35 percent
+Parameters:
+  efficiency=0.89 percent
+  load=32.31 percent
+  temperature=45.85 °C
+  power=159.24 kW
+  vibration=0.01 mm/s
+  health_index=66.35 percent
+Sensors:
+  coolant_flow=0.7 L/min
+  cell_voltage=4.33 V
+  insulation=11.9 MΩ
+Temporal Data:
+  temp_over_time=[46.6, 52.3, 48.6] °C
+  power_trend=[135.4, 174.6, 164.2] kW
+  performance_trend=[118.6, 100.9, 95.9] kWh
+Notes: Observed symptoms: voltage fluctuations. Diagnostic trouble code: P0BFA. Diagnostic scan performed at 1751287335324. Recommended maintenance interval: 1 months. Recommended actions: cooling system check, cell balancing. 
+Maintenance Recommendations: cooling system check, cell balancing
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=air
+Output: Diagnostic ID=170ca461-91e1-428e-a0f4-991b39a6366d
+Vehicle Type: sedan
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=1558.78 hours
+Parameters:
+  efficiency=0.89 percent
+  load=37.77 percent
+  temperature=66.32 °C
+  power=31.22 kW
+  vibration=3.54 mm/s
+  health_index=81.85 percent
+Temporal Data:
+  temp_over_time=[40.9, 39.5, 46.4, 43.0, 47.9, 43.6] °C
+  power_trend=[29.5, 24.3, 32.2, 35.6, 25.9, 22.2] kW
+  performance_trend=[1.0, 1.1, 1.0, 1.0, 0.9, 0.9] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 2 months. Recommended actions: software update, diagnostic scan, connector check. 
+Maintenance Recommendations: software update, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automated
+Output: Diagnostic ID=4e5380f1-6d38-45a8-b31a-e322c831b2be
+Vehicle Type: truck
+System: transmission
+Configuration: automated
+Status: normal (level 1)
+Fault Code: P0730
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.82 ratio
+  torque=527.33 Nm
+  shift-time=0.25 seconds
+  fluid-temperature=63.09 °C
+Parameters:
+  efficiency=0.76 percent
+  load=60.30 percent
+  temperature=66.81 °C
+  power=24.97 kW
+  vibration=4.12 mm/s
+  health_index=78.50 percent
+Temporal Data:
+  temp_over_time=[79.2, 76.8, 83.5, 80.4, 88.4, 77.2] °C
+  power_trend=[24.9, 25.0, 27.4, 32.3, 23.2, 25.6] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.8, 0.7, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335315. Recommended maintenance interval: 3 months. Recommended actions: fluid change, shift solenoid check, seal inspection. 
+Maintenance Recommendations: fluid change, shift solenoid check, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=regenerative
+Output: Diagnostic ID=d626a40c-237f-4763-84e6-cde0be4a6d4c
+Vehicle Type: truck
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=3.57 percent
+  rotor-thickness=14.38 mm
+  pad-thickness=11.34 mm
+  pressure=282.38 psi
+Parameters:
+  efficiency=0.79 percent
+  load=75.06 percent
+  temperature=55.55 °C
+  power=20.84 kW
+  vibration=2.77 mm/s
+  health_index=91.01 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.3 mm
+  pressure_sensor=1355.1 psi
+Temporal Data:
+  temp_over_time=[64.2, 70.0, 63.7, 61.2, 68.4, 59.0] °C
+  power_trend=[16.2, 20.6, 19.9, 26.7, 23.7, 20.4] kW
+  performance_trend=[1.0, 1.1, 1.0, 1.0, 1.1, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335324. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=magnetic
+Output: Diagnostic ID=5bcee9dd-406c-46a4-9e0d-609650d6ac6e
+Vehicle Type: suv
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.80 ratio
+  operating-time=7480.02 hours
+Parameters:
+  efficiency=0.95 percent
+  load=42.14 percent
+  temperature=40.46 °C
+  power=49.91 kW
+  vibration=4.45 mm/s
+  health_index=92.81 percent
+Temporal Data:
+  temp_over_time=[50.7, 58.6, 51.4, 54.9] °C
+  power_trend=[44.3, 39.5, 56.2, 54.6] kW
+  performance_trend=[0.9, 0.9, 0.8, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335324. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=enhanced
+Output: Diagnostic ID=734dd1f7-5a18-421c-8263-47e80fada2be
+Vehicle Type: electric
+System: autonomous
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.26 ratio
+  operating-time=9112.20 hours
+Parameters:
+  efficiency=0.96 percent
+  load=80.92 percent
+  temperature=53.22 °C
+  power=37.66 kW
+  vibration=4.21 mm/s
+  health_index=96.86 percent
+Temporal Data:
+  temp_over_time=[46.3, 42.7, 43.7, 49.9] °C
+  power_trend=[30.0, 36.2, 44.5, 46.1] kW
+  performance_trend=[0.8, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335326. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=standard
+Output: Diagnostic ID=5393af40-a756-4044-952a-56e7b44a7b96
+Vehicle Type: hybrid
+System: electronics
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.38 ratio
+  operating-time=9462.68 hours
+Parameters:
+  efficiency=0.93 percent
+  load=46.38 percent
+  temperature=35.74 °C
+  power=41.94 kW
+  vibration=1.74 mm/s
+  health_index=72.36 percent
+Sensors:
+  current=10.9 A
+  voltage=206.6 V
+Temporal Data:
+  temp_over_time=[36.4, 36.3, 36.6, 38.5] °C
+  power_trend=[49.7, 38.1, 51.6, 53.5] kW
+  performance_trend=[1.0, 1.1, 1.0, 0.9] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335324. Recommended maintenance interval: 4 months. Recommended actions: software update, system inspection. 
+Maintenance Recommendations: software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=optimized
+Output: Diagnostic ID=33ef84ad-9fca-4552-ada4-835e91b64c4d
+Vehicle Type: suv
+System: 4wd
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.18 ratio
+  operating-time=6792.82 hours
+Parameters:
+  efficiency=0.97 percent
+  load=87.80 percent
+  temperature=62.05 °C
+  power=29.83 kW
+  vibration=0.06 mm/s
+  health_index=72.47 percent
+Temporal Data:
+  temp_over_time=[51.6, 61.6, 55.8, 54.8] °C
+  power_trend=[27.6, 31.8, 25.5, 33.4] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335326. Recommended maintenance interval: 1 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=standard
+Output: Diagnostic ID=685e8ee7-7409-4b54-8b37-62abe41fc6bf
+Vehicle Type: suv
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 215.1 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=110.62 °C
+  oil-pressure=37.12 psi
+  compression=124.72 psi
+  rpm=5783.77 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=57.04 percent
+  temperature=115.54 °C
+  power=404.09 hp
+  vibration=0.75 mm/s
+  health_index=83.57 percent
+Sensors:
+  oxygen_sensor=0.42 V
+  knock_sensor=482.5 mV
+  maf_sensor=10.66 g/s
+Temporal Data:
+  temp_over_time=[93.2, 107.2, 103.5] °C
+  power_trend=[488.1, 350.0, 453.8] hp
+  performance_trend=[183.2, 190.9, 223.8] hp
+Notes: Diagnostic scan performed at 1751287335324. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=optimized
+Output: Diagnostic ID=ad81822e-6355-4248-bcd5-f3c84ed97ed4
+Vehicle Type: sedan
+System: climate
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=7048.96 hours
+Parameters:
+  efficiency=0.93 percent
+  load=48.73 percent
+  temperature=35.39 °C
+  power=3.85 kW
+  vibration=4.17 mm/s
+  health_index=92.04 percent
+Temporal Data:
+  temp_over_time=[30.0, 34.8, 34.6, 34.5, 34.6, 30.2, 30.1] °C
+  power_trend=[5.0, 4.6, 3.8, 3.2, 3.2, 3.6, 4.9] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.9, 0.8, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335322. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automatic
+Output: Diagnostic ID=61b34234-cfe1-4a7b-86c0-eca9486ffde5
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.79 ratio
+  torque=286.08 Nm
+  shift-time=0.12 seconds
+  fluid-temperature=65.98 °C
+Parameters:
+  efficiency=0.92 percent
+  load=61.58 percent
+  temperature=78.49 °C
+  power=33.81 kW
+  vibration=0.94 mm/s
+  health_index=84.80 percent
+Temporal Data:
+  temp_over_time=[77.4, 77.5, 78.8, 80.1] °C
+  power_trend=[29.2, 37.9, 41.5, 28.8] kW
+  performance_trend=[0.8, 1.1, 0.9, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335322. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=optimized
+Output: Diagnostic ID=becb78de-4ca8-428b-b9e5-90eef32ea822
+Vehicle Type: suv
+System: towing
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=5965.68 hours
+Parameters:
+  efficiency=0.93 percent
+  load=82.75 percent
+  temperature=49.16 °C
+  power=11.29 kW
+  vibration=2.34 mm/s
+  health_index=92.86 percent
+Temporal Data:
+  temp_over_time=[66.1, 63.7, 67.1, 72.2, 62.2, 74.0] °C
+  power_trend=[9.0, 12.4, 10.2, 11.5, 8.1, 11.9] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.8, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335322. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=cvt
+Output: Diagnostic ID=ab22f570-bd00-4b1e-ab28-923711f9744e
+Vehicle Type: sedan
+System: transmission
+Configuration: cvt
+Status: normal (level 1)
+Fault Code: P0700
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.96 ratio
+  torque=204.92 Nm
+  shift-time=0.35 seconds
+  fluid-temperature=79.59 °C
+Parameters:
+  efficiency=1.00 percent
+  load=13.80 percent
+  temperature=75.85 °C
+  power=48.62 kW
+  vibration=3.49 mm/s
+  health_index=77.14 percent
+Temporal Data:
+  temp_over_time=[58.5, 67.3, 67.3, 64.8] °C
+  power_trend=[45.8, 35.7, 41.5, 44.3] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.8] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335322. Recommended maintenance interval: 3 months. Recommended actions: seal inspection, shift solenoid check. 
+Maintenance Recommendations: seal inspection, shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=enhanced
+Output: Diagnostic ID=309df7aa-f4e7-48d4-81f9-8333c648b2c0
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=8897.92 hours
+Parameters:
+  efficiency=1.00 percent
+  load=81.92 percent
+  temperature=41.00 °C
+  power=32.97 kW
+  vibration=4.74 mm/s
+  health_index=97.42 percent
+Temporal Data:
+  temp_over_time=[61.3, 62.3, 67.8, 63.1] °C
+  power_trend=[31.4, 40.2, 25.0, 31.9] kW
+  performance_trend=[1.1, 0.9, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335322. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=standard
+Output: Diagnostic ID=fe62257b-bb85-4d65-b571-e4db513974de
+Vehicle Type: electric
+System: motor
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.88 ratio
+  operating-time=4207.71 hours
+Parameters:
+  efficiency=0.94 percent
+  load=41.15 percent
+  temperature=67.69 °C
+  power=131.14 kW
+  vibration=2.94 mm/s
+  health_index=86.30 percent
+Sensors:
+  voltage_ripple=2.11 V
+  temperature=91.7 °C
+  current_draw=87.0 A
+Temporal Data:
+  temp_over_time=[48.2, 55.6, 55.2, 56.4] °C
+  power_trend=[96.0, 147.4, 150.6, 114.2] kW
+  performance_trend=[0.8, 0.6, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335322. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automated
+Output: Diagnostic ID=1299da4f-e8e9-4f13-8dd4-071c1c28bcd4
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.75 ratio
+  torque=451.82 Nm
+  shift-time=0.22 seconds
+  fluid-temperature=77.43 °C
+Parameters:
+  efficiency=0.85 percent
+  load=81.19 percent
+  temperature=81.27 °C
+  power=20.83 kW
+  vibration=2.53 mm/s
+  health_index=85.43 percent
+Temporal Data:
+  temp_over_time=[74.1, 75.6, 74.5, 69.7, 72.6, 65.1, 67.7] °C
+  power_trend=[19.2, 24.5, 23.0, 19.2, 22.2, 19.2, 15.8] kW
+  performance_trend=[0.9, 0.8, 0.9, 1.0, 1.1, 0.9, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=standard
+Output: Diagnostic ID=0ce3b558-1255-477f-a153-eefb178882e7
+Vehicle Type: commercial
+System: emissions
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.73 ratio
+  operating-time=1218.98 hours
+Parameters:
+  efficiency=0.92 percent
+  load=52.43 percent
+  temperature=56.68 °C
+  power=30.65 kW
+  vibration=3.89 mm/s
+  health_index=76.79 percent
+Temporal Data:
+  temp_over_time=[50.8, 53.3, 54.8, 49.8, 49.6] °C
+  power_trend=[23.0, 28.6, 38.4, 33.1, 28.7] kW
+  performance_trend=[0.7, 0.7, 0.7, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 10 months. Recommended actions: software update, connector check, diagnostic scan. 
+Maintenance Recommendations: software update, connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=electro-hydraulic
+Output: Diagnostic ID=c8b81236-01f0-425d-b2ba-e99a386f23dc
+Vehicle Type: truck
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=2.04 percent
+  rotor-thickness=23.40 mm
+  pad-thickness=4.12 mm
+  pressure=174.79 psi
+Parameters:
+  efficiency=0.81 percent
+  load=25.60 percent
+  temperature=63.99 °C
+  power=24.59 kW
+  vibration=2.19 mm/s
+  health_index=83.62 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.5 mm
+  pressure_sensor=1122.5 psi
+Temporal Data:
+  temp_over_time=[50.1, 45.3, 51.3, 45.0] °C
+  power_trend=[27.6, 26.2, 27.8, 18.9] kW
+  performance_trend=[1.1, 1.0, 0.9, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=dual-clutch
+Output: Diagnostic ID=20bafd7f-7d7b-4b83-aef7-722748e470af
+Vehicle Type: truck
+System: transmission
+Configuration: dual-clutch
+Status: degraded (level 2)
+Fault Code: P0700
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.99 ratio
+  torque=143.83 Nm
+  shift-time=0.31 seconds
+  fluid-temperature=86.24 °C
+Parameters:
+  efficiency=0.95 percent
+  load=89.18 percent
+  temperature=88.52 °C
+  power=21.49 kW
+  vibration=4.66 mm/s
+  health_index=65.83 percent
+Temporal Data:
+  temp_over_time=[77.3, 80.5, 82.6, 83.0, 86.5, 80.9, 77.4] °C
+  power_trend=[24.2, 22.4, 16.2, 20.7, 18.6, 17.1, 22.9] kW
+  performance_trend=[1.0, 0.9, 1.0, 0.8, 0.8, 0.9, 1.0] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 4 months. Recommended actions: shift solenoid check. 
+Maintenance Recommendations: shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=performance
+Output: Diagnostic ID=da453462-c03d-44ce-a8c5-0a3ce34855f4
+Vehicle Type: electric
+System: autonomous
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.66 ratio
+  operating-time=6740.17 hours
+Parameters:
+  efficiency=0.96 percent
+  load=99.28 percent
+  temperature=57.52 °C
+  power=21.30 kW
+  vibration=3.05 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[51.7, 54.7, 50.7, 56.6, 60.3, 59.8] °C
+  power_trend=[27.3, 20.4, 25.0, 21.7, 24.0, 26.1] kW
+  performance_trend=[0.7, 0.8, 0.7, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=standard
+Output: Diagnostic ID=4fc6b519-fc89-4bbe-840e-0fc4c0892115
+Vehicle Type: truck
+System: exhaust
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.28 ratio
+  operating-time=2748.08 hours
+Parameters:
+  efficiency=0.81 percent
+  load=47.86 percent
+  temperature=54.64 °C
+  power=39.79 kW
+  vibration=1.05 mm/s
+  health_index=60.14 percent
+Temporal Data:
+  temp_over_time=[44.1, 44.2, 50.9, 48.4] °C
+  power_trend=[50.3, 35.0, 36.2, 32.8] kW
+  performance_trend=[1.0, 0.9, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335320. Recommended maintenance interval: 4 months. Recommended actions: software update, diagnostic scan. 
+Maintenance Recommendations: software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=enhanced
+Output: Diagnostic ID=5c240740-e890-4ec8-9f42-c419638ef3ce
+Vehicle Type: commercial
+System: air-brakes
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=9972.19 hours
+Parameters:
+  efficiency=0.93 percent
+  load=37.49 percent
+  temperature=51.24 °C
+  power=29.38 kW
+  vibration=4.61 mm/s
+  health_index=81.00 percent
+Temporal Data:
+  temp_over_time=[62.6, 54.7, 64.3] °C
+  power_trend=[25.2, 33.0, 30.8] kW
+  performance_trend=[0.8, 0.9, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335330. Recommended maintenance interval: 10 months. Recommended actions: connector check, diagnostic scan. 
+Maintenance Recommendations: connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=basic
+Output: Diagnostic ID=fa9366ec-e211-42aa-be52-ffc65d58ff0c
+Vehicle Type: commercial
+System: emissions
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=4330.51 hours
+Parameters:
+  efficiency=0.82 percent
+  load=50.58 percent
+  temperature=67.71 °C
+  power=49.93 kW
+  vibration=3.11 mm/s
+  health_index=90.12 percent
+Temporal Data:
+  temp_over_time=[49.6, 43.8, 47.9, 41.8, 45.3] °C
+  power_trend=[41.0, 53.3, 54.9, 60.6, 35.4] kW
+  performance_trend=[0.9, 0.9, 0.9, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335330. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=adaptive
+Output: Diagnostic ID=b16b83dc-813c-43b3-b509-82a4f12337db
+Vehicle Type: sedan
+System: suspension
+Configuration: adaptive
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 1.0 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=4754.38 hours
+Parameters:
+  efficiency=1.00 percent
+  load=54.66 percent
+  temperature=53.85 °C
+  power=23.03 kW
+  vibration=4.04 mm/s
+  health_index=76.29 percent
+Temporal Data:
+  temp_over_time=[56.0, 59.5, 63.7, 65.8, 58.0] °C
+  power_trend=[25.8, 21.0, 18.4, 18.9, 21.4] kW
+  performance_trend=[0.8, 0.8, 0.9, 0.9, 0.9] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335330. Recommended maintenance interval: 12 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=air
+Output: Diagnostic ID=403f0a14-f189-4188-ab17-10433e6f29e6
+Vehicle Type: sedan
+System: brakes
+Configuration: air
+Status: normal (level 1)
+Fault Code: C0060
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=2.20 percent
+  rotor-thickness=29.27 mm
+  pad-thickness=11.74 mm
+  pressure=664.00 psi
+Parameters:
+  efficiency=0.87 percent
+  load=54.72 percent
+  temperature=45.61 °C
+  power=18.82 kW
+  vibration=1.98 mm/s
+  health_index=87.84 percent
+Sensors:
+  abs_status=active
+  wear_sensor=4.7 mm
+  pressure_sensor=1401.2 psi
+Temporal Data:
+  temp_over_time=[64.8, 58.3, 70.4, 65.4, 59.4] °C
+  power_trend=[20.4, 19.9, 15.8, 22.1, 23.3] kW
+  performance_trend=[0.9, 1.0, 0.9, 1.2, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335330. Recommended maintenance interval: 7 months. Recommended actions: fluid flush, rotor resurfacing, parking brake adjustment. 
+Maintenance Recommendations: fluid flush, rotor resurfacing, parking brake adjustment
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=performance
+Output: Diagnostic ID=3a9b706d-e6e4-48ca-a386-706e8b80610a
+Vehicle Type: motorcycle
+System: cooling
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=3897.28 hours
+Parameters:
+  efficiency=0.81 percent
+  load=41.70 percent
+  temperature=59.41 °C
+  power=16.29 kW
+  vibration=3.52 mm/s
+  health_index=85.56 percent
+Temporal Data:
+  temp_over_time=[56.9, 54.0, 54.5] °C
+  power_trend=[15.5, 18.0, 13.3] kW
+  performance_trend=[0.7, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335327. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=standard
+Output: Diagnostic ID=7dc41933-bd15-4d6a-8af6-63d08506926b
+Vehicle Type: sedan
+System: suspension
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.22 ratio
+  operating-time=4203.27 hours
+Parameters:
+  efficiency=0.89 percent
+  load=55.82 percent
+  temperature=47.30 °C
+  power=16.42 kW
+  vibration=4.95 mm/s
+  health_index=87.02 percent
+Temporal Data:
+  temp_over_time=[56.9, 60.2, 65.8] °C
+  power_trend=[16.6, 15.1, 13.8] kW
+  performance_trend=[1.0, 0.8, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335327. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=basic
+Output: Diagnostic ID=4f4182b8-b137-4661-a193-b2dd4ffe9bae
+Vehicle Type: truck
+System: hydraulics
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.80 ratio
+  operating-time=6949.84 hours
+Parameters:
+  efficiency=0.95 percent
+  load=4.05 percent
+  temperature=46.29 °C
+  power=43.04 kW
+  vibration=4.30 mm/s
+  health_index=79.31 percent
+Temporal Data:
+  temp_over_time=[66.8, 68.0, 65.6, 70.0] °C
+  power_trend=[38.4, 40.4, 54.9, 53.2] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335327. Recommended maintenance interval: 8 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=air
+Output: Diagnostic ID=77552de2-e1b5-4c95-93e9-455c961d9254
+Vehicle Type: commercial
+System: suspension
+Configuration: air
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.8 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=5323.71 hours
+Parameters:
+  efficiency=0.87 percent
+  load=12.23 percent
+  temperature=69.15 °C
+  power=28.07 kW
+  vibration=2.78 mm/s
+  health_index=68.74 percent
+Temporal Data:
+  temp_over_time=[49.0, 50.2, 51.0, 46.1] °C
+  power_trend=[34.7, 23.9, 26.7, 21.0] kW
+  performance_trend=[0.9, 0.7, 0.7, 0.7] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335327. Recommended maintenance interval: 10 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=optimized
+Output: Diagnostic ID=fa992c38-788c-4c39-9ea5-e66101b71ffa
+Vehicle Type: sedan
+System: electrical
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=9622.99 hours
+Parameters:
+  efficiency=0.91 percent
+  load=16.33 percent
+  temperature=40.74 °C
+  power=32.61 kW
+  vibration=1.01 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=18.9 A
+  voltage=229.5 V
+Temporal Data:
+  temp_over_time=[39.2, 33.6, 35.5, 35.9, 38.8] °C
+  power_trend=[42.0, 36.8, 31.3, 26.7, 39.2] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.9, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335327. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=direct-injection
+Output: Diagnostic ID=1a1e1c0e-269a-41b1-94ab-24300d362fda
+Vehicle Type: suv
+System: engine
+Configuration: direct-injection
+Status: optimal (level 0)
+Performance: 408.3 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=81.08 °C
+  oil-pressure=39.82 psi
+  compression=174.87 psi
+  rpm=2405.60 rpm
+Parameters:
+  efficiency=0.77 percent
+  load=20.06 percent
+  temperature=91.32 °C
+  power=321.70 hp
+  vibration=3.60 mm/s
+  health_index=92.37 percent
+Sensors:
+  oxygen_sensor=0.65 V
+  knock_sensor=64.7 mV
+  maf_sensor=8.96 g/s
+Temporal Data:
+  temp_over_time=[111.7, 126.4, 118.0, 114.3, 127.0, 110.8] °C
+  power_trend=[259.7, 416.4, 278.5, 356.9, 375.6, 341.6] hp
+  performance_trend=[451.2, 346.8, 474.8, 425.7, 427.3, 456.6] hp
+Notes: Diagnostic scan performed at 1751287335327. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=1141d777-45bf-47c7-be18-2c3ca017eb86
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 129.6 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=80.43 °C
+  oil-pressure=49.74 psi
+  compression=149.10 psi
+  rpm=2949.61 rpm
+Parameters:
+  efficiency=0.85 percent
+  load=44.42 percent
+  temperature=111.74 °C
+  power=474.42 hp
+  vibration=2.73 mm/s
+  health_index=79.53 percent
+Sensors:
+  oxygen_sensor=0.92 V
+  knock_sensor=254.5 mV
+  maf_sensor=4.29 g/s
+Temporal Data:
+  temp_over_time=[110.8, 105.5, 107.2] °C
+  power_trend=[610.7, 491.0, 519.3] hp
+  performance_trend=[118.1, 131.8, 124.3] hp
+Notes: Diagnostic scan performed at 1751287335327. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=direct-injection
+Output: Diagnostic ID=22f69150-6bfa-447a-aa9f-9d9f3ed8ca65
+Vehicle Type: hybrid
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 528.4 hp
+Material: titanium
+Measurements:
+  oil-temperature=106.32 °C
+  oil-pressure=43.13 psi
+  compression=154.25 psi
+  rpm=5405.16 rpm
+Parameters:
+  efficiency=0.89 percent
+  load=57.60 percent
+  temperature=103.24 °C
+  power=433.56 hp
+  vibration=3.31 mm/s
+  health_index=76.39 percent
+Sensors:
+  oxygen_sensor=0.55 V
+  knock_sensor=265.6 mV
+  maf_sensor=7.26 g/s
+Temporal Data:
+  temp_over_time=[99.9, 100.1, 92.4, 94.7, 89.5] °C
+  power_trend=[502.0, 401.2, 471.6, 498.7, 382.6] hp
+  performance_trend=[602.5, 448.5, 570.4, 631.5, 441.5] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335326. Recommended maintenance interval: 5 months. Recommended actions: spark plug replacement, oil change. 
+Maintenance Recommendations: spark plug replacement, oil change
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=performance
+Output: Diagnostic ID=0153180b-a478-4aa8-9fd7-844ae2d216ca
+Vehicle Type: electric
+System: motor
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.67 ratio
+  operating-time=7463.75 hours
+Parameters:
+  efficiency=0.95 percent
+  load=94.12 percent
+  temperature=60.74 °C
+  power=60.28 kW
+  vibration=4.45 mm/s
+  health_index=84.20 percent
+Sensors:
+  voltage_ripple=3.32 V
+  temperature=57.3 °C
+  current_draw=171.5 A
+Temporal Data:
+  temp_over_time=[59.1, 59.7, 55.1, 56.1, 50.5] °C
+  power_trend=[43.8, 68.7, 53.3, 77.6, 71.6] kW
+  performance_trend=[0.9, 1.0, 1.2, 1.2, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335333. Recommended maintenance interval: 11 months. Recommended actions: connector check, system inspection, software update. 
+Maintenance Recommendations: connector check, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=enhanced
+Output: Diagnostic ID=59c56469-1717-46da-9b7e-da829d78e397
+Vehicle Type: sedan
+System: climate
+Configuration: enhanced
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=6205.96 hours
+Parameters:
+  efficiency=0.86 percent
+  load=40.94 percent
+  temperature=33.28 °C
+  power=3.36 kW
+  vibration=1.66 mm/s
+  health_index=72.53 percent
+Temporal Data:
+  temp_over_time=[9.9, 11.2, 9.7, 9.7, 9.6, 10.9] °C
+  power_trend=[4.0, 2.8, 3.7, 3.0, 2.6, 3.1] kW
+  performance_trend=[0.8, 1.0, 1.2, 0.9, 0.8, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335333. Recommended maintenance interval: 6 months. Recommended actions: software update, system inspection. 
+Maintenance Recommendations: software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=direct-injection
+Output: Diagnostic ID=873dfcf9-9064-468d-aa12-0066053f7423
+Vehicle Type: suv
+System: engine
+Configuration: direct-injection
+Status: optimal (level 0)
+Performance: 365.9 hp
+Material: steel
+Measurements:
+  oil-temperature=76.14 °C
+  oil-pressure=26.90 psi
+  compression=174.08 psi
+  rpm=855.67 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=62.89 percent
+  temperature=83.59 °C
+  power=342.93 hp
+  vibration=3.81 mm/s
+  health_index=83.94 percent
+Sensors:
+  oxygen_sensor=0.49 V
+  knock_sensor=370.4 mV
+  maf_sensor=5.73 g/s
+Temporal Data:
+  temp_over_time=[82.1, 82.0, 88.0, 89.1] °C
+  power_trend=[279.7, 361.8, 289.2, 284.2] hp
+  performance_trend=[319.1, 297.7, 313.8, 320.6] hp
+Notes: Diagnostic scan performed at 1751287335333. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=air
+Output: Diagnostic ID=fbdc346b-da4b-4197-a984-212f20df8be8
+Vehicle Type: motorcycle
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=5052.26 hours
+Parameters:
+  efficiency=0.99 percent
+  load=6.39 percent
+  temperature=42.59 °C
+  power=25.31 kW
+  vibration=2.89 mm/s
+  health_index=94.02 percent
+Temporal Data:
+  temp_over_time=[45.5, 47.3, 41.7, 45.4, 44.1] °C
+  power_trend=[29.1, 32.2, 32.5, 24.0, 25.4] kW
+  performance_trend=[0.9, 0.7, 0.7, 0.8, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335333. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=disc
+Output: Diagnostic ID=03c54531-bd53-40e4-85ba-d01a9bcaccc5
+Vehicle Type: sedan
+System: brakes
+Configuration: disc
+Status: normal (level 1)
+Fault Code: C0035
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=3.49 percent
+  rotor-thickness=27.47 mm
+  pad-thickness=3.44 mm
+  pressure=601.83 psi
+Parameters:
+  efficiency=0.79 percent
+  load=0.15 percent
+  temperature=41.48 °C
+  power=49.40 kW
+  vibration=1.54 mm/s
+  health_index=78.96 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.0 mm
+  pressure_sensor=852.3 psi
+Temporal Data:
+  temp_over_time=[53.6, 58.5, 51.5, 58.1, 59.2] °C
+  power_trend=[63.1, 36.3, 48.5, 62.5, 36.9] kW
+  performance_trend=[0.8, 0.9, 0.9, 0.8, 1.1] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335326. Recommended maintenance interval: 12 months. Recommended actions: fluid flush. 
+Maintenance Recommendations: fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=supercharged
+Output: Diagnostic ID=9dab8109-b7c5-47dd-b730-7a0d093e84dc
+Vehicle Type: suv
+System: engine
+Configuration: supercharged
+Status: optimal (level 0)
+Performance: 225.0 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=93.21 °C
+  oil-pressure=77.15 psi
+  compression=154.58 psi
+  rpm=2529.55 rpm
+Parameters:
+  efficiency=0.84 percent
+  load=87.87 percent
+  temperature=86.16 °C
+  power=209.71 hp
+  vibration=1.20 mm/s
+  health_index=85.67 percent
+Sensors:
+  oxygen_sensor=0.74 V
+  knock_sensor=132.1 mV
+  maf_sensor=3.87 g/s
+Temporal Data:
+  temp_over_time=[124.2, 107.2, 108.7, 123.5] °C
+  power_trend=[212.5, 149.0, 212.7, 248.3] hp
+  performance_trend=[229.2, 263.2, 209.5, 221.1] hp
+Notes: Diagnostic scan performed at 1751287335326. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=basic
+Output: Diagnostic ID=fd6e5053-bd7c-4696-a332-8c38ced7b8e0
+Vehicle Type: motorcycle
+System: electrical
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: B1200
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=4793.53 hours
+Parameters:
+  efficiency=0.97 percent
+  load=20.63 percent
+  temperature=43.42 °C
+  power=38.94 kW
+  vibration=1.68 mm/s
+  health_index=66.20 percent
+Sensors:
+  current=9.1 A
+  voltage=193.2 V
+Temporal Data:
+  temp_over_time=[38.8, 32.8, 39.1, 37.4] °C
+  power_trend=[47.5, 37.2, 48.0, 41.6] kW
+  performance_trend=[1.1, 1.1, 0.9, 0.8] voltage_stability
+Notes: Observed symptoms: system failures. Diagnostic trouble code: B1200. Diagnostic scan performed at 1751287335324. Recommended maintenance interval: 12 months. Recommended actions: ground check, voltage test, connector cleaning. 
+Maintenance Recommendations: ground check, voltage test, connector cleaning
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=basic
+Output: Diagnostic ID=3914df7e-eca9-416f-8f63-a2563ed6d2d3
+Vehicle Type: electric
+System: charging
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=9628.93 hours
+Parameters:
+  efficiency=0.85 percent
+  load=54.98 percent
+  temperature=62.64 °C
+  power=44.34 kW
+  vibration=0.01 mm/s
+  health_index=82.08 percent
+Temporal Data:
+  temp_over_time=[51.4, 60.4, 61.9, 54.1] °C
+  power_trend=[37.5, 55.0, 40.9, 52.6] kW
+  performance_trend=[0.9, 1.0, 0.8, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335335. Recommended maintenance interval: 12 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=basic
+Output: Diagnostic ID=58852ac0-ac5c-4cd4-ab24-867c7b51886d
+Vehicle Type: truck
+System: hydraulics
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.49 ratio
+  operating-time=4037.38 hours
+Parameters:
+  efficiency=0.79 percent
+  load=1.34 percent
+  temperature=58.97 °C
+  power=19.02 kW
+  vibration=3.93 mm/s
+  health_index=60.86 percent
+Temporal Data:
+  temp_over_time=[42.5, 37.1, 40.1, 38.7, 40.2] °C
+  power_trend=[13.3, 22.4, 15.4, 18.5, 22.2] kW
+  performance_trend=[1.0, 1.0, 1.0, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335335. Recommended maintenance interval: 4 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=performance
+Output: Diagnostic ID=e19d60db-5a4f-4097-bb1c-6370d3fb6e11
+Vehicle Type: electric
+System: thermal
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=8906.69 hours
+Parameters:
+  efficiency=0.94 percent
+  load=23.66 percent
+  temperature=48.17 °C
+  power=44.23 kW
+  vibration=4.47 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[55.1, 50.4, 51.4, 51.1, 50.4] °C
+  power_trend=[31.2, 47.6, 50.1, 45.2, 47.6] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335333. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=standard
+Output: Diagnostic ID=5b7e78d6-1527-4e83-8a20-0aeac2c2e01f
+Vehicle Type: motorcycle
+System: electrical
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: B1200
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=6918.75 hours
+Parameters:
+  efficiency=0.82 percent
+  load=84.78 percent
+  temperature=43.57 °C
+  power=18.84 kW
+  vibration=2.47 mm/s
+  health_index=60.65 percent
+Sensors:
+  current=5.6 A
+  voltage=99.6 V
+Temporal Data:
+  temp_over_time=[43.9, 44.7, 42.9, 45.8, 41.5, 45.8, 42.9] °C
+  power_trend=[16.8, 23.0, 16.5, 22.6, 15.6, 22.8, 17.4] kW
+  performance_trend=[1.1, 1.2, 1.1, 0.8, 0.8, 0.9, 1.1] voltage_stability
+Notes: Observed symptoms: system failures. Diagnostic trouble code: B1200. Diagnostic scan performed at 1751287335333. Recommended maintenance interval: 7 months. Recommended actions: voltage test, current draw test. 
+Maintenance Recommendations: voltage test, current draw test
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=standard
+Output: Diagnostic ID=c2b85f86-1d3a-4f23-a565-6a40eac3ec32
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=7698.14 hours
+Parameters:
+  efficiency=0.86 percent
+  load=41.42 percent
+  temperature=56.19 °C
+  power=83.44 kW
+  vibration=3.66 mm/s
+  health_index=62.02 percent
+Sensors:
+  voltage_ripple=2.91 V
+  temperature=99.7 °C
+  current_draw=32.0 A
+Temporal Data:
+  temp_over_time=[57.0, 61.2, 61.2, 64.4, 56.7, 58.3] °C
+  power_trend=[99.1, 61.8, 66.3, 65.3, 97.6, 68.7] kW
+  performance_trend=[0.8, 0.7, 0.9, 0.8, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335333. Recommended maintenance interval: 4 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=enhanced
+Output: Diagnostic ID=21b53a1e-6ee3-45ff-86c2-d5c6b052fa05
+Vehicle Type: hybrid
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.92 ratio
+  operating-time=9714.72 hours
+Parameters:
+  efficiency=0.83 percent
+  load=60.50 percent
+  temperature=41.58 °C
+  power=20.62 kW
+  vibration=1.19 mm/s
+  health_index=98.31 percent
+Sensors:
+  current=26.0 A
+  voltage=164.8 V
+Temporal Data:
+  temp_over_time=[38.7, 41.3, 36.1, 36.8, 40.2, 43.7] °C
+  power_trend=[16.3, 24.3, 16.7, 18.3, 24.2, 23.8] kW
+  performance_trend=[0.7, 0.7, 0.8, 0.8, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335337. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=drum
+Output: Diagnostic ID=29c6520c-c422-48f7-a29e-f82da0283aa9
+Vehicle Type: motorcycle
+System: brakes
+Configuration: drum
+Status: warning (level 3)
+Fault Code: C0070
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=0.52 percent
+  rotor-thickness=12.49 mm
+  pad-thickness=3.84 mm
+  pressure=399.36 psi
+Parameters:
+  efficiency=0.93 percent
+  load=66.22 percent
+  temperature=44.57 °C
+  power=27.49 kW
+  vibration=0.03 mm/s
+  health_index=56.88 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.2 mm
+  pressure_sensor=1246.7 psi
+Temporal Data:
+  temp_over_time=[55.1, 50.3, 46.1] °C
+  power_trend=[22.1, 28.7, 23.4] kW
+  performance_trend=[0.8, 1.0, 0.9] deceleration_g
+Notes: Observed symptoms: noise. Diagnostic trouble code: C0070. Diagnostic scan performed at 1751287335337. Recommended maintenance interval: 7 months. Recommended actions: pad replacement. 
+Maintenance Recommendations: pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=dual-clutch
+Output: Diagnostic ID=74c17f36-22d2-47aa-95ec-eefa161d5770
+Vehicle Type: sedan
+System: transmission
+Configuration: dual-clutch
+Status: normal (level 1)
+Fault Code: P0700
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.71 ratio
+  torque=267.29 Nm
+  shift-time=0.35 seconds
+  fluid-temperature=66.95 °C
+Parameters:
+  efficiency=0.92 percent
+  load=25.45 percent
+  temperature=62.07 °C
+  power=47.60 kW
+  vibration=0.04 mm/s
+  health_index=76.09 percent
+Temporal Data:
+  temp_over_time=[85.4, 89.2, 79.3, 82.8] °C
+  power_trend=[51.4, 40.0, 44.6, 35.4] kW
+  performance_trend=[1.0, 1.0, 1.0, 1.0] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335337. Recommended maintenance interval: 4 months. Recommended actions: filter replacement, seal inspection. 
+Maintenance Recommendations: filter replacement, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=standard
+Output: Diagnostic ID=e789bb02-bd41-4051-aadd-d012982e6c70
+Vehicle Type: suv
+System: towing
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=1120.68 hours
+Parameters:
+  efficiency=0.83 percent
+  load=69.37 percent
+  temperature=50.18 °C
+  power=44.80 kW
+  vibration=3.27 mm/s
+  health_index=91.42 percent
+Temporal Data:
+  temp_over_time=[62.6, 61.4, 52.7, 62.4] °C
+  power_trend=[40.7, 44.4, 38.9, 51.5] kW
+  performance_trend=[0.8, 0.7, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335337. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=dual-clutch
+Output: Diagnostic ID=451e0d55-d797-4e67-a399-a4dca563157a
+Vehicle Type: truck
+System: transmission
+Configuration: dual-clutch
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.95 ratio
+  torque=424.54 Nm
+  shift-time=0.29 seconds
+  fluid-temperature=75.94 °C
+Parameters:
+  efficiency=0.85 percent
+  load=25.78 percent
+  temperature=60.50 °C
+  power=33.10 kW
+  vibration=1.93 mm/s
+  health_index=90.61 percent
+Temporal Data:
+  temp_over_time=[72.3, 82.1, 76.6] °C
+  power_trend=[36.5, 42.1, 39.7] kW
+  performance_trend=[0.8, 0.8, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335337. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=air
+Output: Diagnostic ID=c6392608-4481-449a-be56-f4b099ae34d5
+Vehicle Type: motorcycle
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.8 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=957.85 hours
+Parameters:
+  efficiency=0.75 percent
+  load=84.33 percent
+  temperature=48.37 °C
+  power=18.56 kW
+  vibration=3.69 mm/s
+  health_index=82.63 percent
+Temporal Data:
+  temp_over_time=[63.7, 56.5, 61.3, 65.5] °C
+  power_trend=[23.0, 19.5, 23.2, 19.2] kW
+  performance_trend=[0.8, 1.0, 0.9, 1.0] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335337. Recommended maintenance interval: 6 months. Recommended actions: diagnostic scan, connector check, system inspection. 
+Maintenance Recommendations: diagnostic scan, connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=performance
+Output: Diagnostic ID=7055e33d-015a-4bf3-99bb-34dc89f2f457
+Vehicle Type: commercial
+System: air-brakes
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=9503.61 hours
+Parameters:
+  efficiency=0.78 percent
+  load=62.54 percent
+  temperature=59.22 °C
+  power=12.16 kW
+  vibration=2.86 mm/s
+  health_index=98.22 percent
+Temporal Data:
+  temp_over_time=[73.3, 69.3, 66.7, 63.7, 61.2, 71.7] °C
+  power_trend=[12.8, 13.0, 14.8, 13.6, 14.5, 14.9] kW
+  performance_trend=[1.0, 0.9, 0.8, 0.7, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335338. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=standard
+Output: Diagnostic ID=1e518575-de5b-4bdd-a87c-52f19b0ae51e
+Vehicle Type: electric
+System: autonomous
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=3351.69 hours
+Parameters:
+  efficiency=0.89 percent
+  load=3.61 percent
+  temperature=60.52 °C
+  power=22.89 kW
+  vibration=0.29 mm/s
+  health_index=99.47 percent
+Temporal Data:
+  temp_over_time=[47.0, 55.3, 51.1] °C
+  power_trend=[22.2, 17.9, 26.9] kW
+  performance_trend=[0.8, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335338. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=1a08f660-88f8-4f0a-805c-28634e61d462
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=6824.57 hours
+Parameters:
+  efficiency=0.86 percent
+  load=19.48 percent
+  temperature=50.91 °C
+  power=248.13 kW
+  vibration=3.29 mm/s
+  health_index=61.95 percent
+Sensors:
+  voltage_ripple=1.17 V
+  temperature=48.5 °C
+  current_draw=129.0 A
+Temporal Data:
+  temp_over_time=[66.5, 72.1, 74.0, 68.4, 66.4] °C
+  power_trend=[174.2, 189.1, 191.2, 276.3, 321.6] kW
+  performance_trend=[0.9, 0.8, 1.1, 1.1, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335338. Recommended maintenance interval: 10 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=disc
+Output: Diagnostic ID=56763425-a270-487f-b806-232ee7e34fa8
+Vehicle Type: motorcycle
+System: brakes
+Configuration: disc
+Status: normal (level 1)
+Fault Code: C0035
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=0.83 percent
+  rotor-thickness=28.90 mm
+  pad-thickness=9.83 mm
+  pressure=282.30 psi
+Parameters:
+  efficiency=0.81 percent
+  load=54.95 percent
+  temperature=48.42 °C
+  power=17.67 kW
+  vibration=1.59 mm/s
+  health_index=73.78 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.8 mm
+  pressure_sensor=583.9 psi
+Temporal Data:
+  temp_over_time=[52.6, 47.7, 50.6, 49.0, 48.1, 50.8, 52.2] °C
+  power_trend=[12.4, 17.1, 13.4, 20.9, 21.0, 18.2, 19.5] kW
+  performance_trend=[1.0, 1.0, 1.0, 0.8, 1.0, 0.8, 1.1] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335338. Recommended maintenance interval: 5 months. Recommended actions: parking brake adjustment, pad replacement. 
+Maintenance Recommendations: parking brake adjustment, pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=standard
+Output: Diagnostic ID=a0a542cf-6bba-418e-930a-a4dbc2a57a59
+Vehicle Type: sedan
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 146.4 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=72.02 °C
+  oil-pressure=40.34 psi
+  compression=153.15 psi
+  rpm=6569.60 rpm
+Parameters:
+  efficiency=0.85 percent
+  load=89.10 percent
+  temperature=119.10 °C
+  power=155.10 hp
+  vibration=1.61 mm/s
+  health_index=83.11 percent
+Sensors:
+  oxygen_sensor=0.93 V
+  knock_sensor=139.3 mV
+  maf_sensor=5.02 g/s
+Temporal Data:
+  temp_over_time=[94.7, 101.4, 112.5, 96.2, 98.8, 111.6] °C
+  power_trend=[177.0, 178.2, 118.1, 161.5, 189.1, 141.4] hp
+  performance_trend=[118.1, 149.2, 164.8, 174.4, 145.6, 132.1] hp
+Notes: Diagnostic scan performed at 1751287335338. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=hybrid
+Output: Diagnostic ID=177a72eb-d72b-4f57-bc37-9314359aaba2
+Vehicle Type: motorcycle
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 577.2 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=106.30 °C
+  oil-pressure=66.24 psi
+  compression=152.11 psi
+  rpm=895.11 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=60.60 percent
+  temperature=84.32 °C
+  power=245.55 hp
+  vibration=4.66 mm/s
+  health_index=86.58 percent
+Sensors:
+  oxygen_sensor=0.16 V
+  knock_sensor=487.5 mV
+  maf_sensor=3.49 g/s
+Temporal Data:
+  temp_over_time=[72.7, 84.8, 80.3, 79.7, 84.1] °C
+  power_trend=[205.0, 274.2, 258.3, 191.5, 258.1] hp
+  performance_trend=[607.9, 653.6, 604.4, 587.4, 506.6] hp
+Notes: Diagnostic scan performed at 1751287335338. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=a35574e5-9fb9-473a-b16e-c83898803117
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0420
+Performance: 518.2 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=72.31 °C
+  oil-pressure=74.55 psi
+  compression=171.25 psi
+  rpm=4575.29 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=28.34 percent
+  temperature=119.92 °C
+  power=338.40 hp
+  vibration=3.54 mm/s
+  health_index=75.26 percent
+Sensors:
+  oxygen_sensor=0.28 V
+  knock_sensor=331.6 mV
+  maf_sensor=8.61 g/s
+Temporal Data:
+  temp_over_time=[111.6, 120.4, 115.0, 123.1, 105.3, 122.9] °C
+  power_trend=[407.6, 263.0, 374.5, 430.2, 300.7, 336.5] hp
+  performance_trend=[574.9, 594.0, 531.6, 596.5, 563.8, 580.6] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0420. Diagnostic scan performed at 1751287335333. Recommended maintenance interval: 7 months. Recommended actions: timing belt inspection, air filter replacement, oil change. 
+Maintenance Recommendations: timing belt inspection, air filter replacement, oil change
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=basic
+Output: Diagnostic ID=6ac3da88-db92-4b8d-81ae-b9b7f2a1d890
+Vehicle Type: suv
+System: towing
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=405.03 hours
+Parameters:
+  efficiency=0.77 percent
+  load=43.69 percent
+  temperature=51.22 °C
+  power=33.15 kW
+  vibration=1.50 mm/s
+  health_index=85.16 percent
+Temporal Data:
+  temp_over_time=[60.9, 64.3, 72.7] °C
+  power_trend=[29.4, 41.4, 35.5] kW
+  performance_trend=[0.9, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335332. Recommended maintenance interval: 7 months. Recommended actions: connector check, diagnostic scan, software update. 
+Maintenance Recommendations: connector check, diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automated
+Output: Diagnostic ID=72caeae5-875d-452e-9011-43eb19b2e3f4
+Vehicle Type: truck
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.72 ratio
+  torque=142.33 Nm
+  shift-time=0.16 seconds
+  fluid-temperature=84.24 °C
+Parameters:
+  efficiency=0.86 percent
+  load=61.94 percent
+  temperature=61.98 °C
+  power=13.72 kW
+  vibration=3.72 mm/s
+  health_index=85.11 percent
+Temporal Data:
+  temp_over_time=[84.5, 72.9, 83.2, 76.6, 79.6, 73.9, 72.6] °C
+  power_trend=[13.2, 11.6, 12.6, 13.0, 11.1, 16.4, 12.9] kW
+  performance_trend=[0.9, 0.8, 0.9, 1.0, 0.9, 0.9, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335332. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=standard
+Output: Diagnostic ID=6d51cb7e-4edf-4a77-b314-7f81512fe1e5
+Vehicle Type: suv
+System: climate
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.41 ratio
+  operating-time=2943.14 hours
+Parameters:
+  efficiency=0.96 percent
+  load=35.76 percent
+  temperature=30.15 °C
+  power=5.07 kW
+  vibration=0.24 mm/s
+  health_index=91.26 percent
+Temporal Data:
+  temp_over_time=[26.8, 29.5, 30.0, 29.4] °C
+  power_trend=[5.6, 4.2, 5.7, 5.5] kW
+  performance_trend=[0.9, 1.0, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335332. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=performance
+Output: Diagnostic ID=a97b9d17-4060-49b1-9237-140544ca827c
+Vehicle Type: electric
+System: electronics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=2414.96 hours
+Parameters:
+  efficiency=0.98 percent
+  load=96.30 percent
+  temperature=39.96 °C
+  power=42.62 kW
+  vibration=2.48 mm/s
+  health_index=96.20 percent
+Sensors:
+  current=20.3 A
+  voltage=140.0 V
+Temporal Data:
+  temp_over_time=[47.2, 45.3, 48.3, 41.5, 45.5, 45.1, 49.4] °C
+  power_trend=[40.8, 45.0, 41.6, 47.3, 43.6, 30.2, 33.6] kW
+  performance_trend=[0.8, 0.8, 1.0, 0.8, 0.7, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335332. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=sport
+Output: Diagnostic ID=cf66acfe-e426-43f7-9ab9-0b387262af1a
+Vehicle Type: motorcycle
+System: suspension
+Configuration: sport
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 0.9 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.70 ratio
+  operating-time=3910.07 hours
+Parameters:
+  efficiency=0.82 percent
+  load=71.03 percent
+  temperature=51.27 °C
+  power=24.00 kW
+  vibration=2.84 mm/s
+  health_index=64.69 percent
+Temporal Data:
+  temp_over_time=[50.0, 53.2, 45.9, 49.9, 52.8, 44.8, 45.2] °C
+  power_trend=[24.7, 28.1, 19.2, 26.7, 29.5, 29.4, 27.6] kW
+  performance_trend=[1.0, 1.0, 0.8, 0.8, 0.7, 0.8, 0.8] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335332. Recommended maintenance interval: 12 months. Recommended actions: connector check, diagnostic scan, software update. 
+Maintenance Recommendations: connector check, diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=adaptive
+Output: Diagnostic ID=2be1b160-0cc2-4a03-93b4-598412f72ef4
+Vehicle Type: motorcycle
+System: suspension
+Configuration: adaptive
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.86 ratio
+  operating-time=5847.67 hours
+Parameters:
+  efficiency=0.95 percent
+  load=25.58 percent
+  temperature=41.57 °C
+  power=44.52 kW
+  vibration=0.06 mm/s
+  health_index=90.27 percent
+Temporal Data:
+  temp_over_time=[44.2, 45.3, 46.3, 47.8, 49.2] °C
+  power_trend=[40.4, 33.7, 38.1, 43.2, 38.3] kW
+  performance_trend=[0.9, 0.9, 1.1, 0.9, 1.1] damping_ratio
+Notes: Diagnostic scan performed at 1751287335332. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=optimized
+Output: Diagnostic ID=c8723b43-c6ee-48a3-af62-ada177232f43
+Vehicle Type: electric
+System: electronics
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=6509.60 hours
+Parameters:
+  efficiency=0.78 percent
+  load=4.06 percent
+  temperature=41.67 °C
+  power=35.10 kW
+  vibration=0.80 mm/s
+  health_index=78.66 percent
+Sensors:
+  current=19.0 A
+  voltage=177.8 V
+Temporal Data:
+  temp_over_time=[28.8, 33.6, 33.3, 29.1, 28.7] °C
+  power_trend=[44.5, 36.8, 38.4, 32.4, 28.2] kW
+  performance_trend=[0.7, 0.7, 0.7, 0.8, 0.7] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335330. Recommended maintenance interval: 4 months. Recommended actions: connector check, diagnostic scan. 
+Maintenance Recommendations: connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=basic
+Output: Diagnostic ID=97960e71-6ca5-4059-b9a7-62b4cb3a5fcf
+Vehicle Type: sedan
+System: climate
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=9879.65 hours
+Parameters:
+  efficiency=0.95 percent
+  load=74.89 percent
+  temperature=35.66 °C
+  power=5.59 kW
+  vibration=4.91 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[35.3, 33.4, 32.0, 31.1, 30.1] °C
+  power_trend=[6.1, 6.3, 4.3, 7.2, 5.4] kW
+  performance_trend=[1.0, 1.0, 1.2, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335330. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=optimized
+Output: Diagnostic ID=34abb34a-745c-421f-b689-f469d8b83e71
+Vehicle Type: suv
+System: climate
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=9874.64 hours
+Parameters:
+  efficiency=0.95 percent
+  load=75.76 percent
+  temperature=11.69 °C
+  power=4.97 kW
+  vibration=1.33 mm/s
+  health_index=95.25 percent
+Temporal Data:
+  temp_over_time=[16.7, 14.2, 15.2, 16.9, 16.3, 16.2, 14.1] °C
+  power_trend=[4.8, 4.5, 5.9, 3.8, 4.4, 6.1, 6.3] kW
+  performance_trend=[1.0, 1.0, 1.0, 0.7, 0.8, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335330. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=hybrid
+Output: Diagnostic ID=8f0918f7-b7fd-4aef-a3ec-54027df1be36
+Vehicle Type: sedan
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 434.9 hp
+Material: titanium
+Measurements:
+  oil-temperature=84.82 °C
+  oil-pressure=31.63 psi
+  compression=136.82 psi
+  rpm=5828.63 rpm
+Parameters:
+  efficiency=0.92 percent
+  load=79.91 percent
+  temperature=93.25 °C
+  power=249.17 hp
+  vibration=3.78 mm/s
+  health_index=88.25 percent
+Sensors:
+  oxygen_sensor=0.41 V
+  knock_sensor=200.0 mV
+  maf_sensor=10.34 g/s
+Temporal Data:
+  temp_over_time=[106.4, 90.8, 95.3, 95.4, 106.7, 96.3] °C
+  power_trend=[272.3, 314.6, 196.2, 189.0, 265.9, 235.1] hp
+  performance_trend=[364.4, 508.3, 400.6, 406.4, 455.8, 430.2] hp
+Notes: Diagnostic scan performed at 1751287335330. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=automatic
+Output: Diagnostic ID=e981692f-d186-4ec7-80b9-c7fd4a0f30d2
+Vehicle Type: sedan
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.97 ratio
+  torque=116.27 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=72.60 °C
+Parameters:
+  efficiency=0.93 percent
+  load=96.65 percent
+  temperature=77.69 °C
+  power=14.47 kW
+  vibration=1.69 mm/s
+  health_index=88.48 percent
+Temporal Data:
+  temp_over_time=[78.9, 81.2, 78.1, 79.7, 79.9, 73.8, 76.7] °C
+  power_trend=[17.7, 14.9, 15.3, 10.5, 14.6, 11.0, 12.6] kW
+  performance_trend=[0.7, 1.0, 0.9, 0.8, 1.0, 0.9, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335342. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=direct-injection
+Output: Diagnostic ID=806cfb0d-eae6-4453-905f-20507ea9e64f
+Vehicle Type: motorcycle
+System: engine
+Configuration: direct-injection
+Status: optimal (level 0)
+Performance: 268.9 hp
+Material: titanium
+Measurements:
+  oil-temperature=106.87 °C
+  oil-pressure=40.46 psi
+  compression=169.89 psi
+  rpm=4776.71 rpm
+Parameters:
+  efficiency=0.89 percent
+  load=24.38 percent
+  temperature=107.38 °C
+  power=264.86 hp
+  vibration=2.94 mm/s
+  health_index=91.84 percent
+Sensors:
+  oxygen_sensor=0.88 V
+  knock_sensor=186.1 mV
+  maf_sensor=2.53 g/s
+Temporal Data:
+  temp_over_time=[113.0, 111.3, 115.1, 112.5, 114.7, 117.4] °C
+  power_trend=[230.6, 229.6, 289.8, 301.1, 316.9, 208.6] hp
+  performance_trend=[306.2, 285.8, 275.4, 296.9, 309.3, 223.2] hp
+Notes: Diagnostic scan performed at 1751287335340. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=turbo
+Output: Diagnostic ID=c750f43f-3b45-4e1c-9f4c-b3a8f52cdedb
+Vehicle Type: hybrid
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 152.5 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=98.43 °C
+  oil-pressure=52.35 psi
+  compression=141.34 psi
+  rpm=4841.26 rpm
+Parameters:
+  efficiency=0.95 percent
+  load=11.50 percent
+  temperature=109.93 °C
+  power=446.18 hp
+  vibration=2.52 mm/s
+  health_index=92.58 percent
+Sensors:
+  oxygen_sensor=0.59 V
+  knock_sensor=405.6 mV
+  maf_sensor=4.50 g/s
+Temporal Data:
+  temp_over_time=[106.6, 108.6, 124.5, 125.1, 105.3, 122.9] °C
+  power_trend=[498.7, 399.6, 573.9, 543.9, 471.1, 567.1] hp
+  performance_trend=[162.3, 170.2, 142.7, 171.9, 152.6, 142.3] hp
+Notes: Diagnostic scan performed at 1751287335340. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=standard
+Output: Diagnostic ID=b151b368-7f85-44cb-a5d8-7c4c07763713
+Vehicle Type: truck
+System: hydraulics
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.20 ratio
+  operating-time=5457.12 hours
+Parameters:
+  efficiency=0.96 percent
+  load=96.65 percent
+  temperature=64.03 °C
+  power=18.88 kW
+  vibration=1.43 mm/s
+  health_index=85.36 percent
+Temporal Data:
+  temp_over_time=[49.4, 49.7, 51.6, 49.5, 49.6] °C
+  power_trend=[16.1, 19.2, 18.6, 20.2, 16.1] kW
+  performance_trend=[1.2, 1.1, 0.9, 1.1, 1.2] performance_index
+Notes: Diagnostic scan performed at 1751287335340. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=performance
+Output: Diagnostic ID=e31ea70a-d677-426a-adc5-13a4b35eea58
+Vehicle Type: motorcycle
+System: cooling
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.66 ratio
+  operating-time=9561.29 hours
+Parameters:
+  efficiency=0.89 percent
+  load=29.77 percent
+  temperature=56.58 °C
+  power=28.22 kW
+  vibration=4.99 mm/s
+  health_index=89.96 percent
+Temporal Data:
+  temp_over_time=[62.9, 68.2, 69.8] °C
+  power_trend=[29.8, 32.4, 23.4] kW
+  performance_trend=[0.7, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335340. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=standard
+Output: Diagnostic ID=099e4e34-d60f-4993-bafd-a58436095f68
+Vehicle Type: commercial
+System: safety
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=5312.98 hours
+Parameters:
+  efficiency=0.81 percent
+  load=6.85 percent
+  temperature=66.06 °C
+  power=26.12 kW
+  vibration=0.04 mm/s
+  health_index=74.96 percent
+Temporal Data:
+  temp_over_time=[42.7, 42.0, 47.4, 46.6] °C
+  power_trend=[22.6, 29.8, 31.5, 18.7] kW
+  performance_trend=[0.8, 0.7, 0.7, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335340. Recommended maintenance interval: 8 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=standard
+Output: Diagnostic ID=9797d455-2f35-4d7b-839e-0d1d9defef4a
+Vehicle Type: commercial
+System: air-brakes
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.53 ratio
+  operating-time=483.11 hours
+Parameters:
+  efficiency=0.98 percent
+  load=34.27 percent
+  temperature=60.76 °C
+  power=19.39 kW
+  vibration=1.67 mm/s
+  health_index=86.66 percent
+Temporal Data:
+  temp_over_time=[59.7, 53.9, 56.4, 57.4, 63.3, 60.1, 52.9] °C
+  power_trend=[20.0, 22.0, 23.3, 14.9, 23.0, 18.6, 18.4] kW
+  performance_trend=[0.9, 0.9, 1.1, 0.9, 0.9, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335340. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=optimized
+Output: Diagnostic ID=85f982a3-74b5-4917-bc52-fa46322a6ac8
+Vehicle Type: electric
+System: motor
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.54 ratio
+  operating-time=7563.33 hours
+Parameters:
+  efficiency=1.00 percent
+  load=9.18 percent
+  temperature=53.35 °C
+  power=231.68 kW
+  vibration=0.54 mm/s
+  health_index=97.74 percent
+Sensors:
+  voltage_ripple=2.28 V
+  temperature=66.0 °C
+  current_draw=45.5 A
+Temporal Data:
+  temp_over_time=[63.5, 73.7, 73.2, 69.8] °C
+  power_trend=[200.2, 213.4, 181.5, 212.1] kW
+  performance_trend=[0.9, 1.1, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335340. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=enhanced
+Output: Diagnostic ID=856409d6-05c4-44bd-97e5-50fa0a5e405a
+Vehicle Type: electric
+System: charging
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=7976.38 hours
+Parameters:
+  efficiency=0.95 percent
+  load=65.51 percent
+  temperature=57.10 °C
+  power=33.74 kW
+  vibration=4.43 mm/s
+  health_index=95.39 percent
+Temporal Data:
+  temp_over_time=[55.2, 51.4, 48.1, 56.0, 49.4, 51.1, 55.3] °C
+  power_trend=[30.6, 32.5, 39.2, 38.2, 35.7, 38.9, 30.9] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.6, 0.6, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335340. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=air
+Output: Diagnostic ID=e797a6e6-c360-403f-b83f-1e4c2ccb0987
+Vehicle Type: motorcycle
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=13.63 hours
+Parameters:
+  efficiency=0.82 percent
+  load=36.76 percent
+  temperature=57.10 °C
+  power=18.58 kW
+  vibration=1.45 mm/s
+  health_index=90.58 percent
+Temporal Data:
+  temp_over_time=[62.4, 53.2, 55.2, 56.4, 54.3, 57.5] °C
+  power_trend=[18.3, 20.8, 22.6, 21.0, 18.8, 22.7] kW
+  performance_trend=[1.0, 1.0, 1.1, 1.1, 0.9, 1.1] damping_ratio
+Notes: Diagnostic scan performed at 1751287335340. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=basic
+Output: Diagnostic ID=a548ddaf-4661-4573-9ef1-b3399ed2edb7
+Vehicle Type: hybrid
+System: electronics
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=9798.43 hours
+Parameters:
+  efficiency=0.89 percent
+  load=14.12 percent
+  temperature=31.44 °C
+  power=49.49 kW
+  vibration=2.65 mm/s
+  health_index=84.34 percent
+Sensors:
+  current=9.9 A
+  voltage=245.4 V
+Temporal Data:
+  temp_over_time=[47.4, 48.1, 49.2, 52.4] °C
+  power_trend=[40.2, 64.1, 40.3, 42.8] kW
+  performance_trend=[0.7, 0.9, 0.8, 0.8] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335338. Recommended maintenance interval: 12 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=regenerative
+Output: Diagnostic ID=b00cb1f4-6c4f-4fe9-aa3a-54e7e208aed1
+Vehicle Type: suv
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=1.27 percent
+  rotor-thickness=25.16 mm
+  pad-thickness=7.67 mm
+  pressure=714.46 psi
+Parameters:
+  efficiency=0.85 percent
+  load=42.08 percent
+  temperature=50.32 °C
+  power=12.89 kW
+  vibration=2.95 mm/s
+  health_index=99.56 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.2 mm
+  pressure_sensor=1586.6 psi
+Temporal Data:
+  temp_over_time=[42.5, 40.0, 44.6, 41.0] °C
+  power_trend=[14.9, 9.7, 10.0, 12.8] kW
+  performance_trend=[1.0, 1.1, 0.8, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335335. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=basic
+Output: Diagnostic ID=eea87cc2-d905-4583-b026-5e5c96acdfce
+Vehicle Type: truck
+System: payload
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.12 ratio
+  operating-time=4822.99 hours
+Parameters:
+  efficiency=0.86 percent
+  load=35.16 percent
+  temperature=63.75 °C
+  power=34.75 kW
+  vibration=3.25 mm/s
+  health_index=94.23 percent
+Temporal Data:
+  temp_over_time=[48.1, 49.7, 57.2] °C
+  power_trend=[44.0, 41.1, 25.3] kW
+  performance_trend=[0.8, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335335. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=direct-injection
+Output: Diagnostic ID=9826eb3b-10a4-4a77-86a3-88e73a3a87b4
+Vehicle Type: sedan
+System: engine
+Configuration: direct-injection
+Status: optimal (level 0)
+Performance: 529.0 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=110.89 °C
+  oil-pressure=39.15 psi
+  compression=145.60 psi
+  rpm=4813.88 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=98.16 percent
+  temperature=117.17 °C
+  power=348.27 hp
+  vibration=1.03 mm/s
+  health_index=87.38 percent
+Sensors:
+  oxygen_sensor=0.57 V
+  knock_sensor=431.8 mV
+  maf_sensor=6.94 g/s
+Temporal Data:
+  temp_over_time=[99.3, 90.9, 106.4] °C
+  power_trend=[269.2, 427.7, 442.9] hp
+  performance_trend=[432.6, 601.5, 619.1] hp
+Notes: Diagnostic scan performed at 1751287335335. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=enhanced
+Output: Diagnostic ID=0573b5eb-5058-4ed8-82f1-7c0ac2abfa2f
+Vehicle Type: commercial
+System: air-brakes
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.23 ratio
+  operating-time=3124.24 hours
+Parameters:
+  efficiency=0.94 percent
+  load=56.56 percent
+  temperature=57.83 °C
+  power=34.98 kW
+  vibration=3.22 mm/s
+  health_index=82.68 percent
+Temporal Data:
+  temp_over_time=[53.9, 58.9, 50.3, 49.0, 50.3, 51.3, 55.4] °C
+  power_trend=[43.3, 29.1, 38.2, 44.1, 36.3, 33.6, 37.2] kW
+  performance_trend=[0.7, 1.0, 0.7, 0.7, 0.7, 0.7, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335335. Recommended maintenance interval: 8 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=regenerative
+Output: Diagnostic ID=8056ba97-5d49-426f-a146-a8cfb1e41d0d
+Vehicle Type: truck
+System: brakes
+Configuration: regenerative
+Status: normal (level 1)
+Fault Code: C0050
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.13 percent
+  rotor-thickness=22.34 mm
+  pad-thickness=3.23 mm
+  pressure=695.84 psi
+Parameters:
+  efficiency=0.92 percent
+  load=9.74 percent
+  temperature=60.21 °C
+  power=45.55 kW
+  vibration=0.56 mm/s
+  health_index=73.23 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=4.7 mm
+  pressure_sensor=1493.5 psi
+Temporal Data:
+  temp_over_time=[48.5, 46.2, 47.5, 42.7, 47.7, 49.6] °C
+  power_trend=[40.3, 48.0, 48.0, 32.1, 40.1, 42.6] kW
+  performance_trend=[0.8, 1.0, 1.0, 1.1, 1.0, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335345. Recommended maintenance interval: 4 months. Recommended actions: caliper inspection, parking brake adjustment, fluid flush. 
+Maintenance Recommendations: caliper inspection, parking brake adjustment, fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=magnetic
+Output: Diagnostic ID=d8896f6e-5cba-4af1-9f2f-79d7f2d4f3ec
+Vehicle Type: commercial
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.56 ratio
+  operating-time=8382.73 hours
+Parameters:
+  efficiency=0.90 percent
+  load=86.88 percent
+  temperature=48.77 °C
+  power=29.61 kW
+  vibration=0.99 mm/s
+  health_index=93.51 percent
+Temporal Data:
+  temp_over_time=[56.9, 61.2, 65.7] °C
+  power_trend=[27.1, 37.3, 37.8] kW
+  performance_trend=[0.8, 0.7, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335345. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=carbon-ceramic
+Output: Diagnostic ID=a3424010-076d-4802-b218-f4d4cc4642c5
+Vehicle Type: truck
+System: brakes
+Configuration: carbon-ceramic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=1.13 percent
+  rotor-thickness=18.86 mm
+  pad-thickness=6.88 mm
+  pressure=438.68 psi
+Parameters:
+  efficiency=0.77 percent
+  load=4.51 percent
+  temperature=41.09 °C
+  power=34.49 kW
+  vibration=0.38 mm/s
+  health_index=97.19 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.7 mm
+  pressure_sensor=1796.6 psi
+Temporal Data:
+  temp_over_time=[55.5, 59.7, 59.0] °C
+  power_trend=[36.3, 43.8, 33.1] kW
+  performance_trend=[1.0, 0.8, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335345. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=basic
+Output: Diagnostic ID=a96ed68c-1d35-4a53-b520-bffb750b560b
+Vehicle Type: motorcycle
+System: electrical
+Configuration: basic
+Status: warning (level 3)
+Fault Code: B1000
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.48 ratio
+  operating-time=3082.83 hours
+Parameters:
+  efficiency=0.80 percent
+  load=33.16 percent
+  temperature=41.60 °C
+  power=25.05 kW
+  vibration=0.93 mm/s
+  health_index=54.17 percent
+Sensors:
+  current=19.3 A
+  voltage=54.1 V
+Temporal Data:
+  temp_over_time=[45.9, 38.2, 43.1, 46.0, 45.8, 44.9, 42.3] °C
+  power_trend=[25.4, 31.2, 19.0, 27.9, 18.4, 22.0, 28.9] kW
+  performance_trend=[1.1, 1.1, 1.0, 0.9, 0.9, 0.9, 1.1] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1000. Diagnostic scan performed at 1751287335345. Recommended maintenance interval: 8 months. Recommended actions: connector cleaning, current draw test, voltage test. 
+Maintenance Recommendations: connector cleaning, current draw test, voltage test
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=automated
+Output: Diagnostic ID=bc17ee4c-72f9-4ef1-935f-017a9a517549
+Vehicle Type: sedan
+System: transmission
+Configuration: automated
+Status: warning (level 3)
+Fault Code: P0700
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.83 ratio
+  torque=475.38 Nm
+  shift-time=0.35 seconds
+  fluid-temperature=85.62 °C
+Parameters:
+  efficiency=0.96 percent
+  load=11.83 percent
+  temperature=76.04 °C
+  power=49.47 kW
+  vibration=4.02 mm/s
+  health_index=50.27 percent
+Temporal Data:
+  temp_over_time=[75.3, 67.6, 69.8, 68.0, 79.4, 70.3, 79.0] °C
+  power_trend=[62.2, 39.9, 44.5, 49.7, 41.9, 63.6, 42.2] kW
+  performance_trend=[0.9, 1.1, 0.9, 0.8, 1.0, 0.9, 0.9] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335343. Recommended maintenance interval: 9 months. Recommended actions: seal inspection, clutch adjustment. 
+Maintenance Recommendations: seal inspection, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=optimized
+Output: Diagnostic ID=bd5bab1b-5721-4acd-beb6-d6ad1e53b21c
+Vehicle Type: commercial
+System: air-brakes
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=5387.12 hours
+Parameters:
+  efficiency=0.89 percent
+  load=36.65 percent
+  temperature=49.00 °C
+  power=45.92 kW
+  vibration=0.51 mm/s
+  health_index=89.81 percent
+Temporal Data:
+  temp_over_time=[58.3, 60.1, 56.5] °C
+  power_trend=[38.2, 50.1, 52.3] kW
+  performance_trend=[0.6, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335343. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=basic
+Output: Diagnostic ID=4bd22fe3-55f2-4007-b9ea-abc5c5b0101c
+Vehicle Type: suv
+System: towing
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.74 ratio
+  operating-time=234.49 hours
+Parameters:
+  efficiency=0.77 percent
+  load=73.53 percent
+  temperature=40.71 °C
+  power=41.73 kW
+  vibration=2.18 mm/s
+  health_index=92.24 percent
+Temporal Data:
+  temp_over_time=[69.1, 74.2, 73.6, 63.0, 69.4, 74.6, 65.0] °C
+  power_trend=[46.5, 51.4, 50.1, 51.6, 37.4, 36.3, 53.5] kW
+  performance_trend=[0.9, 0.9, 1.1, 0.8, 1.1, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335343. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=dd914176-39c7-42f2-809c-efcc4eac8302
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.52 ratio
+  operating-time=105.74 hours
+Parameters:
+  efficiency=0.95 percent
+  load=28.32 percent
+  temperature=60.20 °C
+  power=346.79 kW
+  vibration=1.05 mm/s
+  health_index=100.00 percent
+Sensors:
+  voltage_ripple=4.54 V
+  temperature=60.3 °C
+  current_draw=206.9 A
+Temporal Data:
+  temp_over_time=[41.4, 44.7, 44.2] °C
+  power_trend=[315.0, 381.8, 379.5] kW
+  performance_trend=[1.2, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335343. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=air
+Output: Diagnostic ID=d70fd860-5db0-46e4-a115-c7ee1575b46d
+Vehicle Type: suv
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=1.40 percent
+  rotor-thickness=20.42 mm
+  pad-thickness=9.71 mm
+  pressure=110.28 psi
+Parameters:
+  efficiency=0.91 percent
+  load=23.83 percent
+  temperature=46.92 °C
+  power=36.03 kW
+  vibration=1.20 mm/s
+  health_index=90.79 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.3 mm
+  pressure_sensor=1844.8 psi
+Temporal Data:
+  temp_over_time=[42.8, 44.4, 43.9, 42.7, 42.5, 41.5, 43.0] °C
+  power_trend=[40.5, 42.9, 42.9, 29.8, 45.3, 34.1, 34.5] kW
+  performance_trend=[1.0, 1.0, 0.9, 0.9, 0.9, 0.8, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335343. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=basic
+Output: Diagnostic ID=7bd0dccf-97b9-4eb8-8461-6c39558376f4
+Vehicle Type: sedan
+System: climate
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.10 ratio
+  operating-time=719.27 hours
+Parameters:
+  efficiency=0.97 percent
+  load=92.11 percent
+  temperature=22.28 °C
+  power=1.87 kW
+  vibration=2.57 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[41.1, 40.6, 34.6, 36.9] °C
+  power_trend=[2.1, 2.2, 2.1, 2.3] kW
+  performance_trend=[1.0, 0.9, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335343. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=f9e6916c-28f6-44db-8449-8e56d7f93252
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: degraded (level 2)
+Fault Code: P0606
+Performance: 419.9 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=76.97 °C
+  oil-pressure=56.27 psi
+  compression=131.49 psi
+  rpm=2159.17 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=49.30 percent
+  temperature=116.06 °C
+  power=487.88 hp
+  vibration=2.47 mm/s
+  health_index=63.20 percent
+Sensors:
+  oxygen_sensor=0.87 V
+  knock_sensor=214.6 mV
+  maf_sensor=7.60 g/s
+Temporal Data:
+  temp_over_time=[112.5, 109.8, 101.2] °C
+  power_trend=[355.5, 606.1, 488.5] hp
+  performance_trend=[461.7, 484.4, 386.2] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335343. Recommended maintenance interval: 5 months. Recommended actions: oil change, spark plug replacement. 
+Maintenance Recommendations: oil change, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=basic
+Output: Diagnostic ID=b11a803c-790d-4e5e-9389-103b5f559a0c
+Vehicle Type: hybrid
+System: electronics
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.28 ratio
+  operating-time=4698.46 hours
+Parameters:
+  efficiency=0.79 percent
+  load=14.08 percent
+  temperature=48.79 °C
+  power=22.57 kW
+  vibration=1.84 mm/s
+  health_index=97.68 percent
+Sensors:
+  current=26.0 A
+  voltage=12.2 V
+Temporal Data:
+  temp_over_time=[46.0, 43.3, 44.3] °C
+  power_trend=[16.1, 24.3, 18.0] kW
+  performance_trend=[0.9, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335343. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=turbo
+Output: Diagnostic ID=e8e96d23-6362-4cd9-8964-ad8794b4939c
+Vehicle Type: hybrid
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 307.2 hp
+Material: titanium
+Measurements:
+  oil-temperature=115.18 °C
+  oil-pressure=55.74 psi
+  compression=175.12 psi
+  rpm=1287.48 rpm
+Parameters:
+  efficiency=0.79 percent
+  load=39.18 percent
+  temperature=111.36 °C
+  power=373.35 hp
+  vibration=0.28 mm/s
+  health_index=83.30 percent
+Sensors:
+  oxygen_sensor=0.23 V
+  knock_sensor=209.8 mV
+  maf_sensor=6.35 g/s
+Temporal Data:
+  temp_over_time=[77.8, 74.2, 88.0, 80.0, 76.3] °C
+  power_trend=[379.7, 463.9, 459.8, 481.0, 377.0] hp
+  performance_trend=[290.9, 281.7, 267.9, 313.2, 365.7] hp
+Notes: Diagnostic scan performed at 1751287335343. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=standard
+Output: Diagnostic ID=878f179a-34b6-46a5-ad02-8459c8fe5507
+Vehicle Type: electric
+System: motor
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=9855.03 hours
+Parameters:
+  efficiency=0.77 percent
+  load=78.21 percent
+  temperature=68.07 °C
+  power=127.61 kW
+  vibration=1.93 mm/s
+  health_index=97.40 percent
+Sensors:
+  voltage_ripple=1.75 V
+  temperature=69.3 °C
+  current_draw=65.4 A
+Temporal Data:
+  temp_over_time=[36.5, 41.4, 37.1] °C
+  power_trend=[114.6, 121.2, 141.2] kW
+  performance_trend=[0.8, 0.7, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335342. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=manual
+Output: Diagnostic ID=621e77fa-b32a-4ab0-bfa6-420ebcd386b0
+Vehicle Type: truck
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.77 ratio
+  torque=414.35 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=90.24 °C
+Parameters:
+  efficiency=0.94 percent
+  load=61.80 percent
+  temperature=83.62 °C
+  power=25.35 kW
+  vibration=4.93 mm/s
+  health_index=95.88 percent
+Temporal Data:
+  temp_over_time=[70.9, 65.5, 66.3, 67.1, 58.2] °C
+  power_trend=[25.1, 28.8, 27.5, 24.9, 32.2] kW
+  performance_trend=[0.9, 1.0, 0.8, 0.8, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335342. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=basic
+Output: Diagnostic ID=c8d6de2c-a313-4ed3-998a-673d3c865410
+Vehicle Type: suv
+System: 4wd
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.39 ratio
+  operating-time=5258.36 hours
+Parameters:
+  efficiency=0.97 percent
+  load=61.03 percent
+  temperature=52.91 °C
+  power=76.89 kW
+  vibration=0.97 mm/s
+  health_index=65.87 percent
+Temporal Data:
+  temp_over_time=[40.3, 41.8, 40.3, 42.9, 37.7, 38.2, 39.2] °C
+  power_trend=[59.1, 81.8, 97.7, 60.1, 84.8, 63.8, 93.3] kW
+  performance_trend=[0.7, 0.6, 0.8, 0.6, 0.7, 0.6, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 6 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=6db184e4-a489-4e31-9a11-ac352e51196f
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=289.22 hours
+Parameters:
+  efficiency=0.79 percent
+  load=59.22 percent
+  temperature=61.76 °C
+  power=38.49 kW
+  vibration=0.05 mm/s
+  health_index=79.55 percent
+Temporal Data:
+  temp_over_time=[45.0, 37.0, 42.7] °C
+  power_trend=[31.8, 28.1, 47.9] kW
+  performance_trend=[0.8, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 4 months. Recommended actions: system inspection, software update, connector check. 
+Maintenance Recommendations: system inspection, software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=performance
+Output: Diagnostic ID=a6798c58-663e-42d9-8745-bda6c4aaab52
+Vehicle Type: electric
+System: charging
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=7650.45 hours
+Parameters:
+  efficiency=0.76 percent
+  load=78.70 percent
+  temperature=49.47 °C
+  power=43.82 kW
+  vibration=2.99 mm/s
+  health_index=60.02 percent
+Temporal Data:
+  temp_over_time=[58.2, 64.2, 58.7, 61.7, 60.2, 60.6] °C
+  power_trend=[37.0, 33.8, 32.6, 43.0, 53.7, 43.7] kW
+  performance_trend=[0.8, 0.7, 0.9, 0.8, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 5 months. Recommended actions: software update, system inspection, connector check. 
+Maintenance Recommendations: software update, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=rotary
+Output: Diagnostic ID=2a29719d-4a5d-4226-9188-793db366d6a5
+Vehicle Type: commercial
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 508.6 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=100.70 °C
+  oil-pressure=30.25 psi
+  compression=123.88 psi
+  rpm=6336.72 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=72.58 percent
+  temperature=91.42 °C
+  power=339.80 hp
+  vibration=4.10 mm/s
+  health_index=94.84 percent
+Sensors:
+  oxygen_sensor=0.46 V
+  knock_sensor=105.8 mV
+  maf_sensor=1.79 g/s
+Temporal Data:
+  temp_over_time=[82.0, 75.4, 87.4] °C
+  power_trend=[268.7, 310.1, 435.4] hp
+  performance_trend=[528.3, 604.9, 454.3] hp
+Notes: Diagnostic scan performed at 1751287335347. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=basic
+Output: Diagnostic ID=4f3f8e85-02d8-4747-9192-8518ec96cb40
+Vehicle Type: truck
+System: diesel
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=9546.58 hours
+Parameters:
+  efficiency=0.78 percent
+  load=55.24 percent
+  temperature=63.87 °C
+  power=47.84 kW
+  vibration=1.16 mm/s
+  health_index=91.40 percent
+Temporal Data:
+  temp_over_time=[54.3, 57.9, 57.6, 49.2, 53.5, 54.5] °C
+  power_trend=[48.9, 60.4, 48.3, 34.4, 52.7, 60.4] kW
+  performance_trend=[1.1, 1.0, 0.9, 1.0, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335347. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=enhanced
+Output: Diagnostic ID=77dad659-d46d-4e02-b444-f4835422be05
+Vehicle Type: electric
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.70 ratio
+  operating-time=3451.68 hours
+Parameters:
+  efficiency=0.85 percent
+  load=8.73 percent
+  temperature=33.82 °C
+  power=14.63 kW
+  vibration=0.90 mm/s
+  health_index=99.13 percent
+Sensors:
+  current=4.9 A
+  voltage=49.5 V
+Temporal Data:
+  temp_over_time=[29.7, 28.4, 31.2] °C
+  power_trend=[11.2, 18.9, 16.3] kW
+  performance_trend=[0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335347. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=standard
+Output: Diagnostic ID=d1a2b139-8372-4e4e-beb2-0f8c0f14f6d8
+Vehicle Type: truck
+System: payload
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.16 ratio
+  operating-time=4286.23 hours
+Parameters:
+  efficiency=0.91 percent
+  load=5.84 percent
+  temperature=41.53 °C
+  power=22.72 kW
+  vibration=3.12 mm/s
+  health_index=93.74 percent
+Temporal Data:
+  temp_over_time=[46.8, 41.6, 45.8, 43.4, 42.3] °C
+  power_trend=[27.1, 20.8, 17.5, 25.2, 25.2] kW
+  performance_trend=[0.9, 1.0, 0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335347. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=performance
+Output: Diagnostic ID=607c931c-6137-46ff-af06-55cc91b68bcf
+Vehicle Type: truck
+System: exhaust
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=1490.32 hours
+Parameters:
+  efficiency=0.89 percent
+  load=81.37 percent
+  temperature=64.08 °C
+  power=21.48 kW
+  vibration=4.48 mm/s
+  health_index=95.31 percent
+Temporal Data:
+  temp_over_time=[59.7, 60.6, 68.7, 70.0, 66.2] °C
+  power_trend=[17.0, 22.9, 21.2, 19.5, 16.1] kW
+  performance_trend=[0.8, 0.8, 0.9, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335347. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=air
+Output: Diagnostic ID=00119475-2b44-4c7a-9e12-d665978872c8
+Vehicle Type: truck
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=1.34 percent
+  rotor-thickness=29.73 mm
+  pad-thickness=6.46 mm
+  pressure=693.76 psi
+Parameters:
+  efficiency=1.00 percent
+  load=91.25 percent
+  temperature=51.36 °C
+  power=20.08 kW
+  vibration=4.34 mm/s
+  health_index=96.89 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.4 mm
+  pressure_sensor=600.1 psi
+Temporal Data:
+  temp_over_time=[66.5, 62.7, 61.1] °C
+  power_trend=[18.8, 15.8, 22.3] kW
+  performance_trend=[1.0, 0.9, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335347. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=regenerative
+Output: Diagnostic ID=f18e17ad-89d3-49b8-84c6-f81bbe945f05
+Vehicle Type: sedan
+System: brakes
+Configuration: regenerative
+Status: degraded (level 2)
+Fault Code: C0040
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=3.94 percent
+  rotor-thickness=25.70 mm
+  pad-thickness=8.88 mm
+  pressure=495.64 psi
+Parameters:
+  efficiency=0.89 percent
+  load=73.28 percent
+  temperature=61.33 °C
+  power=23.69 kW
+  vibration=1.69 mm/s
+  health_index=61.41 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.8 mm
+  pressure_sensor=1316.8 psi
+Temporal Data:
+  temp_over_time=[52.8, 45.9, 46.8, 44.4, 45.7] °C
+  power_trend=[26.1, 30.3, 18.8, 27.6, 19.3] kW
+  performance_trend=[0.9, 0.9, 1.1, 1.1, 0.9] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0040. Diagnostic scan performed at 1751287335347. Recommended maintenance interval: 11 months. Recommended actions: parking brake adjustment, fluid flush, caliper inspection. 
+Maintenance Recommendations: parking brake adjustment, fluid flush, caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=automated
+Output: Diagnostic ID=872f3e44-21ad-40e3-bb13-65e8d25d9497
+Vehicle Type: commercial
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.88 ratio
+  torque=122.30 Nm
+  shift-time=0.39 seconds
+  fluid-temperature=64.76 °C
+Parameters:
+  efficiency=0.88 percent
+  load=90.64 percent
+  temperature=72.70 °C
+  power=36.91 kW
+  vibration=3.05 mm/s
+  health_index=90.68 percent
+Temporal Data:
+  temp_over_time=[77.0, 82.6, 80.7, 84.4, 90.6, 76.3, 82.9] °C
+  power_trend=[30.6, 39.9, 42.4, 33.7, 36.9, 35.4, 37.2] kW
+  performance_trend=[0.9, 0.8, 0.9, 1.0, 0.9, 0.8, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335347. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=0774895f-abd7-4c04-bd08-4bafe81399ad
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=8118.84 hours
+Parameters:
+  efficiency=0.79 percent
+  load=10.69 percent
+  temperature=48.43 °C
+  power=39.38 kW
+  vibration=2.25 mm/s
+  health_index=99.81 percent
+Temporal Data:
+  temp_over_time=[43.6, 44.0, 43.9, 41.2, 43.8, 38.0, 36.8] °C
+  power_trend=[48.7, 38.0, 43.6, 45.7, 41.9, 50.7, 36.0] kW
+  performance_trend=[0.6, 0.9, 0.8, 0.9, 0.7, 0.8, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335347. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=enhanced
+Output: Diagnostic ID=1b47fa04-92b4-4830-a33f-01d3eada0d47
+Vehicle Type: sedan
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.66 ratio
+  operating-time=6237.80 hours
+Parameters:
+  efficiency=0.87 percent
+  load=65.48 percent
+  temperature=12.34 °C
+  power=2.17 kW
+  vibration=0.72 mm/s
+  health_index=88.45 percent
+Temporal Data:
+  temp_over_time=[25.5, 24.4, 26.0, 23.3, 22.4, 24.5] °C
+  power_trend=[2.5, 2.0, 1.6, 2.0, 2.2, 2.3] kW
+  performance_trend=[0.6, 0.9, 0.8, 0.7, 0.6, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335345. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=enhanced
+Output: Diagnostic ID=5ba23d9d-d6e0-4b24-aad4-c46996de21bd
+Vehicle Type: sedan
+System: electrical
+Configuration: enhanced
+Status: degraded (level 2)
+Fault Code: B1300
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.85 ratio
+  operating-time=4729.08 hours
+Parameters:
+  efficiency=0.84 percent
+  load=92.30 percent
+  temperature=38.91 °C
+  power=21.85 kW
+  vibration=2.05 mm/s
+  health_index=63.94 percent
+Sensors:
+  current=15.2 A
+  voltage=54.9 V
+Temporal Data:
+  temp_over_time=[37.7, 34.4, 32.1, 33.6, 33.8, 32.2] °C
+  power_trend=[22.4, 26.5, 22.6, 19.2, 23.1, 20.8] kW
+  performance_trend=[0.9, 1.0, 1.0, 1.1, 0.8, 1.0] voltage_stability
+Notes: Observed symptoms: system failures. Diagnostic trouble code: B1300. Diagnostic scan performed at 1751287335345. Recommended maintenance interval: 6 months. Recommended actions: connector cleaning, ground check. 
+Maintenance Recommendations: connector cleaning, ground check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=performance
+Output: Diagnostic ID=526db081-4fdc-4035-8fd4-d4343a1fa57e
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=5334.62 hours
+Parameters:
+  efficiency=0.79 percent
+  load=9.03 percent
+  temperature=41.84 °C
+  power=36.83 kW
+  vibration=4.06 mm/s
+  health_index=86.54 percent
+Temporal Data:
+  temp_over_time=[59.5, 68.7, 67.4, 63.7] °C
+  power_trend=[44.2, 41.4, 26.6, 38.8] kW
+  performance_trend=[1.1, 0.8, 1.0, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335345. Recommended maintenance interval: 4 months. Recommended actions: software update, diagnostic scan. 
+Maintenance Recommendations: software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=supercharged
+Output: Diagnostic ID=ae9e51bd-4063-4654-94e5-27ed3355b180
+Vehicle Type: motorcycle
+System: engine
+Configuration: supercharged
+Status: normal (level 1)
+Fault Code: P0522
+Performance: 100.6 hp
+Material: titanium
+Measurements:
+  oil-temperature=114.69 °C
+  oil-pressure=35.95 psi
+  compression=173.21 psi
+  rpm=5472.17 rpm
+Parameters:
+  efficiency=0.84 percent
+  load=53.49 percent
+  temperature=114.06 °C
+  power=285.81 hp
+  vibration=0.86 mm/s
+  health_index=80.72 percent
+Sensors:
+  oxygen_sensor=0.61 V
+  knock_sensor=452.7 mV
+  maf_sensor=9.77 g/s
+Temporal Data:
+  temp_over_time=[118.0, 117.6, 106.7, 119.2, 111.4] °C
+  power_trend=[286.9, 349.4, 230.5, 237.8, 238.0] hp
+  performance_trend=[92.7, 86.6, 101.5, 89.5, 87.2] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 12 months. Recommended actions: timing belt inspection, spark plug replacement. 
+Maintenance Recommendations: timing belt inspection, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=direct-injection
+Output: Diagnostic ID=703990c8-cb18-4d3e-9818-baa48de06238
+Vehicle Type: suv
+System: engine
+Configuration: direct-injection
+Status: optimal (level 0)
+Performance: 213.3 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=113.75 °C
+  oil-pressure=55.35 psi
+  compression=155.60 psi
+  rpm=2143.80 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=27.76 percent
+  temperature=96.76 °C
+  power=252.38 hp
+  vibration=1.59 mm/s
+  health_index=85.88 percent
+Sensors:
+  oxygen_sensor=0.45 V
+  knock_sensor=347.2 mV
+  maf_sensor=9.05 g/s
+Temporal Data:
+  temp_over_time=[92.3, 93.8, 86.7, 104.4, 99.5, 90.9] °C
+  power_trend=[230.0, 249.5, 236.9, 215.3, 279.8, 285.8] hp
+  performance_trend=[171.3, 204.0, 251.4, 213.6, 247.8, 220.5] hp
+Notes: Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=turbo
+Output: Diagnostic ID=ff291dfb-78e1-4dde-9ba0-8ac070f96817
+Vehicle Type: commercial
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 408.3 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=106.45 °C
+  oil-pressure=76.62 psi
+  compression=155.07 psi
+  rpm=1951.08 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=2.95 percent
+  temperature=95.44 °C
+  power=421.93 hp
+  vibration=0.63 mm/s
+  health_index=86.54 percent
+Sensors:
+  oxygen_sensor=0.46 V
+  knock_sensor=367.4 mV
+  maf_sensor=8.89 g/s
+Temporal Data:
+  temp_over_time=[115.1, 118.5, 114.5] °C
+  power_trend=[486.9, 366.2, 430.5] hp
+  performance_trend=[440.6, 394.5, 486.6] hp
+Notes: Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=c6090c06-f283-4b3d-9021-9955461ccbc9
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.76 ratio
+  operating-time=5320.65 hours
+Parameters:
+  efficiency=0.79 percent
+  load=8.50 percent
+  temperature=45.73 °C
+  power=13.79 kW
+  vibration=3.24 mm/s
+  health_index=90.02 percent
+Temporal Data:
+  temp_over_time=[44.8, 45.2, 47.8] °C
+  power_trend=[13.3, 11.6, 10.5] kW
+  performance_trend=[0.9, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=carbon-ceramic
+Output: Diagnostic ID=756e67fc-3d97-4e81-a26e-64bfc54a5199
+Vehicle Type: suv
+System: brakes
+Configuration: carbon-ceramic
+Status: critical (level 4)
+Fault Code: C0035
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=3.87 percent
+  rotor-thickness=28.57 mm
+  pad-thickness=11.80 mm
+  pressure=762.78 psi
+Parameters:
+  efficiency=0.90 percent
+  load=50.16 percent
+  temperature=52.40 °C
+  power=34.21 kW
+  vibration=3.48 mm/s
+  health_index=38.68 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.1 mm
+  pressure_sensor=674.1 psi
+Temporal Data:
+  temp_over_time=[57.3, 48.1, 49.4, 52.0, 51.0, 57.0] °C
+  power_trend=[24.7, 35.4, 24.1, 26.7, 24.9, 24.0] kW
+  performance_trend=[1.0, 0.9, 0.7, 0.9, 0.9, 0.8] deceleration_g
+Notes: Observed symptoms: noise. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 7 months. Recommended actions: fluid flush, caliper inspection. 
+Maintenance Recommendations: fluid flush, caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=basic
+Output: Diagnostic ID=174f9d72-a5cc-4513-a6e2-c1e8f187d962
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=8412.92 hours
+Parameters:
+  efficiency=0.99 percent
+  load=86.70 percent
+  temperature=52.94 °C
+  power=115.09 kW
+  vibration=3.26 mm/s
+  health_index=88.30 percent
+Sensors:
+  voltage_ripple=4.21 V
+  temperature=70.8 °C
+  current_draw=151.5 A
+Temporal Data:
+  temp_over_time=[49.3, 47.9, 49.7, 52.1, 47.6, 45.0, 46.4] °C
+  power_trend=[94.6, 88.3, 124.2, 82.5, 112.8, 87.8, 110.5] kW
+  performance_trend=[0.8, 0.9, 0.9, 1.0, 0.9, 1.0, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=basic
+Output: Diagnostic ID=9ec9ebbf-af9b-4d91-bb4f-823450dc281c
+Vehicle Type: hybrid
+System: regenerative
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=3264.86 hours
+Parameters:
+  efficiency=0.93 percent
+  load=99.36 percent
+  temperature=57.16 °C
+  power=25.90 kW
+  vibration=4.78 mm/s
+  health_index=74.88 percent
+Temporal Data:
+  temp_over_time=[45.9, 45.4, 43.4, 40.3, 43.3, 44.6] °C
+  power_trend=[28.1, 29.1, 28.6, 20.7, 18.2, 23.7] kW
+  performance_trend=[0.7, 0.9, 0.7, 0.9, 0.6, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 7 months. Recommended actions: diagnostic scan, connector check, software update. 
+Maintenance Recommendations: diagnostic scan, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=enhanced
+Output: Diagnostic ID=18f01377-5a58-484c-a091-241050800c61
+Vehicle Type: suv
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=2360.25 hours
+Parameters:
+  efficiency=0.93 percent
+  load=29.06 percent
+  temperature=14.11 °C
+  power=2.18 kW
+  vibration=2.23 mm/s
+  health_index=94.18 percent
+Temporal Data:
+  temp_over_time=[24.6, 27.0, 23.7, 26.7, 26.7] °C
+  power_trend=[2.0, 2.4, 1.7, 1.7, 2.4] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=cvt
+Output: Diagnostic ID=60a9bd3a-b212-4c6d-bd7b-d57c08e04fcb
+Vehicle Type: truck
+System: transmission
+Configuration: cvt
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.77 ratio
+  torque=226.96 Nm
+  shift-time=0.28 seconds
+  fluid-temperature=86.31 °C
+Parameters:
+  efficiency=0.97 percent
+  load=28.96 percent
+  temperature=87.63 °C
+  power=35.69 kW
+  vibration=3.86 mm/s
+  health_index=95.41 percent
+Temporal Data:
+  temp_over_time=[62.2, 55.9, 57.1] °C
+  power_trend=[32.0, 26.2, 43.5] kW
+  performance_trend=[1.0, 0.9, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-polymer
+Output: Diagnostic ID=971bcbc0-9e25-4379-b735-10a0b31f1394
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-polymer
+Status: normal (level 1)
+Fault Code: P0C2A
+Performance: 225.8 kWh
+Material: nickel-metal
+Measurements:
+  current=306.74 amps
+  state-of-charge=39.84 percent
+  voltage=521.29 volts
+  capacity=94.08 percent
+Parameters:
+  efficiency=0.81 percent
+  load=38.77 percent
+  temperature=41.90 °C
+  power=363.81 kW
+  vibration=3.78 mm/s
+  health_index=87.74 percent
+Sensors:
+  coolant_flow=1.6 L/min
+  cell_voltage=3.29 V
+  insulation=6.6 MΩ
+Temporal Data:
+  temp_over_time=[19.5, 22.6, 21.0, 20.6, 22.2, 22.2] °C
+  power_trend=[370.9, 417.2, 280.2, 347.5, 296.0, 403.7] kW
+  performance_trend=[213.8, 209.7, 270.7, 257.8, 218.7, 223.3] kWh
+Notes: Observed symptoms: slow charging. Diagnostic trouble code: P0C2A. Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 8 months. Recommended actions: charge test, capacity test. 
+Maintenance Recommendations: charge test, capacity test
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=dual-clutch
+Output: Diagnostic ID=15e2ef83-cc4e-4e39-b0f7-0bb883b1573b
+Vehicle Type: sedan
+System: transmission
+Configuration: dual-clutch
+Status: warning (level 3)
+Fault Code: P0720
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.78 ratio
+  torque=401.92 Nm
+  shift-time=0.29 seconds
+  fluid-temperature=78.84 °C
+Parameters:
+  efficiency=0.77 percent
+  load=22.56 percent
+  temperature=80.46 °C
+  power=26.37 kW
+  vibration=4.07 mm/s
+  health_index=49.20 percent
+Temporal Data:
+  temp_over_time=[64.9, 64.3, 67.1] °C
+  power_trend=[33.5, 29.1, 25.9] kW
+  performance_trend=[1.0, 0.8, 1.1] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 7 months. Recommended actions: clutch adjustment. 
+Maintenance Recommendations: clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=off-road
+Output: Diagnostic ID=806bf5d0-c15a-4050-99a3-92f87226ad31
+Vehicle Type: commercial
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=287.29 hours
+Parameters:
+  efficiency=0.99 percent
+  load=97.75 percent
+  temperature=48.78 °C
+  power=40.11 kW
+  vibration=2.45 mm/s
+  health_index=93.43 percent
+Temporal Data:
+  temp_over_time=[56.2, 63.4, 63.5, 61.2, 62.4, 59.2] °C
+  power_trend=[42.2, 47.0, 44.9, 49.2, 50.6, 38.9] kW
+  performance_trend=[1.1, 1.1, 0.9, 0.9, 1.1, 1.1] damping_ratio
+Notes: Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=hybrid
+Output: Diagnostic ID=8977f5ff-7998-4db5-b3c1-82a355c977c7
+Vehicle Type: suv
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 505.0 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=99.55 °C
+  oil-pressure=23.73 psi
+  compression=162.06 psi
+  rpm=5259.90 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=61.05 percent
+  temperature=83.65 °C
+  power=368.06 hp
+  vibration=3.99 mm/s
+  health_index=92.13 percent
+Sensors:
+  oxygen_sensor=0.51 V
+  knock_sensor=202.4 mV
+  maf_sensor=3.24 g/s
+Temporal Data:
+  temp_over_time=[115.3, 117.5, 120.9, 120.0, 110.7] °C
+  power_trend=[439.1, 289.9, 294.6, 365.1, 283.9] hp
+  performance_trend=[551.9, 435.4, 405.9, 463.3, 424.5] hp
+Notes: Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=enhanced
+Output: Diagnostic ID=012125ab-dc26-422e-9135-bd51710807eb
+Vehicle Type: commercial
+System: air-brakes
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=2362.09 hours
+Parameters:
+  efficiency=0.75 percent
+  load=43.34 percent
+  temperature=65.56 °C
+  power=25.64 kW
+  vibration=1.86 mm/s
+  health_index=79.66 percent
+Temporal Data:
+  temp_over_time=[45.8, 48.9, 45.8, 50.1] °C
+  power_trend=[24.9, 32.8, 26.7, 22.3] kW
+  performance_trend=[0.7, 0.7, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 9 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=supercapacitor
+Output: Diagnostic ID=5d9501f2-e949-4cf7-bd73-3993340340f2
+Vehicle Type: electric
+System: battery
+Configuration: supercapacitor
+Status: optimal (level 0)
+Performance: 195.0 kWh
+Material: nickel-metal
+Measurements:
+  current=24.92 amps
+  state-of-charge=57.99 percent
+  voltage=543.69 volts
+  capacity=83.21 percent
+Parameters:
+  efficiency=0.95 percent
+  load=61.21 percent
+  temperature=44.20 °C
+  power=152.27 kW
+  vibration=0.45 mm/s
+  health_index=96.91 percent
+Sensors:
+  coolant_flow=1.9 L/min
+  cell_voltage=3.34 V
+  insulation=99.0 MΩ
+Temporal Data:
+  temp_over_time=[32.4, 30.3, 31.2, 29.5, 27.8] °C
+  power_trend=[176.0, 191.8, 127.3, 162.5, 168.2] kW
+  performance_trend=[157.8, 157.3, 160.1, 197.7, 186.2] kWh
+Notes: Diagnostic scan performed at 1751287335349. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=basic
+Output: Diagnostic ID=8b7ef659-c325-487f-8622-fbd9edfbb4fa
+Vehicle Type: suv
+System: 4wd
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=4590.67 hours
+Parameters:
+  efficiency=0.84 percent
+  load=43.95 percent
+  temperature=48.58 °C
+  power=51.47 kW
+  vibration=3.27 mm/s
+  health_index=93.65 percent
+Temporal Data:
+  temp_over_time=[59.8, 64.6, 55.3, 58.4] °C
+  power_trend=[63.5, 37.0, 36.2, 47.1] kW
+  performance_trend=[0.9, 0.8, 1.1, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335356. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=basic
+Output: Diagnostic ID=4f4c8e29-2cda-4216-8830-8f89c60f8f1c
+Vehicle Type: commercial
+System: safety
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.78 ratio
+  operating-time=6863.67 hours
+Parameters:
+  efficiency=0.82 percent
+  load=57.32 percent
+  temperature=55.96 °C
+  power=45.79 kW
+  vibration=3.31 mm/s
+  health_index=80.66 percent
+Temporal Data:
+  temp_over_time=[44.1, 45.6, 52.4, 52.1, 44.5, 48.5] °C
+  power_trend=[36.6, 32.9, 54.1, 43.7, 53.5, 52.0] kW
+  performance_trend=[0.7, 0.8, 0.6, 0.7, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335356. Recommended maintenance interval: 6 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=optimized
+Output: Diagnostic ID=b0651034-5180-46df-80cb-12a01c2477b7
+Vehicle Type: sedan
+System: climate
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.46 ratio
+  operating-time=7290.65 hours
+Parameters:
+  efficiency=0.98 percent
+  load=11.14 percent
+  temperature=31.47 °C
+  power=3.29 kW
+  vibration=1.88 mm/s
+  health_index=74.96 percent
+Temporal Data:
+  temp_over_time=[42.1, 37.1, 35.8, 35.7, 42.1, 35.6] °C
+  power_trend=[2.6, 3.9, 3.0, 3.8, 2.8, 3.4] kW
+  performance_trend=[0.8, 0.6, 0.7, 0.7, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335354. Recommended maintenance interval: 5 months. Recommended actions: diagnostic scan, system inspection, connector check. 
+Maintenance Recommendations: diagnostic scan, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=711827e4-d18a-4809-ae2b-3cb8302aede2
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=3690.49 hours
+Parameters:
+  efficiency=0.87 percent
+  load=99.34 percent
+  temperature=45.21 °C
+  power=210.66 kW
+  vibration=4.08 mm/s
+  health_index=86.94 percent
+Sensors:
+  voltage_ripple=1.90 V
+  temperature=97.6 °C
+  current_draw=59.8 A
+Temporal Data:
+  temp_over_time=[63.0, 70.4, 69.2] °C
+  power_trend=[170.8, 238.4, 201.8] kW
+  performance_trend=[1.0, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335354. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=standard
+Output: Diagnostic ID=0235af64-3671-463d-896d-8969da77c0f9
+Vehicle Type: electric
+System: motor
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=7454.00 hours
+Parameters:
+  efficiency=0.81 percent
+  load=39.94 percent
+  temperature=64.73 °C
+  power=296.02 kW
+  vibration=3.06 mm/s
+  health_index=74.49 percent
+Sensors:
+  voltage_ripple=4.92 V
+  temperature=63.0 °C
+  current_draw=111.1 A
+Temporal Data:
+  temp_over_time=[69.0, 62.8, 68.0, 74.3, 74.4, 65.8] °C
+  power_trend=[379.7, 328.8, 209.6, 345.8, 356.9, 367.5] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.8, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335354. Recommended maintenance interval: 7 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=standard
+Output: Diagnostic ID=a665ca85-f62f-4187-b2c4-a35690887bfb
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=6104.01 hours
+Parameters:
+  efficiency=0.83 percent
+  load=12.67 percent
+  temperature=45.31 °C
+  power=66.91 kW
+  vibration=1.07 mm/s
+  health_index=75.04 percent
+Sensors:
+  voltage_ripple=0.95 V
+  temperature=41.7 °C
+  current_draw=183.4 A
+Temporal Data:
+  temp_over_time=[67.3, 73.8, 63.0, 60.7, 63.3, 64.2, 66.8] °C
+  power_trend=[62.2, 62.2, 47.3, 85.6, 61.3, 76.7, 53.4] kW
+  performance_trend=[0.9, 0.8, 0.7, 0.6, 0.7, 0.7, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335354. Recommended maintenance interval: 6 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=automatic
+Output: Diagnostic ID=a53dbad1-6523-4957-a6fc-ba6a41986d21
+Vehicle Type: commercial
+System: transmission
+Configuration: automatic
+Status: normal (level 1)
+Fault Code: P0715
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.81 ratio
+  torque=129.46 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=64.37 °C
+Parameters:
+  efficiency=0.98 percent
+  load=34.71 percent
+  temperature=66.31 °C
+  power=26.82 kW
+  vibration=0.96 mm/s
+  health_index=81.94 percent
+Temporal Data:
+  temp_over_time=[68.6, 60.6, 57.3, 56.8, 65.1] °C
+  power_trend=[31.2, 25.0, 34.7, 30.0, 33.2] kW
+  performance_trend=[1.0, 0.8, 0.8, 0.8, 0.8] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0715. Diagnostic scan performed at 1751287335353. Recommended maintenance interval: 11 months. Recommended actions: clutch adjustment, fluid change. 
+Maintenance Recommendations: clutch adjustment, fluid change
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=electro-hydraulic
+Output: Diagnostic ID=df486013-7d06-42ba-933e-c89716102fea
+Vehicle Type: truck
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=0.01 percent
+  rotor-thickness=15.35 mm
+  pad-thickness=11.02 mm
+  pressure=698.57 psi
+Parameters:
+  efficiency=0.84 percent
+  load=37.58 percent
+  temperature=63.17 °C
+  power=45.76 kW
+  vibration=4.48 mm/s
+  health_index=100.00 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.8 mm
+  pressure_sensor=1245.0 psi
+Temporal Data:
+  temp_over_time=[41.9, 45.4, 40.9, 42.9, 43.8] °C
+  power_trend=[35.5, 32.4, 34.1, 50.9, 55.7] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.9, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335353. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=2af4ad5e-5511-4740-b479-a428542e39f3
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=8618.52 hours
+Parameters:
+  efficiency=0.91 percent
+  load=55.37 percent
+  temperature=52.85 °C
+  power=12.58 kW
+  vibration=1.53 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[63.1, 66.2, 64.9, 63.7] °C
+  power_trend=[13.3, 10.2, 14.5, 15.4] kW
+  performance_trend=[1.1, 1.0, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335353. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=carbon-ceramic
+Output: Diagnostic ID=11515a98-4601-400b-b8c2-5a041831b6e1
+Vehicle Type: truck
+System: brakes
+Configuration: carbon-ceramic
+Status: degraded (level 2)
+Fault Code: C0060
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=1.83 percent
+  rotor-thickness=14.47 mm
+  pad-thickness=6.81 mm
+  pressure=827.64 psi
+Parameters:
+  efficiency=0.93 percent
+  load=70.90 percent
+  temperature=43.16 °C
+  power=42.95 kW
+  vibration=4.42 mm/s
+  health_index=68.01 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.2 mm
+  pressure_sensor=1077.3 psi
+Temporal Data:
+  temp_over_time=[53.6, 53.0, 54.3] °C
+  power_trend=[32.7, 37.4, 31.4] kW
+  performance_trend=[0.8, 0.9, 1.0] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335353. Recommended maintenance interval: 9 months. Recommended actions: rotor resurfacing, fluid flush, caliper inspection. 
+Maintenance Recommendations: rotor resurfacing, fluid flush, caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=performance
+Output: Diagnostic ID=12484c22-5179-44f2-a052-d3e81d938a63
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.43 ratio
+  operating-time=2698.67 hours
+Parameters:
+  efficiency=0.75 percent
+  load=84.23 percent
+  temperature=64.59 °C
+  power=29.93 kW
+  vibration=4.57 mm/s
+  health_index=88.83 percent
+Temporal Data:
+  temp_over_time=[49.5, 54.4, 53.1] °C
+  power_trend=[32.1, 26.1, 24.3] kW
+  performance_trend=[0.8, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335353. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=enhanced
+Output: Diagnostic ID=eb3a9a67-4833-47f7-995f-c0be312dfe81
+Vehicle Type: commercial
+System: air-brakes
+Configuration: enhanced
+Status: warning (level 3)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=3688.43 hours
+Parameters:
+  efficiency=0.97 percent
+  load=71.97 percent
+  temperature=68.69 °C
+  power=27.18 kW
+  vibration=2.14 mm/s
+  health_index=47.02 percent
+Temporal Data:
+  temp_over_time=[62.6, 63.2, 61.6, 61.2, 64.1, 57.3, 56.8] °C
+  power_trend=[31.8, 33.5, 27.1, 19.8, 27.4, 32.8, 26.7] kW
+  performance_trend=[0.7, 0.7, 0.8, 1.0, 0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335353. Recommended maintenance interval: 8 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=enhanced
+Output: Diagnostic ID=e840f89a-1444-4cf5-92cd-31b87d145b12
+Vehicle Type: commercial
+System: emissions
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=9061.36 hours
+Parameters:
+  efficiency=0.93 percent
+  load=20.63 percent
+  temperature=58.87 °C
+  power=10.89 kW
+  vibration=2.25 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[67.4, 62.5, 63.1, 67.9, 65.1, 71.6, 66.4] °C
+  power_trend=[10.9, 12.3, 10.9, 8.2, 13.5, 13.7, 8.9] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.7, 0.7, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335358. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=optimized
+Output: Diagnostic ID=8699ce0b-d399-4906-9463-a1de517d1442
+Vehicle Type: sedan
+System: climate
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.48 ratio
+  operating-time=134.90 hours
+Parameters:
+  efficiency=0.95 percent
+  load=52.70 percent
+  temperature=32.91 °C
+  power=4.36 kW
+  vibration=3.76 mm/s
+  health_index=67.62 percent
+Temporal Data:
+  temp_over_time=[29.9, 28.6, 29.4, 30.1, 30.9, 30.7, 29.9] °C
+  power_trend=[5.1, 5.4, 5.4, 3.5, 4.5, 3.9, 3.9] kW
+  performance_trend=[0.7, 0.7, 0.6, 0.8, 0.9, 0.6, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335358. Recommended maintenance interval: 11 months. Recommended actions: software update, diagnostic scan. 
+Maintenance Recommendations: software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=performance
+Output: Diagnostic ID=6868f8e9-73fb-4747-81e5-2254e3ce8547
+Vehicle Type: electric
+System: charging
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=8949.63 hours
+Parameters:
+  efficiency=0.99 percent
+  load=12.13 percent
+  temperature=55.47 °C
+  power=11.12 kW
+  vibration=0.23 mm/s
+  health_index=90.97 percent
+Temporal Data:
+  temp_over_time=[51.6, 54.2, 45.2, 45.5, 47.3] °C
+  power_trend=[8.9, 13.2, 11.8, 10.5, 8.5] kW
+  performance_trend=[0.9, 0.6, 0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335353. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=performance
+Output: Diagnostic ID=d91188a2-c5d8-49f3-843a-514f7fcd1fd6
+Vehicle Type: electric
+System: thermal
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=7866.30 hours
+Parameters:
+  efficiency=0.92 percent
+  load=78.54 percent
+  temperature=41.50 °C
+  power=20.37 kW
+  vibration=3.24 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[67.4, 69.0, 67.3, 63.3, 69.0, 65.9] °C
+  power_trend=[17.8, 19.6, 22.5, 25.5, 20.7, 19.5] kW
+  performance_trend=[0.9, 0.9, 1.1, 1.1, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=air
+Output: Diagnostic ID=89416ff0-b9aa-40be-97d9-a8772c11f66d
+Vehicle Type: sedan
+System: suspension
+Configuration: air
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.8 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=7895.97 hours
+Parameters:
+  efficiency=0.96 percent
+  load=12.85 percent
+  temperature=55.55 °C
+  power=40.18 kW
+  vibration=0.14 mm/s
+  health_index=67.42 percent
+Temporal Data:
+  temp_over_time=[41.6, 43.8, 41.5, 45.0, 45.7, 38.7, 39.1] °C
+  power_trend=[49.5, 46.5, 33.5, 35.1, 30.6, 51.5, 38.1] kW
+  performance_trend=[0.7, 0.8, 0.8, 1.0, 0.7, 0.7, 0.7] damping_ratio
+Notes: Observed symptoms: rough ride. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335351. Recommended maintenance interval: 10 months. Recommended actions: diagnostic scan, system inspection, software update. 
+Maintenance Recommendations: diagnostic scan, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=enhanced
+Output: Diagnostic ID=8b237c6f-4122-4d02-bb6f-d47f64aa82c1
+Vehicle Type: hybrid
+System: regenerative
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.30 ratio
+  operating-time=5144.96 hours
+Parameters:
+  efficiency=0.98 percent
+  load=24.21 percent
+  temperature=44.85 °C
+  power=11.94 kW
+  vibration=3.77 mm/s
+  health_index=99.82 percent
+Temporal Data:
+  temp_over_time=[61.6, 59.7, 63.8, 68.4, 59.7, 67.9] °C
+  power_trend=[12.9, 14.0, 12.9, 11.7, 9.1, 10.9] kW
+  performance_trend=[0.7, 0.6, 0.6, 0.7, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335362. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=adaptive
+Output: Diagnostic ID=3877bf18-8210-4d7b-97ed-e9af9e45d70f
+Vehicle Type: motorcycle
+System: suspension
+Configuration: adaptive
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.43 ratio
+  operating-time=318.09 hours
+Parameters:
+  efficiency=0.96 percent
+  load=81.47 percent
+  temperature=59.70 °C
+  power=37.73 kW
+  vibration=4.25 mm/s
+  health_index=90.77 percent
+Temporal Data:
+  temp_over_time=[67.8, 65.8, 60.9, 70.1, 69.1, 63.8, 67.7] °C
+  power_trend=[34.2, 44.1, 31.2, 41.3, 31.7, 27.8, 28.9] kW
+  performance_trend=[1.1, 0.8, 1.0, 0.8, 0.9, 1.1, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335360. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=performance
+Output: Diagnostic ID=27998eb3-0130-4330-9c31-074b134a91c8
+Vehicle Type: commercial
+System: safety
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.92 ratio
+  operating-time=1012.12 hours
+Parameters:
+  efficiency=0.76 percent
+  load=97.10 percent
+  temperature=54.30 °C
+  power=13.32 kW
+  vibration=1.90 mm/s
+  health_index=90.33 percent
+Temporal Data:
+  temp_over_time=[52.4, 58.9, 52.6, 58.3, 55.3, 56.8, 53.3] °C
+  power_trend=[13.3, 13.2, 12.3, 13.5, 13.2, 10.9, 14.1] kW
+  performance_trend=[1.0, 0.8, 1.0, 0.8, 0.9, 1.1, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335360. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=ec13bd75-99b1-43da-b80d-68457e0d138b
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: normal (level 1)
+Fault Code: C0050
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=3.59 percent
+  rotor-thickness=10.44 mm
+  pad-thickness=10.13 mm
+  pressure=286.53 psi
+Parameters:
+  efficiency=0.89 percent
+  load=5.49 percent
+  temperature=40.11 °C
+  power=36.07 kW
+  vibration=1.24 mm/s
+  health_index=73.82 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.4 mm
+  pressure_sensor=1129.9 psi
+Temporal Data:
+  temp_over_time=[41.5, 45.0, 43.3, 47.5, 45.6] °C
+  power_trend=[28.0, 44.0, 31.4, 43.8, 35.9] kW
+  performance_trend=[1.1, 0.8, 0.9, 1.1, 0.8] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335358. Recommended maintenance interval: 11 months. Recommended actions: fluid flush. 
+Maintenance Recommendations: fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=optimized
+Output: Diagnostic ID=4e5a18a8-3798-477a-8c1c-655a7343f2f9
+Vehicle Type: electric
+System: thermal
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.33 ratio
+  operating-time=44.19 hours
+Parameters:
+  efficiency=0.97 percent
+  load=17.15 percent
+  temperature=49.65 °C
+  power=22.08 kW
+  vibration=1.20 mm/s
+  health_index=60.45 percent
+Temporal Data:
+  temp_over_time=[46.5, 41.2, 48.0, 46.4, 43.5, 42.9] °C
+  power_trend=[16.0, 19.4, 19.1, 24.6, 21.4, 23.8] kW
+  performance_trend=[0.8, 0.7, 0.8, 0.8, 0.7, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335358. Recommended maintenance interval: 4 months. Recommended actions: connector check, software update, diagnostic scan. 
+Maintenance Recommendations: connector check, software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=standard
+Output: Diagnostic ID=c8961389-dfe6-452a-b7d8-2a6f3a7ffcda
+Vehicle Type: commercial
+System: safety
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=8681.04 hours
+Parameters:
+  efficiency=0.88 percent
+  load=40.51 percent
+  temperature=66.43 °C
+  power=35.56 kW
+  vibration=4.81 mm/s
+  health_index=99.87 percent
+Temporal Data:
+  temp_over_time=[45.9, 50.3, 50.6] °C
+  power_trend=[38.4, 40.8, 41.0] kW
+  performance_trend=[0.9, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335358. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=supercharged
+Output: Diagnostic ID=0d05f809-4089-4dec-a643-5f9799fcb3f1
+Vehicle Type: commercial
+System: engine
+Configuration: supercharged
+Status: optimal (level 0)
+Performance: 409.1 hp
+Material: steel
+Measurements:
+  oil-temperature=101.61 °C
+  oil-pressure=78.69 psi
+  compression=177.23 psi
+  rpm=1595.35 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=67.57 percent
+  temperature=95.40 °C
+  power=458.30 hp
+  vibration=4.76 mm/s
+  health_index=93.58 percent
+Sensors:
+  oxygen_sensor=0.98 V
+  knock_sensor=61.7 mV
+  maf_sensor=5.42 g/s
+Temporal Data:
+  temp_over_time=[98.9, 97.8, 104.9, 93.1, 96.9] °C
+  power_trend=[533.2, 491.8, 371.3, 526.0, 402.3] hp
+  performance_trend=[465.2, 375.4, 446.2, 354.3, 375.6] hp
+Notes: Diagnostic scan performed at 1751287335358. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=hybrid
+Output: Diagnostic ID=e5a4ea53-8f55-4c97-bfa7-ae2b8fbe355c
+Vehicle Type: hybrid
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 154.0 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=87.18 °C
+  oil-pressure=22.09 psi
+  compression=159.23 psi
+  rpm=6406.52 rpm
+Parameters:
+  efficiency=0.96 percent
+  load=53.26 percent
+  temperature=103.12 °C
+  power=292.70 hp
+  vibration=1.50 mm/s
+  health_index=73.71 percent
+Sensors:
+  oxygen_sensor=0.49 V
+  knock_sensor=88.3 mV
+  maf_sensor=5.98 g/s
+Temporal Data:
+  temp_over_time=[91.0, 88.1, 98.3, 100.5] °C
+  power_trend=[319.5, 301.5, 320.4, 268.4] hp
+  performance_trend=[162.2, 139.2, 147.0, 178.8] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335358. Recommended maintenance interval: 4 months. Recommended actions: fuel system cleaning, oil change, spark plug replacement. 
+Maintenance Recommendations: fuel system cleaning, oil change, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=standard
+Output: Diagnostic ID=b06bc77b-9abe-4ad5-ab5c-115a32b31b8d
+Vehicle Type: truck
+System: diesel
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=8934.19 hours
+Parameters:
+  efficiency=0.98 percent
+  load=51.68 percent
+  temperature=68.33 °C
+  power=49.23 kW
+  vibration=3.72 mm/s
+  health_index=96.43 percent
+Temporal Data:
+  temp_over_time=[42.6, 47.1, 41.3, 43.3, 46.6, 48.4] °C
+  power_trend=[63.3, 40.6, 36.2, 39.4, 56.1, 51.8] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.8, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335358. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=rotary
+Output: Diagnostic ID=f225608b-7441-431d-a424-84fd48babac6
+Vehicle Type: hybrid
+System: engine
+Configuration: rotary
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 450.1 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=71.52 °C
+  oil-pressure=77.17 psi
+  compression=140.16 psi
+  rpm=6179.10 rpm
+Parameters:
+  efficiency=0.80 percent
+  load=52.03 percent
+  temperature=99.57 °C
+  power=330.48 hp
+  vibration=3.72 mm/s
+  health_index=70.28 percent
+Sensors:
+  oxygen_sensor=0.97 V
+  knock_sensor=106.7 mV
+  maf_sensor=10.01 g/s
+Temporal Data:
+  temp_over_time=[105.5, 89.3, 99.6, 92.7, 95.8, 98.7, 89.8] °C
+  power_trend=[412.0, 250.8, 394.5, 295.8, 401.7, 416.4, 415.9] hp
+  performance_trend=[436.3, 526.9, 518.3, 433.6, 497.8, 441.0, 415.9] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335356. Recommended maintenance interval: 1 months. Recommended actions: air filter replacement, timing belt inspection. 
+Maintenance Recommendations: air filter replacement, timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=03e47328-9a75-4f32-86bb-c5b63472016c
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.20 ratio
+  operating-time=2167.62 hours
+Parameters:
+  efficiency=0.75 percent
+  load=29.35 percent
+  temperature=65.69 °C
+  power=174.34 kW
+  vibration=2.40 mm/s
+  health_index=82.14 percent
+Sensors:
+  voltage_ripple=3.82 V
+  temperature=33.0 °C
+  current_draw=126.5 A
+Temporal Data:
+  temp_over_time=[51.6, 49.7, 56.8, 57.0, 57.3, 56.5] °C
+  power_trend=[204.8, 192.3, 146.4, 226.4, 127.8, 126.1] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.7, 0.6, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335356. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=direct-injection
+Output: Diagnostic ID=687de588-3651-46f5-ba13-012809db9a1f
+Vehicle Type: suv
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 266.4 hp
+Material: steel
+Measurements:
+  oil-temperature=73.42 °C
+  oil-pressure=23.67 psi
+  compression=128.98 psi
+  rpm=6355.41 rpm
+Parameters:
+  efficiency=0.80 percent
+  load=58.26 percent
+  temperature=90.99 °C
+  power=302.62 hp
+  vibration=2.71 mm/s
+  health_index=68.79 percent
+Sensors:
+  oxygen_sensor=0.63 V
+  knock_sensor=479.8 mV
+  maf_sensor=5.08 g/s
+Temporal Data:
+  temp_over_time=[91.2, 96.4, 90.4, 86.3, 82.5] °C
+  power_trend=[278.5, 251.1, 333.0, 256.0, 354.6] hp
+  performance_trend=[313.8, 249.8, 295.3, 305.2, 307.6] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335356. Recommended maintenance interval: 5 months. Recommended actions: spark plug replacement. 
+Maintenance Recommendations: spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=enhanced
+Output: Diagnostic ID=79e30b82-21f3-40f9-bc62-c960a64089b9
+Vehicle Type: truck
+System: hydraulics
+Configuration: enhanced
+Status: warning (level 3)
+Fault Code: U0100
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=9519.84 hours
+Parameters:
+  efficiency=0.97 percent
+  load=70.94 percent
+  temperature=66.37 °C
+  power=31.81 kW
+  vibration=1.79 mm/s
+  health_index=55.05 percent
+Temporal Data:
+  temp_over_time=[62.4, 59.5, 61.0, 66.4, 57.5] °C
+  power_trend=[26.2, 24.8, 29.0, 39.6, 34.5] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.8, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335356. Recommended maintenance interval: 1 months. Recommended actions: connector check, software update. 
+Maintenance Recommendations: connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=optimized
+Output: Diagnostic ID=dd501a23-d570-4f72-a5ee-a6364d9f91da
+Vehicle Type: suv
+System: 4wd
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=6016.80 hours
+Parameters:
+  efficiency=0.83 percent
+  load=87.31 percent
+  temperature=64.85 °C
+  power=33.77 kW
+  vibration=1.58 mm/s
+  health_index=71.17 percent
+Temporal Data:
+  temp_over_time=[56.5, 50.0, 57.2, 51.3] °C
+  power_trend=[41.8, 27.7, 36.7, 37.0] kW
+  performance_trend=[0.9, 0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335356. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan, system inspection, software update. 
+Maintenance Recommendations: diagnostic scan, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=drum
+Output: Diagnostic ID=24e4e4e2-6f4b-4239-9d6a-d6863dbb9ba7
+Vehicle Type: truck
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=3.35 percent
+  rotor-thickness=15.17 mm
+  pad-thickness=6.20 mm
+  pressure=185.86 psi
+Parameters:
+  efficiency=0.78 percent
+  load=33.18 percent
+  temperature=69.21 °C
+  power=45.21 kW
+  vibration=2.45 mm/s
+  health_index=90.93 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.8 mm
+  pressure_sensor=1130.0 psi
+Temporal Data:
+  temp_over_time=[47.5, 39.9, 45.6] °C
+  power_trend=[54.2, 33.9, 48.6] kW
+  performance_trend=[0.9, 0.8, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335356. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=hybrid
+Output: Diagnostic ID=de92ab91-6047-43ea-956a-509b08d96dc5
+Vehicle Type: hybrid
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0522
+Performance: 465.6 hp
+Material: steel
+Measurements:
+  oil-temperature=73.25 °C
+  oil-pressure=36.29 psi
+  compression=179.72 psi
+  rpm=2839.68 rpm
+Parameters:
+  efficiency=0.92 percent
+  load=96.66 percent
+  temperature=108.82 °C
+  power=232.13 hp
+  vibration=0.82 mm/s
+  health_index=70.82 percent
+Sensors:
+  oxygen_sensor=0.70 V
+  knock_sensor=286.7 mV
+  maf_sensor=6.76 g/s
+Temporal Data:
+  temp_over_time=[97.2, 93.1, 95.4, 101.5, 97.0, 97.7] °C
+  power_trend=[298.2, 261.5, 295.4, 282.8, 218.9, 182.5] hp
+  performance_trend=[420.7, 434.3, 416.8, 434.6, 373.0, 422.7] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335356. Recommended maintenance interval: 8 months. Recommended actions: spark plug replacement, air filter replacement. 
+Maintenance Recommendations: spark plug replacement, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=optimized
+Output: Diagnostic ID=921364bb-4972-43e3-9bc3-59d3f7e060f5
+Vehicle Type: motorcycle
+System: cooling
+Configuration: optimized
+Status: warning (level 3)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.23 ratio
+  operating-time=5638.91 hours
+Parameters:
+  efficiency=0.83 percent
+  load=73.66 percent
+  temperature=41.55 °C
+  power=41.65 kW
+  vibration=3.01 mm/s
+  health_index=54.93 percent
+Temporal Data:
+  temp_over_time=[41.6, 40.7, 46.8] °C
+  power_trend=[30.6, 47.2, 45.1] kW
+  performance_trend=[0.9, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335364. Recommended maintenance interval: 3 months. Recommended actions: software update, diagnostic scan, system inspection. 
+Maintenance Recommendations: software update, diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=dual-clutch
+Output: Diagnostic ID=59dd2e86-a3cc-4720-aa36-b94bd5efe62c
+Vehicle Type: truck
+System: transmission
+Configuration: dual-clutch
+Status: normal (level 1)
+Fault Code: P0720
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.92 ratio
+  torque=508.00 Nm
+  shift-time=0.20 seconds
+  fluid-temperature=66.97 °C
+Parameters:
+  efficiency=0.95 percent
+  load=84.24 percent
+  temperature=69.25 °C
+  power=42.24 kW
+  vibration=4.59 mm/s
+  health_index=85.53 percent
+Temporal Data:
+  temp_over_time=[84.7, 85.5, 83.7, 80.0] °C
+  power_trend=[43.0, 52.4, 35.0, 41.0] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335364. Recommended maintenance interval: 12 months. Recommended actions: filter replacement, clutch adjustment, seal inspection. 
+Maintenance Recommendations: filter replacement, clutch adjustment, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=75535843-92a0-4150-84ba-abf90e1c6ee3
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: normal (level 1)
+Fault Code: P0720
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.84 ratio
+  torque=131.01 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=88.80 °C
+Parameters:
+  efficiency=0.86 percent
+  load=13.38 percent
+  temperature=86.64 °C
+  power=43.96 kW
+  vibration=0.68 mm/s
+  health_index=74.97 percent
+Temporal Data:
+  temp_over_time=[67.5, 64.3, 63.5] °C
+  power_trend=[56.2, 52.5, 48.4] kW
+  performance_trend=[0.7, 1.0, 0.9] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335364. Recommended maintenance interval: 12 months. Recommended actions: filter replacement, fluid change. 
+Maintenance Recommendations: filter replacement, fluid change
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=standard
+Output: Diagnostic ID=478c3f31-0509-46d5-97d5-8f6400a8caff
+Vehicle Type: electric
+System: motor
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=2696.60 hours
+Parameters:
+  efficiency=0.89 percent
+  load=98.05 percent
+  temperature=67.38 °C
+  power=88.85 kW
+  vibration=3.44 mm/s
+  health_index=89.79 percent
+Sensors:
+  voltage_ripple=3.77 V
+  temperature=95.0 °C
+  current_draw=141.6 A
+Temporal Data:
+  temp_over_time=[58.6, 48.9, 58.4, 55.7, 57.0, 56.1, 51.0] °C
+  power_trend=[110.0, 108.1, 90.6, 106.4, 90.0, 83.5, 64.0] kW
+  performance_trend=[0.9, 1.0, 0.9, 0.9, 1.0, 1.1, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335364. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=turbo
+Output: Diagnostic ID=d3370909-16e3-4a2e-a156-af2f6cb5c7c9
+Vehicle Type: motorcycle
+System: engine
+Configuration: turbo
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 242.6 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=86.32 °C
+  oil-pressure=20.38 psi
+  compression=131.87 psi
+  rpm=6242.45 rpm
+Parameters:
+  efficiency=0.80 percent
+  load=79.27 percent
+  temperature=91.97 °C
+  power=261.81 hp
+  vibration=1.14 mm/s
+  health_index=71.97 percent
+Sensors:
+  oxygen_sensor=0.65 V
+  knock_sensor=101.3 mV
+  maf_sensor=9.35 g/s
+Temporal Data:
+  temp_over_time=[102.2, 99.0, 100.2, 97.9, 96.1, 97.0, 109.5] °C
+  power_trend=[215.5, 214.8, 273.5, 193.9, 334.5, 252.6, 222.7] hp
+  performance_trend=[230.5, 209.4, 287.8, 229.2, 232.7, 285.6, 194.8] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335364. Recommended maintenance interval: 8 months. Recommended actions: timing belt inspection. 
+Maintenance Recommendations: timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=a2b3205c-79a7-4054-a996-aa24e1908d40
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.24 ratio
+  operating-time=4518.44 hours
+Parameters:
+  efficiency=0.97 percent
+  load=19.71 percent
+  temperature=22.36 °C
+  power=2.71 kW
+  vibration=2.06 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[31.6, 36.5, 31.4, 33.2] °C
+  power_trend=[3.1, 2.6, 2.2, 2.6] kW
+  performance_trend=[1.0, 0.8, 0.7, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335364. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=basic
+Output: Diagnostic ID=3c7b6226-ccd1-4573-a5f9-65f9da0fff24
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.52 ratio
+  operating-time=6959.79 hours
+Parameters:
+  efficiency=0.95 percent
+  load=88.99 percent
+  temperature=68.30 °C
+  power=25.48 kW
+  vibration=1.77 mm/s
+  health_index=86.10 percent
+Temporal Data:
+  temp_over_time=[51.5, 52.9, 48.5, 47.7] °C
+  power_trend=[32.5, 18.7, 30.4, 19.8] kW
+  performance_trend=[0.9, 0.8, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335366. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=performance
+Output: Diagnostic ID=1b1f629e-86b1-42e8-9ec8-14ddeac8d6d2
+Vehicle Type: electric
+System: thermal
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=9815.22 hours
+Parameters:
+  efficiency=0.76 percent
+  load=42.40 percent
+  temperature=40.84 °C
+  power=32.04 kW
+  vibration=4.66 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[63.5, 58.3, 63.2] °C
+  power_trend=[25.5, 31.0, 37.0] kW
+  performance_trend=[0.8, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335366. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=drum
+Output: Diagnostic ID=b8d13cca-75fa-4e40-9b02-259621b9ade6
+Vehicle Type: motorcycle
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.76 percent
+  rotor-thickness=15.11 mm
+  pad-thickness=9.04 mm
+  pressure=951.66 psi
+Parameters:
+  efficiency=0.77 percent
+  load=82.64 percent
+  temperature=44.79 °C
+  power=35.45 kW
+  vibration=4.21 mm/s
+  health_index=95.25 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.1 mm
+  pressure_sensor=1752.4 psi
+Temporal Data:
+  temp_over_time=[52.4, 45.2, 45.0] °C
+  power_trend=[42.3, 37.4, 26.7] kW
+  performance_trend=[0.9, 0.8, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335366. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=a0a89630-be9f-4585-a65d-426da7d0b3f0
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: B1500
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.39 ratio
+  operating-time=3324.42 hours
+Parameters:
+  efficiency=0.78 percent
+  load=77.23 percent
+  temperature=39.34 °C
+  power=42.65 kW
+  vibration=4.56 mm/s
+  health_index=68.26 percent
+Sensors:
+  current=17.1 A
+  voltage=167.9 V
+Temporal Data:
+  temp_over_time=[47.2, 48.0, 44.7, 46.6, 42.5, 44.4, 48.1] °C
+  power_trend=[45.2, 39.7, 46.5, 48.1, 55.0, 38.6, 52.8] kW
+  performance_trend=[1.1, 1.0, 1.0, 0.8, 1.1, 0.8, 0.9] voltage_stability
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: B1500. Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 7 months. Recommended actions: wiring inspection, connector cleaning. 
+Maintenance Recommendations: wiring inspection, connector cleaning
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=air
+Output: Diagnostic ID=9ff4c25f-e545-42af-abb2-d3a0f819da0a
+Vehicle Type: sedan
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.99 ratio
+  operating-time=7031.07 hours
+Parameters:
+  efficiency=0.92 percent
+  load=16.71 percent
+  temperature=59.36 °C
+  power=20.69 kW
+  vibration=1.39 mm/s
+  health_index=84.19 percent
+Temporal Data:
+  temp_over_time=[55.8, 53.2, 60.8] °C
+  power_trend=[18.6, 17.1, 24.4] kW
+  performance_trend=[0.7, 0.8, 0.7] damping_ratio
+Notes: Observed symptoms: leaking fluid. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 3 months. Recommended actions: software update, diagnostic scan, connector check. 
+Maintenance Recommendations: software update, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=magnetic
+Output: Diagnostic ID=4fd93671-ce2e-40fb-9301-9cfccbac328c
+Vehicle Type: motorcycle
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.13 ratio
+  operating-time=1464.00 hours
+Parameters:
+  efficiency=0.83 percent
+  load=85.91 percent
+  temperature=65.79 °C
+  power=47.60 kW
+  vibration=3.12 mm/s
+  health_index=89.88 percent
+Temporal Data:
+  temp_over_time=[53.0, 46.6, 46.9, 55.1, 47.2, 47.4, 48.7] °C
+  power_trend=[46.4, 53.1, 35.8, 57.7, 34.5, 61.6, 43.6] kW
+  performance_trend=[1.0, 0.8, 1.0, 1.0, 1.1, 0.9, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=cvt
+Output: Diagnostic ID=15550764-a22a-4c29-8401-c8f3346b6d31
+Vehicle Type: commercial
+System: transmission
+Configuration: cvt
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.90 ratio
+  torque=334.35 Nm
+  shift-time=0.19 seconds
+  fluid-temperature=79.51 °C
+Parameters:
+  efficiency=0.96 percent
+  load=1.20 percent
+  temperature=75.64 °C
+  power=31.62 kW
+  vibration=4.31 mm/s
+  health_index=88.61 percent
+Temporal Data:
+  temp_over_time=[66.1, 65.2, 65.7, 64.4, 67.9] °C
+  power_trend=[40.0, 27.8, 31.4, 23.9, 39.2] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.9, 1.1] efficiency
+Notes: Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=standard
+Output: Diagnostic ID=25f7cbe6-beb2-479a-862f-1ef55644f7de
+Vehicle Type: electric
+System: electronics
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=104.46 hours
+Parameters:
+  efficiency=0.99 percent
+  load=41.51 percent
+  temperature=49.72 °C
+  power=48.41 kW
+  vibration=2.57 mm/s
+  health_index=76.21 percent
+Sensors:
+  current=7.2 A
+  voltage=25.7 V
+Temporal Data:
+  temp_over_time=[47.1, 43.7, 48.0, 43.8, 50.6] °C
+  power_trend=[61.9, 48.3, 51.9, 44.2, 39.3] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 11 months. Recommended actions: software update, diagnostic scan, system inspection. 
+Maintenance Recommendations: software update, diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=8d86762e-3974-4ce7-9b28-49d939fbe0f3
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.65 ratio
+  operating-time=6902.03 hours
+Parameters:
+  efficiency=0.79 percent
+  load=85.78 percent
+  temperature=50.78 °C
+  power=15.52 kW
+  vibration=0.53 mm/s
+  health_index=99.43 percent
+Temporal Data:
+  temp_over_time=[52.6, 56.7, 55.8] °C
+  power_trend=[16.2, 11.5, 17.4] kW
+  performance_trend=[0.9, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=performance
+Output: Diagnostic ID=baedf32c-e361-45bd-bbb5-cc2954aa01b0
+Vehicle Type: commercial
+System: emissions
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=9245.26 hours
+Parameters:
+  efficiency=0.97 percent
+  load=71.26 percent
+  temperature=59.78 °C
+  power=48.29 kW
+  vibration=4.45 mm/s
+  health_index=91.70 percent
+Temporal Data:
+  temp_over_time=[55.6, 49.1, 58.0, 56.2] °C
+  power_trend=[46.9, 50.4, 57.2, 39.5] kW
+  performance_trend=[0.9, 0.8, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=de5df4ae-2447-4b74-ad8b-a6b5cae4ee04
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=2717.67 hours
+Parameters:
+  efficiency=0.80 percent
+  load=19.34 percent
+  temperature=69.87 °C
+  power=39.13 kW
+  vibration=0.34 mm/s
+  health_index=98.57 percent
+Temporal Data:
+  temp_over_time=[49.6, 56.3, 56.1, 55.6, 52.6, 51.4, 52.9] °C
+  power_trend=[28.9, 38.9, 50.5, 49.3, 28.0, 50.7, 28.6] kW
+  performance_trend=[1.0, 1.0, 0.9, 0.8, 0.8, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=enhanced
+Output: Diagnostic ID=9d2aebf3-9db4-40b7-b62a-e233e190ef3e
+Vehicle Type: electric
+System: charging
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.75 ratio
+  operating-time=7529.54 hours
+Parameters:
+  efficiency=0.99 percent
+  load=13.05 percent
+  temperature=63.89 °C
+  power=35.50 kW
+  vibration=4.72 mm/s
+  health_index=76.73 percent
+Temporal Data:
+  temp_over_time=[57.0, 59.5, 66.0, 65.5, 61.6] °C
+  power_trend=[32.9, 35.3, 27.7, 44.7, 25.2] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335364. Recommended maintenance interval: 7 months. Recommended actions: software update, diagnostic scan. 
+Maintenance Recommendations: software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=performance
+Output: Diagnostic ID=bebb8e11-3ce9-403b-823e-109202453160
+Vehicle Type: hybrid
+System: electronics
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.13 ratio
+  operating-time=2449.79 hours
+Parameters:
+  efficiency=0.91 percent
+  load=11.81 percent
+  temperature=30.94 °C
+  power=12.16 kW
+  vibration=3.48 mm/s
+  health_index=83.39 percent
+Sensors:
+  current=29.0 A
+  voltage=235.6 V
+Temporal Data:
+  temp_over_time=[34.0, 32.6, 29.4] °C
+  power_trend=[14.4, 10.1, 11.4] kW
+  performance_trend=[0.8, 0.8, 0.7] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335362. Recommended maintenance interval: 1 months. Recommended actions: connector check, software update, system inspection. 
+Maintenance Recommendations: connector check, software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=off-road
+Output: Diagnostic ID=cb7adbdd-9917-4154-ac28-19a49096ff88
+Vehicle Type: suv
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=1291.31 hours
+Parameters:
+  efficiency=0.93 percent
+  load=37.30 percent
+  temperature=55.47 °C
+  power=35.81 kW
+  vibration=2.60 mm/s
+  health_index=85.78 percent
+Temporal Data:
+  temp_over_time=[44.9, 45.7, 40.1, 44.4, 46.9, 44.5] °C
+  power_trend=[29.4, 41.7, 41.3, 28.8, 41.2, 40.4] kW
+  performance_trend=[1.1, 1.0, 1.1, 0.9, 0.9, 1.1] damping_ratio
+Notes: Diagnostic scan performed at 1751287335362. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=enhanced
+Output: Diagnostic ID=3c33bd1f-55c2-4ddf-8913-fdee218210e9
+Vehicle Type: electric
+System: motor
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=3490.05 hours
+Parameters:
+  efficiency=0.83 percent
+  load=69.31 percent
+  temperature=43.50 °C
+  power=203.06 kW
+  vibration=4.02 mm/s
+  health_index=74.47 percent
+Sensors:
+  voltage_ripple=1.26 V
+  temperature=35.8 °C
+  current_draw=158.9 A
+Temporal Data:
+  temp_over_time=[53.9, 54.4, 53.4, 48.7, 49.8] °C
+  power_trend=[242.8, 198.1, 202.5, 217.7, 213.1] kW
+  performance_trend=[1.0, 0.7, 0.8, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335362. Recommended maintenance interval: 4 months. Recommended actions: diagnostic scan, system inspection. 
+Maintenance Recommendations: diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=basic
+Output: Diagnostic ID=5269fd34-49ab-43e9-af13-1619688a7a6a
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=1122.67 hours
+Parameters:
+  efficiency=0.95 percent
+  load=14.30 percent
+  temperature=65.47 °C
+  power=292.75 kW
+  vibration=2.76 mm/s
+  health_index=100.00 percent
+Sensors:
+  voltage_ripple=3.09 V
+  temperature=31.3 °C
+  current_draw=206.7 A
+Temporal Data:
+  temp_over_time=[48.9, 47.3, 50.7] °C
+  power_trend=[368.5, 380.5, 252.7] kW
+  performance_trend=[1.0, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335362. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=disc
+Output: Diagnostic ID=61c02fd3-ac34-4e8c-84a0-07290b0ba93e
+Vehicle Type: motorcycle
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=1.35 percent
+  rotor-thickness=22.23 mm
+  pad-thickness=7.09 mm
+  pressure=998.93 psi
+Parameters:
+  efficiency=0.92 percent
+  load=45.84 percent
+  temperature=48.55 °C
+  power=23.03 kW
+  vibration=0.03 mm/s
+  health_index=97.60 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.6 mm
+  pressure_sensor=580.2 psi
+Temporal Data:
+  temp_over_time=[50.8, 56.4, 58.4, 57.0, 56.3] °C
+  power_trend=[20.2, 24.8, 24.6, 23.0, 21.0] kW
+  performance_trend=[0.8, 1.0, 0.9, 1.0, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335362. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=off-road
+Output: Diagnostic ID=c5738cd5-26f7-438c-9145-ac05a531cf72
+Vehicle Type: suv
+System: suspension
+Configuration: off-road
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 1.0 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=7930.46 hours
+Parameters:
+  efficiency=0.80 percent
+  load=7.96 percent
+  temperature=57.58 °C
+  power=36.79 kW
+  vibration=2.44 mm/s
+  health_index=77.57 percent
+Temporal Data:
+  temp_over_time=[73.5, 60.8, 65.3, 61.9, 72.9] °C
+  power_trend=[33.9, 28.8, 32.0, 26.0, 36.8] kW
+  performance_trend=[1.1, 1.1, 1.0, 0.8, 1.1] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335362. Recommended maintenance interval: 9 months. Recommended actions: connector check, system inspection, diagnostic scan. 
+Maintenance Recommendations: connector check, system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=optimized
+Output: Diagnostic ID=d7cbfb7b-3286-48ed-8192-f4a07001736b
+Vehicle Type: truck
+System: hydraulics
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.76 ratio
+  operating-time=2864.66 hours
+Parameters:
+  efficiency=0.88 percent
+  load=47.59 percent
+  temperature=60.81 °C
+  power=11.27 kW
+  vibration=4.20 mm/s
+  health_index=95.29 percent
+Temporal Data:
+  temp_over_time=[64.7, 69.1, 64.8, 58.0, 65.1, 62.1, 64.9] °C
+  power_trend=[12.7, 10.1, 13.0, 11.7, 9.5, 9.5, 8.4] kW
+  performance_trend=[0.6, 0.8, 0.6, 0.8, 0.7, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335362. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=standard
+Output: Diagnostic ID=25122668-4c72-484d-910e-4b0b4d24ea6e
+Vehicle Type: sedan
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 487.4 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=112.08 °C
+  oil-pressure=44.88 psi
+  compression=154.12 psi
+  rpm=5124.04 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=1.02 percent
+  temperature=94.86 °C
+  power=453.19 hp
+  vibration=4.91 mm/s
+  health_index=85.72 percent
+Sensors:
+  oxygen_sensor=0.63 V
+  knock_sensor=253.3 mV
+  maf_sensor=2.83 g/s
+Temporal Data:
+  temp_over_time=[111.4, 103.9, 104.6, 106.3, 96.9] °C
+  power_trend=[454.9, 551.9, 436.0, 498.3, 544.5] hp
+  performance_trend=[438.6, 546.7, 584.4, 583.2, 572.8] hp
+Notes: Diagnostic scan performed at 1751287335362. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=performance
+Output: Diagnostic ID=b4e207ec-d1e0-4a61-b8de-caab291eaa75
+Vehicle Type: truck
+System: exhaust
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=6329.30 hours
+Parameters:
+  efficiency=0.92 percent
+  load=29.04 percent
+  temperature=67.99 °C
+  power=47.83 kW
+  vibration=1.91 mm/s
+  health_index=99.34 percent
+Temporal Data:
+  temp_over_time=[65.5, 60.8, 58.0, 61.8, 62.8] °C
+  power_trend=[36.1, 61.5, 52.4, 46.1, 55.6] kW
+  performance_trend=[0.8, 0.8, 0.8, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335370. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=basic
+Output: Diagnostic ID=baa0f0d8-4c15-49ef-83b4-d48ad8c654aa
+Vehicle Type: electric
+System: charging
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.67 ratio
+  operating-time=3041.04 hours
+Parameters:
+  efficiency=0.81 percent
+  load=48.68 percent
+  temperature=44.82 °C
+  power=18.89 kW
+  vibration=1.16 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[50.2, 57.2, 53.8, 48.5, 49.6, 48.6, 53.7] °C
+  power_trend=[23.9, 19.2, 20.1, 13.7, 15.4, 16.0, 23.3] kW
+  performance_trend=[0.6, 0.6, 0.8, 0.8, 0.7, 0.6, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335370. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=enhanced
+Output: Diagnostic ID=b761f8e2-5a53-4443-95cd-f7c65cced091
+Vehicle Type: truck
+System: exhaust
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=6935.36 hours
+Parameters:
+  efficiency=0.95 percent
+  load=76.11 percent
+  temperature=60.15 °C
+  power=14.21 kW
+  vibration=2.25 mm/s
+  health_index=88.38 percent
+Temporal Data:
+  temp_over_time=[63.9, 66.6, 67.4, 56.3] °C
+  power_trend=[17.2, 17.5, 10.3, 11.3] kW
+  performance_trend=[1.0, 0.8, 1.1, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335370. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=magnetic
+Output: Diagnostic ID=6f02eb46-783c-465d-9b77-37d5c8837717
+Vehicle Type: motorcycle
+System: suspension
+Configuration: magnetic
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=9000.85 hours
+Parameters:
+  efficiency=0.80 percent
+  load=54.59 percent
+  temperature=44.57 °C
+  power=46.83 kW
+  vibration=3.87 mm/s
+  health_index=79.31 percent
+Temporal Data:
+  temp_over_time=[47.3, 48.4, 47.9, 52.2, 49.2, 50.3] °C
+  power_trend=[51.3, 33.1, 43.9, 44.3, 38.5, 38.6] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.9, 0.7, 0.9] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335370. Recommended maintenance interval: 11 months. Recommended actions: diagnostic scan, connector check, software update. 
+Maintenance Recommendations: diagnostic scan, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=enhanced
+Output: Diagnostic ID=1878454d-1763-44d5-afc2-7c718d2217a6
+Vehicle Type: hybrid
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.13 ratio
+  operating-time=6529.39 hours
+Parameters:
+  efficiency=0.98 percent
+  load=86.05 percent
+  temperature=44.47 °C
+  power=46.99 kW
+  vibration=0.79 mm/s
+  health_index=95.31 percent
+Sensors:
+  current=7.8 A
+  voltage=245.7 V
+Temporal Data:
+  temp_over_time=[34.4, 33.4, 33.7] °C
+  power_trend=[41.1, 53.0, 43.9] kW
+  performance_trend=[0.8, 0.9, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335372. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=optimized
+Output: Diagnostic ID=f32d356e-3462-41a7-ae20-8a655bd8263a
+Vehicle Type: suv
+System: towing
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=7739.98 hours
+Parameters:
+  efficiency=0.96 percent
+  load=93.35 percent
+  temperature=47.15 °C
+  power=19.01 kW
+  vibration=1.54 mm/s
+  health_index=76.10 percent
+Temporal Data:
+  temp_over_time=[67.9, 71.9, 65.7, 65.2, 63.1, 61.8] °C
+  power_trend=[15.4, 22.9, 19.1, 14.5, 15.1, 21.0] kW
+  performance_trend=[0.6, 0.8, 0.7, 0.8, 0.7, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335373. Recommended maintenance interval: 6 months. Recommended actions: connector check, software update. 
+Maintenance Recommendations: connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=performance
+Output: Diagnostic ID=6bc397d2-d789-41fd-a7e9-ab30a94d9162
+Vehicle Type: commercial
+System: emissions
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.25 ratio
+  operating-time=7964.97 hours
+Parameters:
+  efficiency=0.95 percent
+  load=38.09 percent
+  temperature=56.36 °C
+  power=37.53 kW
+  vibration=4.68 mm/s
+  health_index=99.23 percent
+Temporal Data:
+  temp_over_time=[55.3, 51.6, 50.3] °C
+  power_trend=[28.7, 32.3, 45.1] kW
+  performance_trend=[0.8, 0.9, 1.2] performance_index
+Notes: Diagnostic scan performed at 1751287335373. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=standard
+Output: Diagnostic ID=fbcc912a-0891-4c4e-aace-fbf8bcabb57f
+Vehicle Type: commercial
+System: safety
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.10 ratio
+  operating-time=5755.46 hours
+Parameters:
+  efficiency=0.89 percent
+  load=69.97 percent
+  temperature=49.42 °C
+  power=26.35 kW
+  vibration=3.67 mm/s
+  health_index=93.14 percent
+Temporal Data:
+  temp_over_time=[46.5, 54.6, 56.4, 50.2, 53.5, 46.6] °C
+  power_trend=[30.9, 33.8, 24.6, 24.1, 32.5, 25.6] kW
+  performance_trend=[0.9, 0.7, 0.8, 0.8, 1.1, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335373. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=enhanced
+Output: Diagnostic ID=a365b4c0-779c-44b4-9ab1-99d403012c6d
+Vehicle Type: motorcycle
+System: cooling
+Configuration: enhanced
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=7403.41 hours
+Parameters:
+  efficiency=0.84 percent
+  load=1.44 percent
+  temperature=41.94 °C
+  power=19.43 kW
+  vibration=2.32 mm/s
+  health_index=67.85 percent
+Temporal Data:
+  temp_over_time=[53.5, 54.7, 53.2, 52.0, 51.9] °C
+  power_trend=[22.2, 23.6, 23.4, 19.8, 17.6] kW
+  performance_trend=[1.0, 1.0, 1.1, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335373. Recommended maintenance interval: 3 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=turbo
+Output: Diagnostic ID=15fa7abe-6f1c-41a4-8137-b041b27c5082
+Vehicle Type: suv
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 356.2 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=112.84 °C
+  oil-pressure=76.25 psi
+  compression=123.28 psi
+  rpm=1078.90 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=67.94 percent
+  temperature=106.20 °C
+  power=207.72 hp
+  vibration=2.03 mm/s
+  health_index=85.16 percent
+Sensors:
+  oxygen_sensor=0.19 V
+  knock_sensor=362.2 mV
+  maf_sensor=5.26 g/s
+Temporal Data:
+  temp_over_time=[105.1, 93.1, 93.8, 104.1, 94.0, 99.6] °C
+  power_trend=[181.5, 261.0, 255.3, 167.0, 155.2, 185.0] hp
+  performance_trend=[379.0, 381.5, 413.5, 333.5, 371.1, 409.3] hp
+Notes: Diagnostic scan performed at 1751287335370. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=hybrid
+Output: Diagnostic ID=a6023426-1604-4ffa-8dd8-2a7860bf1ffd
+Vehicle Type: hybrid
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 477.7 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=101.44 °C
+  oil-pressure=56.53 psi
+  compression=137.17 psi
+  rpm=2620.11 rpm
+Parameters:
+  efficiency=0.94 percent
+  load=6.94 percent
+  temperature=92.10 °C
+  power=399.76 hp
+  vibration=4.61 mm/s
+  health_index=89.17 percent
+Sensors:
+  oxygen_sensor=0.94 V
+  knock_sensor=282.4 mV
+  maf_sensor=2.47 g/s
+Temporal Data:
+  temp_over_time=[113.7, 108.7, 106.5, 109.7, 118.5, 108.5] °C
+  power_trend=[433.6, 439.9, 356.7, 423.8, 423.4, 287.6] hp
+  performance_trend=[491.2, 539.6, 419.8, 392.8, 414.3, 487.9] hp
+Notes: Diagnostic scan performed at 1751287335373. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lead-acid
+Output: Diagnostic ID=f6eb37ed-538c-4d7c-91dd-92efe29cb1ed
+Vehicle Type: hybrid
+System: battery
+Configuration: lead-acid
+Status: optimal (level 0)
+Performance: 54.3 kWh
+Material: nickel-metal
+Measurements:
+  current=278.85 amps
+  state-of-charge=28.03 percent
+  voltage=696.61 volts
+  capacity=82.04 percent
+Parameters:
+  efficiency=0.80 percent
+  load=15.86 percent
+  temperature=22.58 °C
+  power=199.30 kW
+  vibration=3.08 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=2.2 L/min
+  cell_voltage=3.45 V
+  insulation=74.0 MΩ
+Temporal Data:
+  temp_over_time=[38.7, 39.4, 38.6, 35.5] °C
+  power_trend=[149.0, 140.9, 251.3, 256.3] kW
+  performance_trend=[56.5, 50.3, 59.5, 48.6] kWh
+Notes: Diagnostic scan performed at 1751287335370. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=standard
+Output: Diagnostic ID=222f6f08-f51c-4f00-8c19-620b6a56b9e8
+Vehicle Type: suv
+System: climate
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=4159.35 hours
+Parameters:
+  efficiency=0.95 percent
+  load=80.72 percent
+  temperature=28.75 °C
+  power=5.46 kW
+  vibration=3.99 mm/s
+  health_index=96.91 percent
+Temporal Data:
+  temp_over_time=[20.0, 19.1, 21.2, 19.7, 20.4, 21.1] °C
+  power_trend=[4.8, 6.1, 6.4, 7.0, 4.2, 5.1] kW
+  performance_trend=[0.7, 0.9, 0.8, 0.8, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335370. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automated
+Output: Diagnostic ID=2da404e7-9b48-43fe-9337-9aa6c9a963ea
+Vehicle Type: truck
+System: transmission
+Configuration: automated
+Status: normal (level 1)
+Fault Code: P0796
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.70 ratio
+  torque=363.68 Nm
+  shift-time=0.21 seconds
+  fluid-temperature=67.58 °C
+Parameters:
+  efficiency=0.85 percent
+  load=9.69 percent
+  temperature=69.92 °C
+  power=49.93 kW
+  vibration=2.17 mm/s
+  health_index=75.26 percent
+Temporal Data:
+  temp_over_time=[74.3, 67.9, 67.7, 62.2] °C
+  power_trend=[36.9, 43.1, 39.0, 45.2] kW
+  performance_trend=[0.8, 1.0, 0.9, 0.8] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0796. Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 10 months. Recommended actions: seal inspection, shift solenoid check. 
+Maintenance Recommendations: seal inspection, shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=standard
+Output: Diagnostic ID=a9b530cc-9274-47a0-83b9-6fb74ecf441f
+Vehicle Type: electric
+System: thermal
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.86 ratio
+  operating-time=8225.92 hours
+Parameters:
+  efficiency=0.82 percent
+  load=60.73 percent
+  temperature=69.41 °C
+  power=49.24 kW
+  vibration=2.32 mm/s
+  health_index=83.07 percent
+Temporal Data:
+  temp_over_time=[71.1, 71.5, 66.7, 60.6, 61.9, 65.9, 63.1] °C
+  power_trend=[54.6, 53.6, 37.6, 63.3, 63.2, 42.0, 50.6] kW
+  performance_trend=[0.7, 0.8, 1.0, 0.7, 0.9, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335368. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=00110a2b-ff24-4677-9de8-7ad75d7c53f7
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.49 ratio
+  operating-time=5156.90 hours
+Parameters:
+  efficiency=0.89 percent
+  load=82.19 percent
+  temperature=34.29 °C
+  power=39.99 kW
+  vibration=2.67 mm/s
+  health_index=87.60 percent
+Sensors:
+  current=20.2 A
+  voltage=233.6 V
+Temporal Data:
+  temp_over_time=[45.6, 43.9, 44.8, 42.4, 49.7, 49.8, 48.3] °C
+  power_trend=[38.8, 30.6, 46.8, 46.0, 51.5, 36.9, 50.5] kW
+  performance_trend=[1.2, 1.0, 1.1, 0.9, 1.0, 1.1, 1.1] voltage_stability
+Notes: Diagnostic scan performed at 1751287335366. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=dual-clutch
+Output: Diagnostic ID=8a8f7090-a4ec-43de-94f6-e82138b8c2a2
+Vehicle Type: motorcycle
+System: transmission
+Configuration: dual-clutch
+Status: degraded (level 2)
+Fault Code: P0796
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.96 ratio
+  torque=546.40 Nm
+  shift-time=0.15 seconds
+  fluid-temperature=81.70 °C
+Parameters:
+  efficiency=0.75 percent
+  load=10.34 percent
+  temperature=62.91 °C
+  power=16.40 kW
+  vibration=2.63 mm/s
+  health_index=68.53 percent
+Temporal Data:
+  temp_over_time=[68.8, 58.3, 62.4, 63.0] °C
+  power_trend=[12.5, 19.5, 14.9, 15.9] kW
+  performance_trend=[1.1, 0.8, 0.8, 1.1] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0796. Diagnostic scan performed at 1751287335366. Recommended maintenance interval: 12 months. Recommended actions: shift solenoid check, filter replacement, clutch adjustment. 
+Maintenance Recommendations: shift solenoid check, filter replacement, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=f91b1930-c554-447e-bcf7-69f9c8975ce8
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: degraded (level 2)
+Fault Code: P0741
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.71 ratio
+  torque=299.63 Nm
+  shift-time=0.27 seconds
+  fluid-temperature=97.01 °C
+Parameters:
+  efficiency=0.78 percent
+  load=69.94 percent
+  temperature=88.39 °C
+  power=13.03 kW
+  vibration=0.50 mm/s
+  health_index=60.34 percent
+Temporal Data:
+  temp_over_time=[85.6, 85.3, 79.3] °C
+  power_trend=[11.1, 15.5, 10.7] kW
+  performance_trend=[1.1, 1.0, 1.0] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0741. Diagnostic scan performed at 1751287335366. Recommended maintenance interval: 8 months. Recommended actions: seal inspection, clutch adjustment. 
+Maintenance Recommendations: seal inspection, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=optimized
+Output: Diagnostic ID=d07ab575-c970-4025-a86f-0894b630477c
+Vehicle Type: electric
+System: electronics
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.31 ratio
+  operating-time=5309.82 hours
+Parameters:
+  efficiency=0.77 percent
+  load=72.50 percent
+  temperature=48.99 °C
+  power=28.20 kW
+  vibration=3.79 mm/s
+  health_index=95.88 percent
+Sensors:
+  current=2.4 A
+  voltage=129.0 V
+Temporal Data:
+  temp_over_time=[32.0, 38.2, 36.2] °C
+  power_trend=[29.5, 20.0, 22.9] kW
+  performance_trend=[1.0, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335366. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=drum
+Output: Diagnostic ID=65106b4c-2059-4047-81ed-5c659d102886
+Vehicle Type: truck
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.53 percent
+  rotor-thickness=16.78 mm
+  pad-thickness=10.42 mm
+  pressure=654.06 psi
+Parameters:
+  efficiency=0.78 percent
+  load=2.50 percent
+  temperature=69.96 °C
+  power=12.39 kW
+  vibration=4.05 mm/s
+  health_index=96.14 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.5 mm
+  pressure_sensor=941.7 psi
+Temporal Data:
+  temp_over_time=[69.0, 69.4, 60.3, 62.9, 60.5, 62.3] °C
+  power_trend=[11.1, 11.0, 10.7, 9.6, 10.8, 10.7] kW
+  performance_trend=[1.0, 0.8, 0.8, 0.8, 1.0, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335366. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=lithium-ion
+Output: Diagnostic ID=5e574179-91ff-4d89-bb77-dae7d93d9386
+Vehicle Type: electric
+System: battery
+Configuration: lithium-ion
+Status: warning (level 3)
+Fault Code: P0C2A
+Performance: 121.0 kWh
+Material: lithium-ion
+Measurements:
+  current=295.78 amps
+  state-of-charge=91.70 percent
+  voltage=405.08 volts
+  capacity=91.95 percent
+Parameters:
+  efficiency=0.92 percent
+  load=22.01 percent
+  temperature=44.68 °C
+  power=322.98 kW
+  vibration=2.07 mm/s
+  health_index=55.81 percent
+Sensors:
+  coolant_flow=0.8 L/min
+  cell_voltage=3.01 V
+  insulation=67.2 MΩ
+Temporal Data:
+  temp_over_time=[29.5, 32.3, 29.1, 27.3, 27.5, 29.2, 30.1] °C
+  power_trend=[301.3, 376.0, 310.0, 357.5, 241.9, 251.8, 277.9] kW
+  performance_trend=[118.7, 126.9, 142.6, 101.0, 101.4, 117.4, 111.9] kWh
+Notes: Observed symptoms: slow charging. Diagnostic trouble code: P0C2A. Diagnostic scan performed at 1751287335366. Recommended maintenance interval: 7 months. Recommended actions: cooling system check, terminal cleaning, capacity test. 
+Maintenance Recommendations: cooling system check, terminal cleaning, capacity test
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=optimized
+Output: Diagnostic ID=620bf257-02cb-48d9-992a-67b2e2e79386
+Vehicle Type: electric
+System: thermal
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.40 ratio
+  operating-time=5199.44 hours
+Parameters:
+  efficiency=0.84 percent
+  load=88.51 percent
+  temperature=47.65 °C
+  power=46.18 kW
+  vibration=0.40 mm/s
+  health_index=89.96 percent
+Temporal Data:
+  temp_over_time=[56.8, 64.3, 59.4, 59.4, 63.5, 55.6, 63.3] °C
+  power_trend=[42.1, 53.0, 43.6, 45.1, 48.3, 35.6, 35.4] kW
+  performance_trend=[0.7, 0.7, 0.8, 0.8, 0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335375. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lead-acid
+Output: Diagnostic ID=eb3d27f6-8b4a-413a-8a9d-021f04ec29cb
+Vehicle Type: hybrid
+System: battery
+Configuration: lead-acid
+Status: optimal (level 0)
+Performance: 110.1 kWh
+Material: polymer
+Measurements:
+  current=165.56 amps
+  state-of-charge=84.77 percent
+  voltage=640.04 volts
+  capacity=84.29 percent
+Parameters:
+  efficiency=0.98 percent
+  load=66.27 percent
+  temperature=46.06 °C
+  power=286.68 kW
+  vibration=1.10 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=2.1 L/min
+  cell_voltage=4.37 V
+  insulation=97.0 MΩ
+Temporal Data:
+  temp_over_time=[36.2, 42.3, 37.8, 42.1] °C
+  power_trend=[285.7, 317.6, 343.6, 333.4] kW
+  performance_trend=[93.9, 104.5, 104.1, 125.6] kWh
+Notes: Diagnostic scan performed at 1751287335375. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=performance
+Output: Diagnostic ID=56d9e3a8-4ee8-475e-b6d4-3a19ec260951
+Vehicle Type: motorcycle
+System: electrical
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: steel
+Measurements:
+  wear-level=0.49 ratio
+  operating-time=491.04 hours
+Parameters:
+  efficiency=0.98 percent
+  load=70.70 percent
+  temperature=30.78 °C
+  power=33.16 kW
+  vibration=2.16 mm/s
+  health_index=87.06 percent
+Sensors:
+  current=11.4 A
+  voltage=181.0 V
+Temporal Data:
+  temp_over_time=[37.1, 40.1, 35.1, 39.0] °C
+  power_trend=[35.6, 40.7, 26.1, 41.2] kW
+  performance_trend=[1.1, 0.9, 1.0, 0.8] voltage_stability
+Notes: Diagnostic scan performed at 1751287335375. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=standard
+Output: Diagnostic ID=38c9d1a1-273d-4814-90fd-1be9a465dadb
+Vehicle Type: commercial
+System: engine
+Configuration: standard
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 563.2 hp
+Material: titanium
+Measurements:
+  oil-temperature=100.77 °C
+  oil-pressure=64.54 psi
+  compression=122.63 psi
+  rpm=6188.27 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=52.93 percent
+  temperature=97.74 °C
+  power=372.60 hp
+  vibration=1.20 mm/s
+  health_index=76.78 percent
+Sensors:
+  oxygen_sensor=0.46 V
+  knock_sensor=248.1 mV
+  maf_sensor=6.17 g/s
+Temporal Data:
+  temp_over_time=[99.1, 106.5, 90.7, 101.1, 102.9, 102.5, 90.9] °C
+  power_trend=[427.0, 366.1, 274.9, 372.2, 417.4, 463.8, 481.8] hp
+  performance_trend=[467.2, 607.5, 551.4, 469.9, 625.4, 659.6, 500.3] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335375. Recommended maintenance interval: 7 months. Recommended actions: timing belt inspection. 
+Maintenance Recommendations: timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=automatic
+Output: Diagnostic ID=95a6cece-fe62-4cec-b60e-e92b5ee5dd56
+Vehicle Type: commercial
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.88 ratio
+  torque=459.14 Nm
+  shift-time=0.20 seconds
+  fluid-temperature=65.28 °C
+Parameters:
+  efficiency=0.89 percent
+  load=85.09 percent
+  temperature=66.82 °C
+  power=24.26 kW
+  vibration=2.03 mm/s
+  health_index=88.52 percent
+Temporal Data:
+  temp_over_time=[86.2, 86.0, 82.2, 81.9] °C
+  power_trend=[20.6, 21.2, 27.2, 19.9] kW
+  performance_trend=[0.7, 0.9, 1.0, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335375. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=performance
+Output: Diagnostic ID=746665e5-f866-4198-b468-43a6adea366a
+Vehicle Type: motorcycle
+System: cooling
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=4271.47 hours
+Parameters:
+  efficiency=0.93 percent
+  load=33.73 percent
+  temperature=44.87 °C
+  power=44.10 kW
+  vibration=0.76 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[55.0, 50.2, 49.6, 52.6] °C
+  power_trend=[47.7, 56.3, 36.3, 50.6] kW
+  performance_trend=[0.8, 1.0, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335375. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=standard
+Output: Diagnostic ID=ffa86300-15a2-4a45-ab05-8cce4788d41e
+Vehicle Type: suv
+System: towing
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=7340.39 hours
+Parameters:
+  efficiency=0.89 percent
+  load=80.04 percent
+  temperature=58.79 °C
+  power=44.05 kW
+  vibration=4.56 mm/s
+  health_index=97.62 percent
+Temporal Data:
+  temp_over_time=[61.1, 62.7, 68.4, 62.9, 57.9] °C
+  power_trend=[51.3, 36.5, 40.1, 42.1, 50.3] kW
+  performance_trend=[1.2, 0.9, 1.1, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335379. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=optimized
+Output: Diagnostic ID=77b31fb0-d710-4e38-acd8-2f57774b839a
+Vehicle Type: commercial
+System: emissions
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.21 ratio
+  operating-time=8667.02 hours
+Parameters:
+  efficiency=0.99 percent
+  load=50.56 percent
+  temperature=53.21 °C
+  power=25.74 kW
+  vibration=0.65 mm/s
+  health_index=68.69 percent
+Temporal Data:
+  temp_over_time=[53.5, 57.7, 63.2] °C
+  power_trend=[22.4, 23.4, 27.1] kW
+  performance_trend=[0.7, 0.6, 0.6] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335379. Recommended maintenance interval: 10 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=enhanced
+Output: Diagnostic ID=0956c950-7331-433f-927c-472546ea79b1
+Vehicle Type: electric
+System: motor
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=3366.79 hours
+Parameters:
+  efficiency=0.97 percent
+  load=27.03 percent
+  temperature=53.71 °C
+  power=164.29 kW
+  vibration=4.47 mm/s
+  health_index=93.20 percent
+Sensors:
+  voltage_ripple=3.69 V
+  temperature=87.4 °C
+  current_draw=85.3 A
+Temporal Data:
+  temp_over_time=[67.6, 58.8, 59.3, 59.4, 60.8] °C
+  power_trend=[139.5, 180.7, 182.2, 169.4, 158.4] kW
+  performance_trend=[0.8, 0.9, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335375. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=performance
+Output: Diagnostic ID=20649354-1b85-4502-97c2-69ceee34446c
+Vehicle Type: commercial
+System: air-brakes
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=7877.54 hours
+Parameters:
+  efficiency=0.99 percent
+  load=32.69 percent
+  temperature=53.37 °C
+  power=25.20 kW
+  vibration=3.04 mm/s
+  health_index=80.81 percent
+Temporal Data:
+  temp_over_time=[54.8, 51.1, 50.6, 59.0, 58.0, 58.4] °C
+  power_trend=[28.6, 22.3, 27.1, 20.2, 31.5, 30.4] kW
+  performance_trend=[0.9, 1.0, 0.8, 0.8, 1.0, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335375. Recommended maintenance interval: 1 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automated
+Output: Diagnostic ID=0a2fd0d3-aead-40a1-8591-1fb9488b9a70
+Vehicle Type: truck
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.82 ratio
+  torque=229.77 Nm
+  shift-time=0.18 seconds
+  fluid-temperature=74.70 °C
+Parameters:
+  efficiency=0.93 percent
+  load=37.40 percent
+  temperature=64.36 °C
+  power=40.01 kW
+  vibration=0.80 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[90.5, 85.5, 93.6, 84.8, 94.0, 89.9] °C
+  power_trend=[41.6, 36.7, 37.0, 34.3, 36.0, 37.8] kW
+  performance_trend=[1.1, 0.8, 1.1, 0.9, 0.8, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335373. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=basic
+Output: Diagnostic ID=de2d63a4-6af8-4137-a9cc-8adcb9fe9b91
+Vehicle Type: hybrid
+System: electronics
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.79 ratio
+  operating-time=9172.01 hours
+Parameters:
+  efficiency=0.76 percent
+  load=61.59 percent
+  temperature=39.24 °C
+  power=15.22 kW
+  vibration=4.75 mm/s
+  health_index=90.91 percent
+Sensors:
+  current=10.0 A
+  voltage=215.1 V
+Temporal Data:
+  temp_over_time=[42.2, 36.4, 38.3, 38.5, 38.8] °C
+  power_trend=[18.1, 12.4, 15.6, 18.3, 18.2] kW
+  performance_trend=[0.8, 1.0, 0.9, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335373. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=basic
+Output: Diagnostic ID=85296b14-9398-4ffb-a442-8b86cc4425ba
+Vehicle Type: commercial
+System: air-brakes
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=6112.51 hours
+Parameters:
+  efficiency=0.98 percent
+  load=52.39 percent
+  temperature=44.87 °C
+  power=24.64 kW
+  vibration=3.95 mm/s
+  health_index=95.83 percent
+Temporal Data:
+  temp_over_time=[50.7, 53.8, 53.2, 56.9, 50.9] °C
+  power_trend=[25.0, 27.1, 27.7, 24.3, 30.1] kW
+  performance_trend=[1.0, 0.9, 0.9, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335373. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=rotary
+Output: Diagnostic ID=93df4b54-1652-496f-880f-6482babb7f69
+Vehicle Type: sedan
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 255.8 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=85.24 °C
+  oil-pressure=43.22 psi
+  compression=179.38 psi
+  rpm=3385.55 rpm
+Parameters:
+  efficiency=0.82 percent
+  load=98.84 percent
+  temperature=89.67 °C
+  power=176.27 hp
+  vibration=3.26 mm/s
+  health_index=97.56 percent
+Sensors:
+  oxygen_sensor=0.20 V
+  knock_sensor=311.2 mV
+  maf_sensor=4.99 g/s
+Temporal Data:
+  temp_over_time=[98.4, 91.5, 82.1, 90.0] °C
+  power_trend=[132.7, 187.9, 195.1, 155.2] hp
+  performance_trend=[259.1, 248.9, 215.3, 236.0] hp
+Notes: Diagnostic scan performed at 1751287335372. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=standard
+Output: Diagnostic ID=bad8334a-f075-4e5e-ac36-af6601a826a4
+Vehicle Type: electric
+System: motor
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.79 ratio
+  operating-time=8418.22 hours
+Parameters:
+  efficiency=0.90 percent
+  load=11.78 percent
+  temperature=64.24 °C
+  power=342.15 kW
+  vibration=1.64 mm/s
+  health_index=73.51 percent
+Sensors:
+  voltage_ripple=3.55 V
+  temperature=90.6 °C
+  current_draw=105.8 A
+Temporal Data:
+  temp_over_time=[62.8, 69.6, 69.6, 61.6, 62.6] °C
+  power_trend=[277.5, 388.7, 418.2, 358.8, 288.5] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335372. Recommended maintenance interval: 6 months. Recommended actions: software update, system inspection. 
+Maintenance Recommendations: software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=sequential
+Output: Diagnostic ID=1828e777-67ab-4376-a109-b62f0643b282
+Vehicle Type: sedan
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.83 ratio
+  torque=406.67 Nm
+  shift-time=0.36 seconds
+  fluid-temperature=97.44 °C
+Parameters:
+  efficiency=0.89 percent
+  load=33.57 percent
+  temperature=63.18 °C
+  power=49.62 kW
+  vibration=1.79 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[70.3, 76.4, 83.7, 81.3] °C
+  power_trend=[52.3, 56.7, 45.6, 58.9] kW
+  performance_trend=[0.9, 0.8, 1.0, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335372. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=electro-hydraulic
+Output: Diagnostic ID=abe5be70-11c4-4acc-a974-afc97819e8b5
+Vehicle Type: sedan
+System: brakes
+Configuration: electro-hydraulic
+Status: degraded (level 2)
+Fault Code: C0060
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=2.89 percent
+  rotor-thickness=13.58 mm
+  pad-thickness=8.31 mm
+  pressure=639.12 psi
+Parameters:
+  efficiency=0.93 percent
+  load=76.68 percent
+  temperature=49.88 °C
+  power=47.68 kW
+  vibration=4.69 mm/s
+  health_index=66.73 percent
+Sensors:
+  abs_status=active
+  wear_sensor=4.9 mm
+  pressure_sensor=1354.5 psi
+Temporal Data:
+  temp_over_time=[59.4, 59.1, 58.4, 69.4, 57.9] °C
+  power_trend=[52.5, 55.8, 57.0, 36.0, 34.5] kW
+  performance_trend=[0.8, 1.1, 1.0, 0.8, 1.0] deceleration_g
+Notes: Observed symptoms: noise. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335370. Recommended maintenance interval: 8 months. Recommended actions: rotor resurfacing, fluid flush. 
+Maintenance Recommendations: rotor resurfacing, fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=basic
+Output: Diagnostic ID=d447da51-8a92-48a7-a161-76a7a8261215
+Vehicle Type: truck
+System: diesel
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=2212.70 hours
+Parameters:
+  efficiency=0.78 percent
+  load=40.28 percent
+  temperature=48.82 °C
+  power=29.18 kW
+  vibration=2.22 mm/s
+  health_index=94.67 percent
+Temporal Data:
+  temp_over_time=[43.1, 42.5, 46.1, 45.6, 43.5] °C
+  power_trend=[34.0, 22.4, 25.6, 36.0, 31.6] kW
+  performance_trend=[1.1, 1.1, 1.0, 1.1, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335381. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=enhanced
+Output: Diagnostic ID=842dd509-4011-44c4-bc26-683bd515afcd
+Vehicle Type: electric
+System: autonomous
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.75 ratio
+  operating-time=379.45 hours
+Parameters:
+  efficiency=0.85 percent
+  load=51.35 percent
+  temperature=44.36 °C
+  power=32.59 kW
+  vibration=2.62 mm/s
+  health_index=95.36 percent
+Temporal Data:
+  temp_over_time=[56.4, 67.0, 56.5, 65.8, 64.2] °C
+  power_trend=[39.0, 31.6, 23.1, 24.1, 30.0] kW
+  performance_trend=[0.8, 1.0, 0.8, 0.8, 1.2] performance_index
+Notes: Diagnostic scan performed at 1751287335381. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=standard
+Output: Diagnostic ID=f97bb3d7-12dd-407f-bd20-9975bdf3f00e
+Vehicle Type: hybrid
+System: engine
+Configuration: standard
+Status: warning (level 3)
+Fault Code: P0172
+Performance: 457.9 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=96.35 °C
+  oil-pressure=56.23 psi
+  compression=127.04 psi
+  rpm=4599.87 rpm
+Parameters:
+  efficiency=0.88 percent
+  load=9.47 percent
+  temperature=110.27 °C
+  power=260.49 hp
+  vibration=4.21 mm/s
+  health_index=48.17 percent
+Sensors:
+  oxygen_sensor=0.38 V
+  knock_sensor=190.9 mV
+  maf_sensor=3.13 g/s
+Temporal Data:
+  temp_over_time=[112.4, 102.1, 101.6, 100.5, 103.1, 106.6, 93.6] °C
+  power_trend=[304.0, 312.9, 337.8, 260.0, 315.9, 194.6, 293.5] hp
+  performance_trend=[439.4, 499.1, 408.9, 523.7, 497.4, 403.2, 512.1] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335381. Recommended maintenance interval: 3 months. Recommended actions: fuel system cleaning, air filter replacement. 
+Maintenance Recommendations: fuel system cleaning, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=solid-state
+Output: Diagnostic ID=c468ca13-e085-438c-9cdf-5b65621ab591
+Vehicle Type: electric
+System: battery
+Configuration: solid-state
+Status: normal (level 1)
+Fault Code: P0A80
+Performance: 77.3 kWh
+Material: lithium-ion
+Measurements:
+  current=22.69 amps
+  state-of-charge=62.63 percent
+  voltage=422.23 volts
+  capacity=99.35 percent
+Parameters:
+  efficiency=0.94 percent
+  load=65.18 percent
+  temperature=26.06 °C
+  power=237.42 kW
+  vibration=0.76 mm/s
+  health_index=78.05 percent
+Sensors:
+  coolant_flow=1.5 L/min
+  cell_voltage=3.28 V
+  insulation=17.9 MΩ
+Temporal Data:
+  temp_over_time=[32.8, 30.8, 30.0, 30.2, 35.1, 31.2, 30.8] °C
+  power_trend=[212.3, 235.9, 229.7, 202.9, 283.3, 204.4, 302.6] kW
+  performance_trend=[77.4, 79.4, 88.0, 66.3, 71.8, 72.2, 90.3] kWh
+Notes: Observed symptoms: rapid discharge. Diagnostic trouble code: P0A80. Diagnostic scan performed at 1751287335381. Recommended maintenance interval: 3 months. Recommended actions: capacity test, cooling system check. 
+Maintenance Recommendations: capacity test, cooling system check
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=standard
+Output: Diagnostic ID=1fdd8097-357e-428f-a222-1f3744982274
+Vehicle Type: commercial
+System: emissions
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=6663.98 hours
+Parameters:
+  efficiency=0.93 percent
+  load=34.97 percent
+  temperature=61.57 °C
+  power=43.75 kW
+  vibration=3.80 mm/s
+  health_index=80.21 percent
+Temporal Data:
+  temp_over_time=[55.9, 51.2, 53.6] °C
+  power_trend=[47.0, 49.0, 31.4] kW
+  performance_trend=[0.6, 0.6, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335379. Recommended maintenance interval: 5 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=basic
+Output: Diagnostic ID=7d845850-cbc1-4f16-be1c-da3dba0e4c35
+Vehicle Type: electric
+System: charging
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=6699.23 hours
+Parameters:
+  efficiency=0.84 percent
+  load=91.15 percent
+  temperature=48.81 °C
+  power=37.44 kW
+  vibration=3.10 mm/s
+  health_index=62.35 percent
+Temporal Data:
+  temp_over_time=[48.4, 45.2, 45.7, 52.7, 51.4, 49.9, 47.0] °C
+  power_trend=[43.1, 34.0, 36.7, 42.1, 47.6, 47.0, 26.4] kW
+  performance_trend=[0.8, 1.0, 0.8, 0.8, 1.0, 0.9, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335379. Recommended maintenance interval: 8 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automatic
+Output: Diagnostic ID=c0608d9c-aca7-41f8-82c5-6b8d8ec2f89c
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.92 ratio
+  torque=449.21 Nm
+  shift-time=0.35 seconds
+  fluid-temperature=86.45 °C
+Parameters:
+  efficiency=0.92 percent
+  load=86.87 percent
+  temperature=68.12 °C
+  power=14.26 kW
+  vibration=4.03 mm/s
+  health_index=88.76 percent
+Temporal Data:
+  temp_over_time=[76.2, 79.0, 84.3] °C
+  power_trend=[14.4, 12.0, 11.1] kW
+  performance_trend=[1.1, 1.0, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335379. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=rotary
+Output: Diagnostic ID=9b16788c-82c1-4310-8744-f45cd2cd6be2
+Vehicle Type: sedan
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 377.4 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=107.36 °C
+  oil-pressure=38.04 psi
+  compression=127.57 psi
+  rpm=3873.39 rpm
+Parameters:
+  efficiency=0.91 percent
+  load=77.45 percent
+  temperature=94.88 °C
+  power=246.49 hp
+  vibration=1.21 mm/s
+  health_index=86.69 percent
+Sensors:
+  oxygen_sensor=0.81 V
+  knock_sensor=155.6 mV
+  maf_sensor=6.78 g/s
+Temporal Data:
+  temp_over_time=[86.2, 92.4, 96.1, 97.5, 91.8, 98.3, 89.5] °C
+  power_trend=[299.1, 179.4, 233.7, 195.8, 178.7, 273.3, 265.9] hp
+  performance_trend=[306.8, 331.5, 327.8, 384.5, 314.1, 383.3, 389.4] hp
+Notes: Diagnostic scan performed at 1751287335379. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=supercharged
+Output: Diagnostic ID=88d1859d-f5a5-4465-88cb-b669e380459e
+Vehicle Type: motorcycle
+System: engine
+Configuration: supercharged
+Status: optimal (level 0)
+Performance: 407.2 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=100.59 °C
+  oil-pressure=51.24 psi
+  compression=123.13 psi
+  rpm=2243.68 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=46.24 percent
+  temperature=100.09 °C
+  power=260.95 hp
+  vibration=4.22 mm/s
+  health_index=88.00 percent
+Sensors:
+  oxygen_sensor=0.34 V
+  knock_sensor=81.6 mV
+  maf_sensor=1.32 g/s
+Temporal Data:
+  temp_over_time=[90.4, 105.9, 94.0, 105.4] °C
+  power_trend=[311.3, 271.4, 205.9, 246.9] hp
+  performance_trend=[420.5, 481.4, 341.4, 430.7] hp
+Notes: Diagnostic scan performed at 1751287335379. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=optimized
+Output: Diagnostic ID=3773d033-f163-47a1-8872-7dca053fd494
+Vehicle Type: suv
+System: towing
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.73 ratio
+  operating-time=9817.82 hours
+Parameters:
+  efficiency=1.00 percent
+  load=19.44 percent
+  temperature=40.39 °C
+  power=42.20 kW
+  vibration=0.18 mm/s
+  health_index=90.52 percent
+Temporal Data:
+  temp_over_time=[69.3, 65.6, 65.6, 58.7, 71.4, 70.9, 65.1] °C
+  power_trend=[46.1, 48.3, 52.9, 43.3, 54.1, 34.2, 37.0] kW
+  performance_trend=[0.6, 0.7, 0.8, 0.6, 0.9, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335379. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=standard
+Output: Diagnostic ID=330e5888-420a-4b75-8e42-4855fa945922
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: standard
+Status: warning (level 3)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.54 ratio
+  operating-time=1939.14 hours
+Parameters:
+  efficiency=0.77 percent
+  load=9.63 percent
+  temperature=56.49 °C
+  power=313.60 kW
+  vibration=1.26 mm/s
+  health_index=53.27 percent
+Sensors:
+  voltage_ripple=1.23 V
+  temperature=94.0 °C
+  current_draw=52.6 A
+Temporal Data:
+  temp_over_time=[60.6, 60.0, 59.5, 58.8, 56.5, 60.9, 57.5] °C
+  power_trend=[289.1, 302.5, 234.2, 368.1, 374.2, 354.2, 325.0] kW
+  performance_trend=[0.8, 0.8, 0.9, 0.9, 0.8, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335379. Recommended maintenance interval: 2 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=performance
+Output: Diagnostic ID=e6a2395a-6cd7-46d6-8839-80d7b315b9ac
+Vehicle Type: suv
+System: towing
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.48 ratio
+  operating-time=9899.41 hours
+Parameters:
+  efficiency=0.86 percent
+  load=40.92 percent
+  temperature=60.11 °C
+  power=14.23 kW
+  vibration=0.06 mm/s
+  health_index=92.50 percent
+Temporal Data:
+  temp_over_time=[62.3, 58.6, 59.1, 59.7, 65.9, 67.3] °C
+  power_trend=[17.9, 10.2, 12.7, 18.2, 15.7, 13.1] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.8, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335377. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=solid-state
+Output: Diagnostic ID=ade76eb4-c801-4850-939e-99ac2549ab0b
+Vehicle Type: hybrid
+System: battery
+Configuration: solid-state
+Status: normal (level 1)
+Fault Code: P0AC0
+Performance: 162.5 kWh
+Material: lithium-ion
+Measurements:
+  current=77.29 amps
+  state-of-charge=32.43 percent
+  voltage=610.58 volts
+  capacity=90.46 percent
+Parameters:
+  efficiency=0.82 percent
+  load=61.86 percent
+  temperature=26.70 °C
+  power=200.19 kW
+  vibration=4.88 mm/s
+  health_index=84.24 percent
+Sensors:
+  coolant_flow=1.9 L/min
+  cell_voltage=3.89 V
+  insulation=75.5 MΩ
+Temporal Data:
+  temp_over_time=[27.5, 26.8, 29.1, 28.6, 24.9, 25.3, 24.5] °C
+  power_trend=[246.7, 207.9, 180.3, 185.1, 236.1, 256.1, 165.5] kW
+  performance_trend=[134.0, 143.8, 174.6, 163.6, 174.9, 130.3, 141.8] kWh
+Notes: Observed symptoms: voltage fluctuations. Diagnostic trouble code: P0AC0. Diagnostic scan performed at 1751287335377. Recommended maintenance interval: 2 months. Recommended actions: charge test. 
+Maintenance Recommendations: charge test
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=basic
+Output: Diagnostic ID=fb89e3f7-529f-42d3-b389-32240014b584
+Vehicle Type: sedan
+System: electrical
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.67 ratio
+  operating-time=4028.91 hours
+Parameters:
+  efficiency=0.82 percent
+  load=0.68 percent
+  temperature=42.09 °C
+  power=30.64 kW
+  vibration=1.47 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=26.8 A
+  voltage=218.7 V
+Temporal Data:
+  temp_over_time=[42.9, 46.6, 46.9] °C
+  power_trend=[33.7, 32.2, 38.2] kW
+  performance_trend=[0.9, 0.8, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335377. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=enhanced
+Output: Diagnostic ID=93666df9-383c-4b62-941a-6e066e442b51
+Vehicle Type: hybrid
+System: regenerative
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=4041.57 hours
+Parameters:
+  efficiency=0.93 percent
+  load=4.88 percent
+  temperature=58.60 °C
+  power=42.59 kW
+  vibration=4.54 mm/s
+  health_index=94.70 percent
+Temporal Data:
+  temp_over_time=[39.1, 44.7, 43.1, 38.2, 39.6] °C
+  power_trend=[50.7, 41.9, 45.9, 30.4, 36.0] kW
+  performance_trend=[0.7, 1.0, 0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335377. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=c72ed9df-7554-497b-8349-18ece3df9d76
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=0.39 percent
+  rotor-thickness=16.30 mm
+  pad-thickness=8.91 mm
+  pressure=627.06 psi
+Parameters:
+  efficiency=0.82 percent
+  load=76.01 percent
+  temperature=50.34 °C
+  power=13.81 kW
+  vibration=4.69 mm/s
+  health_index=99.83 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.9 mm
+  pressure_sensor=1982.5 psi
+Temporal Data:
+  temp_over_time=[64.3, 73.9, 71.9, 68.6, 72.3] °C
+  power_trend=[10.6, 15.7, 14.2, 17.9, 14.3] kW
+  performance_trend=[1.2, 1.0, 0.9, 0.8, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335385. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=basic
+Output: Diagnostic ID=640cfafc-0b24-476f-909a-3d8b7dc0641c
+Vehicle Type: electric
+System: charging
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=5502.16 hours
+Parameters:
+  efficiency=0.76 percent
+  load=5.61 percent
+  temperature=42.54 °C
+  power=23.72 kW
+  vibration=2.55 mm/s
+  health_index=79.33 percent
+Temporal Data:
+  temp_over_time=[74.6, 74.6, 69.8, 64.7] °C
+  power_trend=[27.0, 20.5, 21.3, 20.2] kW
+  performance_trend=[0.6, 0.8, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335383. Recommended maintenance interval: 5 months. Recommended actions: diagnostic scan, connector check, software update. 
+Maintenance Recommendations: diagnostic scan, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=basic
+Output: Diagnostic ID=03358a21-21b9-4c7b-b4ba-f0c8228d9219
+Vehicle Type: electric
+System: charging
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=5247.64 hours
+Parameters:
+  efficiency=0.90 percent
+  load=5.44 percent
+  temperature=43.10 °C
+  power=28.45 kW
+  vibration=0.81 mm/s
+  health_index=85.24 percent
+Temporal Data:
+  temp_over_time=[60.9, 55.4, 64.4, 62.8, 64.4, 58.3] °C
+  power_trend=[28.4, 34.7, 26.6, 23.8, 26.3, 27.8] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.7, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335383. Recommended maintenance interval: 10 months. Recommended actions: connector check, software update. 
+Maintenance Recommendations: connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=4b99b0a7-5cb4-4d9c-a420-5f0aafdb858b
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: normal (level 1)
+Fault Code: P0741
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.87 ratio
+  torque=250.94 Nm
+  shift-time=0.31 seconds
+  fluid-temperature=96.91 °C
+Parameters:
+  efficiency=0.78 percent
+  load=1.52 percent
+  temperature=69.35 °C
+  power=28.85 kW
+  vibration=1.58 mm/s
+  health_index=78.29 percent
+Temporal Data:
+  temp_over_time=[81.8, 84.3, 83.6, 84.5] °C
+  power_trend=[36.6, 33.1, 33.0, 29.7] kW
+  performance_trend=[0.9, 0.8, 0.8, 1.1] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0741. Diagnostic scan performed at 1751287335383. Recommended maintenance interval: 11 months. Recommended actions: clutch adjustment, filter replacement. 
+Maintenance Recommendations: clutch adjustment, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=sequential
+Output: Diagnostic ID=dd6d2e92-71f2-4be0-91c0-5a6a6aa577f8
+Vehicle Type: motorcycle
+System: transmission
+Configuration: sequential
+Status: degraded (level 2)
+Fault Code: P0700
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.99 ratio
+  torque=227.62 Nm
+  shift-time=0.30 seconds
+  fluid-temperature=65.86 °C
+Parameters:
+  efficiency=0.78 percent
+  load=10.85 percent
+  temperature=66.67 °C
+  power=12.10 kW
+  vibration=3.31 mm/s
+  health_index=65.74 percent
+Temporal Data:
+  temp_over_time=[70.2, 65.9, 74.6, 66.0, 63.7, 72.0, 71.6] °C
+  power_trend=[15.3, 15.4, 9.3, 15.6, 13.0, 13.8, 12.8] kW
+  performance_trend=[1.0, 1.1, 1.0, 1.0, 0.9, 0.9, 1.1] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335383. Recommended maintenance interval: 2 months. Recommended actions: filter replacement, clutch adjustment. 
+Maintenance Recommendations: filter replacement, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=enhanced
+Output: Diagnostic ID=88d8ad9c-a531-43ed-8045-8b1d6f57ff5d
+Vehicle Type: suv
+System: towing
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.44 ratio
+  operating-time=3132.44 hours
+Parameters:
+  efficiency=0.99 percent
+  load=74.85 percent
+  temperature=57.46 °C
+  power=16.82 kW
+  vibration=1.84 mm/s
+  health_index=75.23 percent
+Temporal Data:
+  temp_over_time=[53.7, 51.9, 55.7, 51.7, 53.3] °C
+  power_trend=[21.1, 21.6, 17.0, 15.2, 18.8] kW
+  performance_trend=[0.8, 0.9, 0.7, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335383. Recommended maintenance interval: 12 months. Recommended actions: connector check, system inspection. 
+Maintenance Recommendations: connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=performance
+Output: Diagnostic ID=2befe243-136e-453b-96be-eea2f3a63124
+Vehicle Type: hybrid
+System: regenerative
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=7577.66 hours
+Parameters:
+  efficiency=0.83 percent
+  load=7.73 percent
+  temperature=53.80 °C
+  power=44.36 kW
+  vibration=2.10 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[50.5, 47.6, 52.4, 52.2, 47.0] °C
+  power_trend=[54.7, 36.9, 48.5, 37.1, 48.6] kW
+  performance_trend=[0.8, 1.0, 0.8, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335383. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=disc
+Output: Diagnostic ID=023fdbf6-73e9-4899-9eb0-c32dfc724052
+Vehicle Type: motorcycle
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=0.93 percent
+  rotor-thickness=13.57 mm
+  pad-thickness=10.65 mm
+  pressure=507.35 psi
+Parameters:
+  efficiency=0.94 percent
+  load=21.08 percent
+  temperature=41.98 °C
+  power=42.46 kW
+  vibration=0.41 mm/s
+  health_index=92.21 percent
+Sensors:
+  abs_status=active
+  wear_sensor=4.4 mm
+  pressure_sensor=1158.1 psi
+Temporal Data:
+  temp_over_time=[57.2, 48.7, 48.4, 56.0] °C
+  power_trend=[44.6, 31.3, 31.7, 47.3] kW
+  performance_trend=[1.0, 0.9, 0.9, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335383. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=standard
+Output: Diagnostic ID=5cdd5596-ed72-448c-8f2a-be9eb08be259
+Vehicle Type: electric
+System: autonomous
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.65 ratio
+  operating-time=3535.66 hours
+Parameters:
+  efficiency=0.82 percent
+  load=17.49 percent
+  temperature=67.01 °C
+  power=18.97 kW
+  vibration=4.76 mm/s
+  health_index=63.19 percent
+Temporal Data:
+  temp_over_time=[57.3, 55.4, 57.5, 56.5] °C
+  power_trend=[15.1, 18.1, 22.1, 18.5] kW
+  performance_trend=[0.6, 0.9, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335383. Recommended maintenance interval: 12 months. Recommended actions: software update, system inspection, connector check. 
+Maintenance Recommendations: software update, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=d748c06c-d85b-4b08-8a9b-a3686f678dc3
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.28 ratio
+  operating-time=6551.45 hours
+Parameters:
+  efficiency=0.95 percent
+  load=33.96 percent
+  temperature=31.73 °C
+  power=3.30 kW
+  vibration=0.72 mm/s
+  health_index=99.66 percent
+Temporal Data:
+  temp_over_time=[22.7, 20.8, 20.7, 23.5, 21.8, 22.0] °C
+  power_trend=[2.3, 2.6, 2.4, 2.7, 4.0, 3.0] kW
+  performance_trend=[0.9, 0.7, 0.8, 0.8, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335383. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=manual
+Output: Diagnostic ID=29b6dd8b-586e-44fa-9b14-7cd0263134f8
+Vehicle Type: commercial
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.96 ratio
+  torque=371.35 Nm
+  shift-time=0.37 seconds
+  fluid-temperature=82.25 °C
+Parameters:
+  efficiency=0.95 percent
+  load=89.92 percent
+  temperature=70.73 °C
+  power=36.22 kW
+  vibration=0.11 mm/s
+  health_index=97.43 percent
+Temporal Data:
+  temp_over_time=[66.9, 67.3, 63.3, 67.5, 62.1] °C
+  power_trend=[25.5, 36.7, 27.8, 26.6, 39.2] kW
+  performance_trend=[0.9, 1.0, 0.9, 0.8, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335381. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=26c0a7a2-5ddf-4c1a-8aa2-f6acff0df991
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.90 percent
+  rotor-thickness=25.44 mm
+  pad-thickness=10.32 mm
+  pressure=716.44 psi
+Parameters:
+  efficiency=0.82 percent
+  load=99.17 percent
+  temperature=57.78 °C
+  power=13.16 kW
+  vibration=3.26 mm/s
+  health_index=89.93 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.1 mm
+  pressure_sensor=1399.8 psi
+Temporal Data:
+  temp_over_time=[57.6, 51.2, 54.5] °C
+  power_trend=[15.9, 16.3, 10.8] kW
+  performance_trend=[0.9, 0.9, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335381. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=basic
+Output: Diagnostic ID=cfaf2917-5e5c-486b-b637-7d71fc34ea62
+Vehicle Type: suv
+System: 4wd
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.49 ratio
+  operating-time=8642.80 hours
+Parameters:
+  efficiency=0.81 percent
+  load=60.34 percent
+  temperature=66.58 °C
+  power=94.79 kW
+  vibration=1.22 mm/s
+  health_index=74.92 percent
+Temporal Data:
+  temp_over_time=[64.8, 61.9, 59.1, 69.5, 65.0] °C
+  power_trend=[118.5, 98.7, 72.7, 75.3, 81.7] kW
+  performance_trend=[0.6, 0.8, 0.8, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335381. Recommended maintenance interval: 6 months. Recommended actions: connector check, diagnostic scan. 
+Maintenance Recommendations: connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=optimized
+Output: Diagnostic ID=34e7dbd0-8c42-48ee-8cfe-54ee18e4d3ae
+Vehicle Type: electric
+System: motor
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=6962.91 hours
+Parameters:
+  efficiency=0.94 percent
+  load=92.12 percent
+  temperature=64.30 °C
+  power=135.31 kW
+  vibration=2.42 mm/s
+  health_index=87.67 percent
+Sensors:
+  voltage_ripple=2.61 V
+  temperature=72.3 °C
+  current_draw=60.4 A
+Temporal Data:
+  temp_over_time=[54.0, 62.7, 55.1, 61.9, 54.5, 59.6] °C
+  power_trend=[110.3, 115.9, 95.1, 156.9, 107.1, 159.9] kW
+  performance_trend=[0.7, 1.0, 0.9, 0.7, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335381. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=hybrid
+Output: Diagnostic ID=f9f16333-42fd-40a2-a79b-05b93f400407
+Vehicle Type: hybrid
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 373.9 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=74.96 °C
+  oil-pressure=56.16 psi
+  compression=170.35 psi
+  rpm=3316.25 rpm
+Parameters:
+  efficiency=0.80 percent
+  load=49.89 percent
+  temperature=113.02 °C
+  power=347.95 hp
+  vibration=3.62 mm/s
+  health_index=92.92 percent
+Sensors:
+  oxygen_sensor=0.21 V
+  knock_sensor=30.3 mV
+  maf_sensor=9.15 g/s
+Temporal Data:
+  temp_over_time=[92.9, 106.7, 107.8] °C
+  power_trend=[266.9, 418.8, 267.9] hp
+  performance_trend=[378.1, 412.0, 394.0] hp
+Notes: Diagnostic scan performed at 1751287335381. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=95a30a2f-500f-4d27-90b0-869e725bdf04
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=2.70 percent
+  rotor-thickness=13.48 mm
+  pad-thickness=4.08 mm
+  pressure=729.87 psi
+Parameters:
+  efficiency=0.81 percent
+  load=72.05 percent
+  temperature=65.30 °C
+  power=18.08 kW
+  vibration=0.96 mm/s
+  health_index=87.84 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.3 mm
+  pressure_sensor=1061.6 psi
+Temporal Data:
+  temp_over_time=[63.4, 57.0, 60.1] °C
+  power_trend=[15.5, 14.3, 16.6] kW
+  performance_trend=[0.8, 0.9, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335388. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=electro-hydraulic
+Output: Diagnostic ID=0f17703b-6467-49cd-b5aa-918b012cd967
+Vehicle Type: truck
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=3.80 percent
+  rotor-thickness=15.64 mm
+  pad-thickness=11.39 mm
+  pressure=289.03 psi
+Parameters:
+  efficiency=0.78 percent
+  load=82.87 percent
+  temperature=66.38 °C
+  power=36.44 kW
+  vibration=4.52 mm/s
+  health_index=97.05 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.3 mm
+  pressure_sensor=727.7 psi
+Temporal Data:
+  temp_over_time=[45.8, 49.2, 48.3] °C
+  power_trend=[40.7, 32.5, 29.8] kW
+  performance_trend=[0.8, 1.1, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=51360450-f94e-4cd6-81e7-5995d868ef97
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.89 ratio
+  operating-time=9984.21 hours
+Parameters:
+  efficiency=0.84 percent
+  load=94.99 percent
+  temperature=57.14 °C
+  power=23.64 kW
+  vibration=3.72 mm/s
+  health_index=83.94 percent
+Temporal Data:
+  temp_over_time=[41.4, 39.3, 41.0, 38.0] °C
+  power_trend=[20.3, 23.2, 16.7, 17.1] kW
+  performance_trend=[0.7, 0.7, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=electro-hydraulic
+Output: Diagnostic ID=22178fe8-3d60-4cf9-8e75-0eac62d057a2
+Vehicle Type: truck
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=3.30 percent
+  rotor-thickness=11.30 mm
+  pad-thickness=11.10 mm
+  pressure=682.78 psi
+Parameters:
+  efficiency=0.82 percent
+  load=93.29 percent
+  temperature=48.41 °C
+  power=49.17 kW
+  vibration=4.47 mm/s
+  health_index=84.90 percent
+Sensors:
+  abs_status=active
+  wear_sensor=2.0 mm
+  pressure_sensor=1043.8 psi
+Temporal Data:
+  temp_over_time=[52.3, 50.8, 55.7, 51.2, 48.1, 49.3, 53.8] °C
+  power_trend=[35.8, 49.3, 36.8, 61.3, 39.4, 41.2, 60.2] kW
+  performance_trend=[0.8, 1.1, 0.8, 1.0, 0.8, 1.0, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=optimized
+Output: Diagnostic ID=7c301e53-5560-4a1f-ac25-772f5593c7e2
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=8316.88 hours
+Parameters:
+  efficiency=0.88 percent
+  load=45.43 percent
+  temperature=59.21 °C
+  power=12.80 kW
+  vibration=2.22 mm/s
+  health_index=91.17 percent
+Temporal Data:
+  temp_over_time=[46.0, 44.4, 45.9, 53.7, 53.7, 46.7] °C
+  power_trend=[9.0, 13.0, 14.5, 15.8, 11.9, 13.0] kW
+  performance_trend=[0.8, 0.8, 0.7, 0.9, 1.0, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=sport
+Output: Diagnostic ID=efe8bd1a-23d4-4f6f-9a62-ae12386d76be
+Vehicle Type: sedan
+System: suspension
+Configuration: sport
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=2795.55 hours
+Parameters:
+  efficiency=0.87 percent
+  load=61.35 percent
+  temperature=56.06 °C
+  power=25.72 kW
+  vibration=2.87 mm/s
+  health_index=81.93 percent
+Temporal Data:
+  temp_over_time=[42.2, 45.9, 48.2, 43.1, 50.2, 49.1, 50.7] °C
+  power_trend=[19.0, 18.9, 31.3, 31.0, 27.8, 27.9, 29.3] kW
+  performance_trend=[0.8, 0.9, 0.7, 0.7, 0.9, 0.7, 0.8] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 9 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=sequential
+Output: Diagnostic ID=59fe1426-db75-46c5-a4b2-fa7a595b60e0
+Vehicle Type: motorcycle
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.88 ratio
+  torque=324.53 Nm
+  shift-time=0.25 seconds
+  fluid-temperature=65.87 °C
+Parameters:
+  efficiency=0.98 percent
+  load=7.06 percent
+  temperature=87.17 °C
+  power=22.97 kW
+  vibration=1.44 mm/s
+  health_index=83.15 percent
+Temporal Data:
+  temp_over_time=[77.5, 66.0, 68.4, 79.2, 69.1] °C
+  power_trend=[24.0, 16.4, 28.7, 26.4, 26.5] kW
+  performance_trend=[1.0, 0.9, 0.8, 0.9, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-polymer
+Output: Diagnostic ID=b16b906c-a1ef-4814-a109-bb0c8767c3f2
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-polymer
+Status: normal (level 1)
+Fault Code: P0D1F
+Performance: 104.7 kWh
+Material: polymer
+Measurements:
+  current=261.86 amps
+  state-of-charge=97.81 percent
+  voltage=602.57 volts
+  capacity=92.77 percent
+Parameters:
+  efficiency=0.75 percent
+  load=60.15 percent
+  temperature=29.50 °C
+  power=283.45 kW
+  vibration=1.31 mm/s
+  health_index=77.83 percent
+Sensors:
+  coolant_flow=2.2 L/min
+  cell_voltage=3.50 V
+  insulation=63.4 MΩ
+Temporal Data:
+  temp_over_time=[25.2, 25.8, 26.1, 25.2, 22.6] °C
+  power_trend=[272.6, 214.7, 201.7, 222.9, 364.0] kW
+  performance_trend=[118.0, 88.8, 96.8, 120.0, 111.1] kWh
+Notes: Observed symptoms: rapid discharge. Diagnostic trouble code: P0D1F. Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 9 months. Recommended actions: cooling system check, cell balancing, capacity test. 
+Maintenance Recommendations: cooling system check, cell balancing, capacity test
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=7b009567-1902-48ea-92bc-e1bb83da18a4
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=3.38 percent
+  rotor-thickness=24.70 mm
+  pad-thickness=8.04 mm
+  pressure=897.35 psi
+Parameters:
+  efficiency=0.84 percent
+  load=9.85 percent
+  temperature=55.82 °C
+  power=35.41 kW
+  vibration=2.76 mm/s
+  health_index=94.93 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.5 mm
+  pressure_sensor=1984.0 psi
+Temporal Data:
+  temp_over_time=[62.6, 54.8, 59.3, 58.2, 53.2, 57.0, 62.3] °C
+  power_trend=[45.3, 46.0, 33.0, 40.2, 44.7, 39.9, 33.0] kW
+  performance_trend=[0.8, 0.9, 1.1, 1.0, 1.0, 0.9, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335390. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=performance
+Output: Diagnostic ID=3631ba10-d6a3-4131-8d75-00691404f581
+Vehicle Type: truck
+System: payload
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.73 ratio
+  operating-time=2293.48 hours
+Parameters:
+  efficiency=0.92 percent
+  load=62.09 percent
+  temperature=46.21 °C
+  power=19.90 kW
+  vibration=1.86 mm/s
+  health_index=85.66 percent
+Temporal Data:
+  temp_over_time=[53.0, 48.0, 49.6] °C
+  power_trend=[22.6, 22.1, 24.8] kW
+  performance_trend=[0.9, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335390. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=rotary
+Output: Diagnostic ID=01fb24ab-f794-4f2f-9395-414b7c4be3c1
+Vehicle Type: suv
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 188.3 hp
+Material: steel
+Measurements:
+  oil-temperature=110.89 °C
+  oil-pressure=58.66 psi
+  compression=150.46 psi
+  rpm=2394.22 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=16.50 percent
+  temperature=81.90 °C
+  power=375.01 hp
+  vibration=1.25 mm/s
+  health_index=94.93 percent
+Sensors:
+  oxygen_sensor=0.20 V
+  knock_sensor=221.6 mV
+  maf_sensor=5.05 g/s
+Temporal Data:
+  temp_over_time=[118.9, 104.4, 98.8, 111.6] °C
+  power_trend=[376.3, 386.9, 336.5, 394.0] hp
+  performance_trend=[194.5, 201.5, 184.6, 154.4] hp
+Notes: Diagnostic scan performed at 1751287335390. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=basic
+Output: Diagnostic ID=87afd39a-88cd-4c34-b654-571d8594cbe2
+Vehicle Type: hybrid
+System: regenerative
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=8058.36 hours
+Parameters:
+  efficiency=0.78 percent
+  load=64.42 percent
+  temperature=50.11 °C
+  power=44.43 kW
+  vibration=4.20 mm/s
+  health_index=64.71 percent
+Temporal Data:
+  temp_over_time=[47.0, 43.3, 49.9, 47.0] °C
+  power_trend=[44.0, 52.8, 50.6, 56.7] kW
+  performance_trend=[0.9, 0.7, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 3 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=optimized
+Output: Diagnostic ID=8ab1af54-83a0-46a7-a172-90d1325bc0cf
+Vehicle Type: electric
+System: motor
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.18 ratio
+  operating-time=935.20 hours
+Parameters:
+  efficiency=0.86 percent
+  load=80.16 percent
+  temperature=63.33 °C
+  power=61.04 kW
+  vibration=4.32 mm/s
+  health_index=92.73 percent
+Sensors:
+  voltage_ripple=1.15 V
+  temperature=55.0 °C
+  current_draw=196.6 A
+Temporal Data:
+  temp_over_time=[57.5, 59.5, 60.2] °C
+  power_trend=[64.8, 43.5, 70.3] kW
+  performance_trend=[0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=rotary
+Output: Diagnostic ID=ccfb1ce5-1e85-4690-bf61-69fea592d9b6
+Vehicle Type: suv
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 527.0 hp
+Material: steel
+Measurements:
+  oil-temperature=101.50 °C
+  oil-pressure=56.78 psi
+  compression=130.61 psi
+  rpm=3253.81 rpm
+Parameters:
+  efficiency=0.80 percent
+  load=17.24 percent
+  temperature=117.23 °C
+  power=208.84 hp
+  vibration=4.73 mm/s
+  health_index=92.07 percent
+Sensors:
+  oxygen_sensor=0.99 V
+  knock_sensor=415.8 mV
+  maf_sensor=4.89 g/s
+Temporal Data:
+  temp_over_time=[75.7, 78.2, 80.6, 82.2, 84.1, 76.0] °C
+  power_trend=[232.4, 214.1, 179.6, 180.5, 199.2, 169.5] hp
+  performance_trend=[629.3, 469.8, 615.3, 469.7, 522.6, 498.2] hp
+Notes: Diagnostic scan performed at 1751287335386. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=d9377125-a016-43f1-a53f-d8db2442fdfe
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.76 ratio
+  operating-time=4913.11 hours
+Parameters:
+  efficiency=0.78 percent
+  load=99.32 percent
+  temperature=46.15 °C
+  power=26.86 kW
+  vibration=3.45 mm/s
+  health_index=64.95 percent
+Temporal Data:
+  temp_over_time=[59.6, 59.5, 59.4, 59.7, 55.7, 56.9] °C
+  power_trend=[22.9, 21.0, 19.8, 33.4, 34.7, 28.2] kW
+  performance_trend=[0.9, 0.8, 0.9, 0.9, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335385. Recommended maintenance interval: 4 months. Recommended actions: system inspection, connector check, software update. 
+Maintenance Recommendations: system inspection, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=drum
+Output: Diagnostic ID=a6ecaf6f-c4a7-4793-a51c-0ae4e163dd9d
+Vehicle Type: suv
+System: brakes
+Configuration: drum
+Status: degraded (level 2)
+Fault Code: C0035
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=1.39 percent
+  rotor-thickness=17.53 mm
+  pad-thickness=6.72 mm
+  pressure=655.07 psi
+Parameters:
+  efficiency=0.79 percent
+  load=13.72 percent
+  temperature=61.61 °C
+  power=42.34 kW
+  vibration=3.30 mm/s
+  health_index=59.36 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.4 mm
+  pressure_sensor=619.5 psi
+Temporal Data:
+  temp_over_time=[42.6, 45.2, 49.6, 49.7] °C
+  power_trend=[51.5, 41.2, 39.9, 44.3] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.8] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335385. Recommended maintenance interval: 12 months. Recommended actions: fluid flush. 
+Maintenance Recommendations: fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=enhanced
+Output: Diagnostic ID=b977a127-3c63-4e93-badf-b50d2b6d3b01
+Vehicle Type: sedan
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=87.49 hours
+Parameters:
+  efficiency=0.84 percent
+  load=92.55 percent
+  temperature=13.57 °C
+  power=5.81 kW
+  vibration=3.30 mm/s
+  health_index=92.34 percent
+Temporal Data:
+  temp_over_time=[14.6, 12.5, 12.5, 14.5, 14.3, 13.4, 14.7] °C
+  power_trend=[7.3, 6.2, 5.6, 4.8, 6.8, 5.9, 6.7] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.7, 0.9, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335385. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=performance
+Output: Diagnostic ID=f59544fd-0e1e-48d0-9635-3a3dfe942e49
+Vehicle Type: truck
+System: diesel
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0100
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.36 ratio
+  operating-time=6081.73 hours
+Parameters:
+  efficiency=0.97 percent
+  load=98.61 percent
+  temperature=56.32 °C
+  power=31.63 kW
+  vibration=0.49 mm/s
+  health_index=59.56 percent
+Temporal Data:
+  temp_over_time=[68.1, 69.0, 64.8] °C
+  power_trend=[26.1, 31.5, 33.2] kW
+  performance_trend=[1.1, 1.1, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335385. Recommended maintenance interval: 10 months. Recommended actions: diagnostic scan, connector check. 
+Maintenance Recommendations: diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=standard
+Output: Diagnostic ID=ee8c812c-4e9b-464a-9f2c-56574eaba674
+Vehicle Type: truck
+System: exhaust
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.25 ratio
+  operating-time=7007.55 hours
+Parameters:
+  efficiency=0.85 percent
+  load=22.22 percent
+  temperature=69.46 °C
+  power=39.28 kW
+  vibration=2.85 mm/s
+  health_index=93.76 percent
+Temporal Data:
+  temp_over_time=[47.4, 49.3, 54.0, 56.3, 53.6] °C
+  power_trend=[42.9, 30.1, 38.4, 31.7, 42.1] kW
+  performance_trend=[0.9, 0.7, 0.9, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335392. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=standard
+Output: Diagnostic ID=3fa4a435-40b6-417d-ad1c-7c8ff61404d5
+Vehicle Type: electric
+System: autonomous
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.52 ratio
+  operating-time=3678.00 hours
+Parameters:
+  efficiency=0.97 percent
+  load=49.97 percent
+  temperature=60.44 °C
+  power=32.14 kW
+  vibration=3.74 mm/s
+  health_index=87.01 percent
+Temporal Data:
+  temp_over_time=[55.6, 56.4, 54.3, 53.3, 56.0, 59.0] °C
+  power_trend=[35.4, 37.9, 40.1, 38.4, 23.0, 34.3] kW
+  performance_trend=[0.7, 0.8, 0.7, 0.7, 0.8, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335390. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=performance
+Output: Diagnostic ID=395cfcdc-68ea-44e6-b795-6a5d07e5181d
+Vehicle Type: electric
+System: electronics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.84 ratio
+  operating-time=225.18 hours
+Parameters:
+  efficiency=0.83 percent
+  load=96.97 percent
+  temperature=40.02 °C
+  power=13.78 kW
+  vibration=4.42 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=6.3 A
+  voltage=196.2 V
+Temporal Data:
+  temp_over_time=[44.1, 47.2, 48.9, 48.9] °C
+  power_trend=[11.2, 16.3, 17.8, 16.9] kW
+  performance_trend=[0.7, 0.6, 0.9, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335390. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-polymer
+Output: Diagnostic ID=046b938f-19c6-4e70-a71e-4ef937f71565
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-polymer
+Status: normal (level 1)
+Fault Code: P0D1F
+Performance: 361.5 kWh
+Material: polymer
+Measurements:
+  current=16.53 amps
+  state-of-charge=36.62 percent
+  voltage=598.14 volts
+  capacity=95.79 percent
+Parameters:
+  efficiency=0.75 percent
+  load=33.61 percent
+  temperature=47.51 °C
+  power=249.11 kW
+  vibration=3.83 mm/s
+  health_index=72.91 percent
+Sensors:
+  coolant_flow=1.3 L/min
+  cell_voltage=3.54 V
+  insulation=34.5 MΩ
+Temporal Data:
+  temp_over_time=[29.2, 30.3, 29.5, 27.1, 30.5, 29.2, 29.4] °C
+  power_trend=[233.1, 277.1, 283.4, 210.2, 188.9, 204.4, 210.6] kW
+  performance_trend=[383.8, 311.5, 314.8, 361.4, 358.0, 294.5, 401.1] kWh
+Notes: Observed symptoms: slow charging. Diagnostic trouble code: P0D1F. Diagnostic scan performed at 1751287335390. Recommended maintenance interval: 9 months. Recommended actions: cooling system check, charge test, cell balancing. 
+Maintenance Recommendations: cooling system check, charge test, cell balancing
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=enhanced
+Output: Diagnostic ID=2684f6c9-4e48-4eb5-9825-b9913c99f6b2
+Vehicle Type: hybrid
+System: regenerative
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.52 ratio
+  operating-time=4045.24 hours
+Parameters:
+  efficiency=0.95 percent
+  load=3.02 percent
+  temperature=63.96 °C
+  power=40.53 kW
+  vibration=1.00 mm/s
+  health_index=96.85 percent
+Temporal Data:
+  temp_over_time=[44.4, 46.7, 50.4, 49.4, 45.7, 49.1] °C
+  power_trend=[38.1, 47.8, 41.9, 51.8, 33.4, 29.9] kW
+  performance_trend=[0.8, 0.8, 0.7, 0.7, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335392. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=sequential
+Output: Diagnostic ID=522733b7-578f-4e99-828c-a9b42e746079
+Vehicle Type: sedan
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.93 ratio
+  torque=336.16 Nm
+  shift-time=0.20 seconds
+  fluid-temperature=82.67 °C
+Parameters:
+  efficiency=1.00 percent
+  load=90.26 percent
+  temperature=67.51 °C
+  power=38.03 kW
+  vibration=4.03 mm/s
+  health_index=90.12 percent
+Temporal Data:
+  temp_over_time=[58.6, 68.1, 68.4, 68.2] °C
+  power_trend=[49.4, 37.5, 46.4, 38.4] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335392. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=basic
+Output: Diagnostic ID=cce4bc57-7265-43da-95b3-20d2a750d298
+Vehicle Type: truck
+System: exhaust
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=3050.89 hours
+Parameters:
+  efficiency=0.80 percent
+  load=21.39 percent
+  temperature=61.70 °C
+  power=17.69 kW
+  vibration=4.87 mm/s
+  health_index=60.41 percent
+Temporal Data:
+  temp_over_time=[53.0, 46.3, 51.2, 55.2, 53.5, 46.0] °C
+  power_trend=[18.8, 13.2, 14.2, 14.6, 13.8, 20.6] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.9, 0.7, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335392. Recommended maintenance interval: 6 months. Recommended actions: system inspection, software update. 
+Maintenance Recommendations: system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=basic
+Output: Diagnostic ID=1e539b5f-eb49-4ca6-861d-fdb94adad921
+Vehicle Type: motorcycle
+System: cooling
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=8670.18 hours
+Parameters:
+  efficiency=0.92 percent
+  load=97.17 percent
+  temperature=47.30 °C
+  power=29.01 kW
+  vibration=2.94 mm/s
+  health_index=95.24 percent
+Temporal Data:
+  temp_over_time=[61.9, 65.8, 66.8] °C
+  power_trend=[34.0, 30.6, 23.4] kW
+  performance_trend=[0.7, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335392. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=optimized
+Output: Diagnostic ID=e7f202e2-f365-48bc-bd26-516749f4017c
+Vehicle Type: electric
+System: thermal
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=539.57 hours
+Parameters:
+  efficiency=0.94 percent
+  load=83.77 percent
+  temperature=65.29 °C
+  power=21.52 kW
+  vibration=3.12 mm/s
+  health_index=59.97 percent
+Temporal Data:
+  temp_over_time=[41.1, 44.4, 42.6, 49.7, 43.4, 43.4, 42.1] °C
+  power_trend=[20.7, 16.6, 26.5, 15.2, 23.1, 17.1, 24.6] kW
+  performance_trend=[0.9, 1.0, 1.1, 1.0, 1.1, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335394. Recommended maintenance interval: 7 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=basic
+Output: Diagnostic ID=69279fb6-777e-4547-af94-cc7204d916e0
+Vehicle Type: hybrid
+System: regenerative
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=6845.89 hours
+Parameters:
+  efficiency=0.99 percent
+  load=38.66 percent
+  temperature=40.15 °C
+  power=15.52 kW
+  vibration=4.81 mm/s
+  health_index=91.93 percent
+Temporal Data:
+  temp_over_time=[59.8, 58.0, 62.5, 58.6] °C
+  power_trend=[11.2, 15.0, 12.8, 12.5] kW
+  performance_trend=[0.9, 0.8, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335394. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-ion
+Output: Diagnostic ID=4069cd0d-b9ac-4d4e-b6dc-f5287f580019
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-ion
+Status: optimal (level 0)
+Performance: 74.3 kWh
+Material: polymer
+Measurements:
+  current=117.90 amps
+  state-of-charge=60.72 percent
+  voltage=365.55 volts
+  capacity=89.83 percent
+Parameters:
+  efficiency=0.92 percent
+  load=82.67 percent
+  temperature=28.79 °C
+  power=179.27 kW
+  vibration=3.38 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=2.6 L/min
+  cell_voltage=4.11 V
+  insulation=86.1 MΩ
+Temporal Data:
+  temp_over_time=[40.3, 41.4, 45.2, 42.6] °C
+  power_trend=[199.7, 195.6, 212.2, 205.6] kW
+  performance_trend=[70.2, 62.6, 75.3, 61.3] kWh
+Notes: Diagnostic scan performed at 1751287335394. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=rotary
+Output: Diagnostic ID=9ad2e5d3-afd8-49b0-809b-b726217b22ad
+Vehicle Type: suv
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 556.7 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=89.15 °C
+  oil-pressure=67.32 psi
+  compression=129.46 psi
+  rpm=2811.84 rpm
+Parameters:
+  efficiency=0.75 percent
+  load=97.22 percent
+  temperature=103.73 °C
+  power=277.42 hp
+  vibration=4.52 mm/s
+  health_index=95.33 percent
+Sensors:
+  oxygen_sensor=0.24 V
+  knock_sensor=208.6 mV
+  maf_sensor=10.15 g/s
+Temporal Data:
+  temp_over_time=[119.5, 109.4, 102.2] °C
+  power_trend=[330.2, 204.1, 316.5] hp
+  performance_trend=[526.8, 488.9, 474.6] hp
+Notes: Diagnostic scan performed at 1751287335390. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=optimized
+Output: Diagnostic ID=9e1413d3-5cb2-49e5-af1b-eaf3a697f098
+Vehicle Type: hybrid
+System: electronics
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.43 ratio
+  operating-time=9619.42 hours
+Parameters:
+  efficiency=0.95 percent
+  load=62.17 percent
+  temperature=30.22 °C
+  power=20.62 kW
+  vibration=4.19 mm/s
+  health_index=67.02 percent
+Sensors:
+  current=27.6 A
+  voltage=130.2 V
+Temporal Data:
+  temp_over_time=[45.1, 41.7, 43.2, 45.4] °C
+  power_trend=[16.1, 16.7, 16.5, 26.2] kW
+  performance_trend=[1.1, 1.1, 0.9, 0.8] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335390. Recommended maintenance interval: 8 months. Recommended actions: connector check, diagnostic scan, software update. 
+Maintenance Recommendations: connector check, diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=rotary
+Output: Diagnostic ID=ccb5bf8b-d00c-4a55-973a-20f49158915e
+Vehicle Type: commercial
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 209.5 hp
+Material: titanium
+Measurements:
+  oil-temperature=106.32 °C
+  oil-pressure=21.61 psi
+  compression=167.88 psi
+  rpm=4826.10 rpm
+Parameters:
+  efficiency=0.85 percent
+  load=14.08 percent
+  temperature=111.56 °C
+  power=476.72 hp
+  vibration=1.40 mm/s
+  health_index=90.72 percent
+Sensors:
+  oxygen_sensor=0.81 V
+  knock_sensor=211.2 mV
+  maf_sensor=3.25 g/s
+Temporal Data:
+  temp_over_time=[101.7, 103.1, 122.4, 113.3, 107.6] °C
+  power_trend=[511.6, 461.5, 388.3, 438.4, 336.4] hp
+  performance_trend=[212.0, 231.6, 223.3, 231.4, 218.2] hp
+Notes: Diagnostic scan performed at 1751287335394. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=performance
+Output: Diagnostic ID=4818dfa4-6c4f-488f-8cdd-bda57cfefaa1
+Vehicle Type: sedan
+System: electrical
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.32 ratio
+  operating-time=2930.95 hours
+Parameters:
+  efficiency=0.86 percent
+  load=35.09 percent
+  temperature=35.71 °C
+  power=47.02 kW
+  vibration=4.16 mm/s
+  health_index=93.87 percent
+Sensors:
+  current=15.8 A
+  voltage=14.8 V
+Temporal Data:
+  temp_over_time=[34.6, 36.8, 37.6, 35.5, 33.4, 36.9] °C
+  power_trend=[34.2, 56.5, 38.6, 46.9, 33.1, 57.5] kW
+  performance_trend=[0.8, 1.1, 0.9, 0.9, 1.0, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335390. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=55a08e31-6fd7-4052-80e2-e583d9c68414
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 485.6 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=85.85 °C
+  oil-pressure=36.24 psi
+  compression=130.65 psi
+  rpm=6267.28 rpm
+Parameters:
+  efficiency=0.82 percent
+  load=69.69 percent
+  temperature=116.03 °C
+  power=484.55 hp
+  vibration=1.58 mm/s
+  health_index=90.00 percent
+Sensors:
+  oxygen_sensor=0.99 V
+  knock_sensor=18.8 mV
+  maf_sensor=8.71 g/s
+Temporal Data:
+  temp_over_time=[107.9, 100.7, 96.8] °C
+  power_trend=[451.8, 434.2, 383.3] hp
+  performance_trend=[509.9, 526.1, 499.6] hp
+Notes: Diagnostic scan performed at 1751287335388. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=supercharged
+Output: Diagnostic ID=150412bd-9ff0-4597-83cb-73b0c48296ad
+Vehicle Type: motorcycle
+System: engine
+Configuration: supercharged
+Status: degraded (level 2)
+Fault Code: P0606
+Performance: 367.5 hp
+Material: titanium
+Measurements:
+  oil-temperature=91.24 °C
+  oil-pressure=70.47 psi
+  compression=123.69 psi
+  rpm=4171.22 rpm
+Parameters:
+  efficiency=0.85 percent
+  load=45.90 percent
+  temperature=89.76 °C
+  power=285.45 hp
+  vibration=3.58 mm/s
+  health_index=59.62 percent
+Sensors:
+  oxygen_sensor=0.42 V
+  knock_sensor=428.4 mV
+  maf_sensor=8.85 g/s
+Temporal Data:
+  temp_over_time=[88.9, 87.0, 82.7, 79.5, 87.2, 85.3] °C
+  power_trend=[288.8, 320.7, 253.2, 237.5, 282.0, 357.3] hp
+  performance_trend=[347.1, 350.9, 309.0, 411.0, 309.0, 393.8] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335388. Recommended maintenance interval: 10 months. Recommended actions: spark plug replacement. 
+Maintenance Recommendations: spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=performance
+Output: Diagnostic ID=4a10dcf3-7a9e-4cb7-9b8f-f166ca221feb
+Vehicle Type: electric
+System: motor
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=6936.12 hours
+Parameters:
+  efficiency=0.98 percent
+  load=55.48 percent
+  temperature=65.11 °C
+  power=333.66 kW
+  vibration=4.70 mm/s
+  health_index=81.58 percent
+Sensors:
+  voltage_ripple=2.34 V
+  temperature=38.1 °C
+  current_draw=36.7 A
+Temporal Data:
+  temp_over_time=[60.5, 55.0, 53.9, 57.4, 61.1, 64.9] °C
+  power_trend=[349.3, 244.2, 255.9, 312.1, 415.7, 385.1] kW
+  performance_trend=[1.0, 0.9, 0.8, 1.0, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335388. Recommended maintenance interval: 4 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=performance
+Output: Diagnostic ID=e5117c3d-e1cf-4c70-8f21-11e2999ea9b4
+Vehicle Type: truck
+System: exhaust
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.20 ratio
+  operating-time=2033.71 hours
+Parameters:
+  efficiency=0.99 percent
+  load=57.94 percent
+  temperature=57.64 °C
+  power=48.98 kW
+  vibration=2.33 mm/s
+  health_index=92.13 percent
+Temporal Data:
+  temp_over_time=[53.3, 52.5, 50.3] °C
+  power_trend=[48.6, 41.0, 58.5] kW
+  performance_trend=[0.9, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335388. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=eb0507af-434d-4b58-b114-43517400a977
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 522.2 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=107.52 °C
+  oil-pressure=21.02 psi
+  compression=162.39 psi
+  rpm=5943.77 rpm
+Parameters:
+  efficiency=0.79 percent
+  load=30.41 percent
+  temperature=98.94 °C
+  power=351.14 hp
+  vibration=0.17 mm/s
+  health_index=96.33 percent
+Sensors:
+  oxygen_sensor=0.67 V
+  knock_sensor=210.3 mV
+  maf_sensor=5.66 g/s
+Temporal Data:
+  temp_over_time=[127.5, 118.8, 107.2, 113.9] °C
+  power_trend=[376.2, 421.3, 313.7, 324.1] hp
+  performance_trend=[442.2, 510.1, 606.8, 431.5] hp
+Notes: Diagnostic scan performed at 1751287335388. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=3119c1a0-93dc-4a0f-9209-a42661801b49
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.22 ratio
+  operating-time=3071.87 hours
+Parameters:
+  efficiency=0.87 percent
+  load=82.30 percent
+  temperature=57.33 °C
+  power=300.17 kW
+  vibration=2.78 mm/s
+  health_index=88.95 percent
+Sensors:
+  voltage_ripple=3.75 V
+  temperature=93.4 °C
+  current_draw=142.1 A
+Temporal Data:
+  temp_over_time=[49.2, 47.7, 47.9] °C
+  power_trend=[327.9, 330.7, 217.2] kW
+  performance_trend=[0.7, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335388. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=drum
+Output: Diagnostic ID=56774b6b-de2c-4d4c-85dd-05f059dbf37c
+Vehicle Type: suv
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=2.62 percent
+  rotor-thickness=21.42 mm
+  pad-thickness=5.21 mm
+  pressure=722.85 psi
+Parameters:
+  efficiency=0.84 percent
+  load=98.54 percent
+  temperature=67.44 °C
+  power=18.29 kW
+  vibration=4.19 mm/s
+  health_index=92.15 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.0 mm
+  pressure_sensor=1546.8 psi
+Temporal Data:
+  temp_over_time=[59.8, 63.9, 62.7, 59.6, 59.1] °C
+  power_trend=[22.9, 19.0, 22.0, 19.6, 21.6] kW
+  performance_trend=[1.1, 1.0, 1.1, 0.8, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335388. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=standard
+Output: Diagnostic ID=bed81959-bc54-4517-8289-656eb6bc5be3
+Vehicle Type: truck
+System: payload
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.29 ratio
+  operating-time=4241.04 hours
+Parameters:
+  efficiency=0.95 percent
+  load=40.82 percent
+  temperature=53.89 °C
+  power=23.93 kW
+  vibration=0.27 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[66.6, 69.5, 65.4, 66.1, 63.3] °C
+  power_trend=[23.4, 18.2, 30.9, 25.6, 29.1] kW
+  performance_trend=[0.9, 1.1, 1.1, 1.1, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335388. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=electro-hydraulic
+Output: Diagnostic ID=6aed470b-8135-43c2-8432-b95a073531f9
+Vehicle Type: sedan
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=0.56 percent
+  rotor-thickness=14.93 mm
+  pad-thickness=9.94 mm
+  pressure=298.38 psi
+Parameters:
+  efficiency=0.95 percent
+  load=72.78 percent
+  temperature=68.07 °C
+  power=10.13 kW
+  vibration=0.38 mm/s
+  health_index=100.00 percent
+Sensors:
+  abs_status=active
+  wear_sensor=2.2 mm
+  pressure_sensor=1973.4 psi
+Temporal Data:
+  temp_over_time=[66.5, 66.4, 59.4, 67.4] °C
+  power_trend=[11.5, 12.6, 10.5, 10.8] kW
+  performance_trend=[0.9, 1.0, 1.0, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335398. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=lithium-polymer
+Output: Diagnostic ID=8a5209f7-5096-4f52-abe6-416b2129c55d
+Vehicle Type: electric
+System: battery
+Configuration: lithium-polymer
+Status: degraded (level 2)
+Fault Code: P0AC0
+Performance: 462.0 kWh
+Material: nickel-metal
+Measurements:
+  current=165.12 amps
+  state-of-charge=40.92 percent
+  voltage=453.89 volts
+  capacity=89.43 percent
+Parameters:
+  efficiency=0.77 percent
+  load=18.49 percent
+  temperature=35.80 °C
+  power=314.87 kW
+  vibration=2.36 mm/s
+  health_index=70.96 percent
+Sensors:
+  coolant_flow=2.1 L/min
+  cell_voltage=3.87 V
+  insulation=13.1 MΩ
+Temporal Data:
+  temp_over_time=[37.8, 38.8, 41.4, 38.4, 42.6, 38.0] °C
+  power_trend=[279.4, 396.8, 284.4, 357.6, 266.4, 298.4] kW
+  performance_trend=[551.7, 384.4, 447.6, 455.9, 493.9, 421.0] kWh
+Notes: Observed symptoms: voltage fluctuations. Diagnostic trouble code: P0AC0. Diagnostic scan performed at 1751287335398. Recommended maintenance interval: 5 months. Recommended actions: cooling system check. 
+Maintenance Recommendations: cooling system check
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=enhanced
+Output: Diagnostic ID=9acb7f05-f41c-4784-b487-f4cd160fb664
+Vehicle Type: electric
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.87 ratio
+  operating-time=8043.02 hours
+Parameters:
+  efficiency=0.95 percent
+  load=20.19 percent
+  temperature=38.27 °C
+  power=13.93 kW
+  vibration=1.95 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=12.3 A
+  voltage=212.9 V
+Temporal Data:
+  temp_over_time=[32.6, 33.8, 33.3, 30.8, 32.0, 29.3] °C
+  power_trend=[12.5, 15.0, 17.4, 13.6, 10.8, 17.2] kW
+  performance_trend=[0.6, 0.6, 0.6, 0.7, 0.6, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335396. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=manual
+Output: Diagnostic ID=64f3e098-fa7c-4e4c-b2c4-0e14134f644a
+Vehicle Type: commercial
+System: transmission
+Configuration: manual
+Status: normal (level 1)
+Fault Code: P0715
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.89 ratio
+  torque=356.94 Nm
+  shift-time=0.28 seconds
+  fluid-temperature=98.14 °C
+Parameters:
+  efficiency=0.95 percent
+  load=97.41 percent
+  temperature=81.42 °C
+  power=41.73 kW
+  vibration=2.15 mm/s
+  health_index=80.35 percent
+Temporal Data:
+  temp_over_time=[75.6, 74.6, 69.5, 75.0, 82.4, 70.7] °C
+  power_trend=[45.9, 45.8, 29.5, 49.3, 37.6, 39.9] kW
+  performance_trend=[0.8, 0.8, 1.0, 1.1, 0.9, 1.0] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0715. Diagnostic scan performed at 1751287335396. Recommended maintenance interval: 5 months. Recommended actions: seal inspection, clutch adjustment. 
+Maintenance Recommendations: seal inspection, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=direct-injection
+Output: Diagnostic ID=2f30a4f7-5c81-491b-8c00-27ec16a9b1f7
+Vehicle Type: commercial
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 260.3 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=88.63 °C
+  oil-pressure=33.93 psi
+  compression=174.01 psi
+  rpm=3535.33 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=65.47 percent
+  temperature=99.73 °C
+  power=157.29 hp
+  vibration=3.42 mm/s
+  health_index=81.02 percent
+Sensors:
+  oxygen_sensor=0.95 V
+  knock_sensor=328.0 mV
+  maf_sensor=8.34 g/s
+Temporal Data:
+  temp_over_time=[102.0, 105.8, 108.3, 104.2, 103.0, 106.5] °C
+  power_trend=[141.8, 133.4, 196.0, 201.1, 198.6, 137.9] hp
+  performance_trend=[217.6, 273.9, 255.2, 248.4, 257.5, 290.3] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335396. Recommended maintenance interval: 9 months. Recommended actions: timing belt inspection, spark plug replacement. 
+Maintenance Recommendations: timing belt inspection, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=optimized
+Output: Diagnostic ID=4fca1a09-ceae-4fed-b5b1-cf5e996bcf49
+Vehicle Type: commercial
+System: emissions
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=1636.11 hours
+Parameters:
+  efficiency=0.84 percent
+  load=99.77 percent
+  temperature=58.09 °C
+  power=19.55 kW
+  vibration=3.46 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[46.8, 43.8, 46.1, 47.4, 49.6, 41.1] °C
+  power_trend=[14.6, 15.7, 17.1, 18.6, 17.7, 18.7] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.7, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335396. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=basic
+Output: Diagnostic ID=b8050774-10ca-4a59-b95c-45ece43bb5f1
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=378.71 hours
+Parameters:
+  efficiency=0.85 percent
+  load=61.94 percent
+  temperature=62.11 °C
+  power=30.12 kW
+  vibration=3.58 mm/s
+  health_index=95.25 percent
+Temporal Data:
+  temp_over_time=[59.5, 68.4, 66.4, 65.2] °C
+  power_trend=[21.7, 24.0, 38.9, 29.4] kW
+  performance_trend=[0.7, 0.6, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335396. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=performance
+Output: Diagnostic ID=1ec3c00f-d6b2-4bf8-83c2-656a699fa6ff
+Vehicle Type: commercial
+System: safety
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=9049.51 hours
+Parameters:
+  efficiency=0.98 percent
+  load=81.51 percent
+  temperature=49.89 °C
+  power=16.69 kW
+  vibration=2.50 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[63.9, 59.7, 56.8] °C
+  power_trend=[15.3, 16.4, 19.1] kW
+  performance_trend=[0.9, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335396. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=enhanced
+Output: Diagnostic ID=5fb64ef5-fbb5-4e7a-a422-bb522cca406b
+Vehicle Type: truck
+System: payload
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.72 ratio
+  operating-time=681.48 hours
+Parameters:
+  efficiency=0.81 percent
+  load=27.55 percent
+  temperature=66.01 °C
+  power=16.06 kW
+  vibration=1.68 mm/s
+  health_index=83.92 percent
+Temporal Data:
+  temp_over_time=[66.5, 70.0, 66.4, 69.7, 63.7, 60.8, 62.8] °C
+  power_trend=[19.3, 16.8, 19.7, 14.1, 17.2, 20.2, 17.2] kW
+  performance_trend=[0.8, 0.9, 1.0, 0.9, 0.9, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335400. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=138fc88e-9673-4070-9bf3-1edad9cbddea
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.90 ratio
+  torque=212.74 Nm
+  shift-time=0.27 seconds
+  fluid-temperature=81.95 °C
+Parameters:
+  efficiency=0.91 percent
+  load=20.65 percent
+  temperature=84.19 °C
+  power=26.80 kW
+  vibration=0.17 mm/s
+  health_index=82.82 percent
+Temporal Data:
+  temp_over_time=[70.4, 72.6, 71.5, 70.0] °C
+  power_trend=[29.6, 29.2, 33.2, 20.5] kW
+  performance_trend=[1.0, 0.8, 1.0, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335396. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=performance
+Output: Diagnostic ID=6925219f-9e08-40f3-b359-2e79a2c8e480
+Vehicle Type: hybrid
+System: regenerative
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.93 ratio
+  operating-time=3898.37 hours
+Parameters:
+  efficiency=0.77 percent
+  load=34.10 percent
+  temperature=54.99 °C
+  power=35.97 kW
+  vibration=4.27 mm/s
+  health_index=88.49 percent
+Temporal Data:
+  temp_over_time=[60.7, 62.6, 59.4, 62.1] °C
+  power_trend=[30.9, 32.3, 28.3, 45.8] kW
+  performance_trend=[1.1, 1.0, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335394. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=sequential
+Output: Diagnostic ID=53bdcd25-6c4f-4ead-ad79-8262df0e1c22
+Vehicle Type: commercial
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.85 ratio
+  torque=286.37 Nm
+  shift-time=0.13 seconds
+  fluid-temperature=77.83 °C
+Parameters:
+  efficiency=0.98 percent
+  load=96.07 percent
+  temperature=86.66 °C
+  power=12.28 kW
+  vibration=4.98 mm/s
+  health_index=89.59 percent
+Temporal Data:
+  temp_over_time=[82.4, 83.6, 81.4, 82.1, 80.8, 79.0] °C
+  power_trend=[11.3, 11.3, 13.4, 15.0, 10.3, 10.0] kW
+  performance_trend=[0.8, 1.1, 1.0, 0.9, 0.8, 1.1] efficiency
+Notes: Diagnostic scan performed at 1751287335394. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=performance
+Output: Diagnostic ID=57f5daa9-8d3f-41a1-8c79-a4b18e9ec98d
+Vehicle Type: motorcycle
+System: electrical
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: steel
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=945.67 hours
+Parameters:
+  efficiency=0.94 percent
+  load=10.02 percent
+  temperature=30.40 °C
+  power=12.94 kW
+  vibration=0.37 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=28.0 A
+  voltage=134.2 V
+Temporal Data:
+  temp_over_time=[35.6, 33.0, 36.1, 36.1] °C
+  power_trend=[12.9, 13.9, 14.8, 13.1] kW
+  performance_trend=[1.0, 1.1, 1.1, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335394. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=drum
+Output: Diagnostic ID=37997a5e-5fce-4098-b1a6-fcbb048e0373
+Vehicle Type: sedan
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=3.21 percent
+  rotor-thickness=12.57 mm
+  pad-thickness=10.14 mm
+  pressure=693.41 psi
+Parameters:
+  efficiency=0.88 percent
+  load=80.35 percent
+  temperature=45.10 °C
+  power=45.79 kW
+  vibration=1.30 mm/s
+  health_index=100.00 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=1.1 mm
+  pressure_sensor=745.7 psi
+Temporal Data:
+  temp_over_time=[46.0, 44.9, 46.1] °C
+  power_trend=[53.1, 32.2, 44.4] kW
+  performance_trend=[0.8, 1.0, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335392. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=standard
+Output: Diagnostic ID=43752822-ca8f-458c-b893-cffa37aaa91f
+Vehicle Type: hybrid
+System: regenerative
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=5142.38 hours
+Parameters:
+  efficiency=0.90 percent
+  load=71.38 percent
+  temperature=41.99 °C
+  power=20.41 kW
+  vibration=0.47 mm/s
+  health_index=85.94 percent
+Temporal Data:
+  temp_over_time=[54.7, 58.1, 49.5, 53.1, 57.9] °C
+  power_trend=[18.8, 24.0, 16.3, 23.8, 15.9] kW
+  performance_trend=[1.1, 0.9, 1.0, 1.1, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335392. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=performance
+Output: Diagnostic ID=a2d1bb74-1b31-4ec2-bf90-0892ee3262cf
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=2172.92 hours
+Parameters:
+  efficiency=0.98 percent
+  load=72.50 percent
+  temperature=56.09 °C
+  power=43.04 kW
+  vibration=3.42 mm/s
+  health_index=86.68 percent
+Temporal Data:
+  temp_over_time=[41.2, 47.7, 42.6, 42.2, 43.9, 49.9, 42.3] °C
+  power_trend=[33.6, 32.7, 37.8, 46.2, 32.1, 34.1, 51.5] kW
+  performance_trend=[1.0, 0.8, 0.8, 1.0, 0.8, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335392. Recommended maintenance interval: 8 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=nickel-metal
+Output: Diagnostic ID=f68b599d-2091-41c0-83a1-05ce52187e74
+Vehicle Type: hybrid
+System: battery
+Configuration: nickel-metal
+Status: optimal (level 0)
+Performance: 420.5 kWh
+Material: polymer
+Measurements:
+  current=113.18 amps
+  state-of-charge=79.89 percent
+  voltage=686.54 volts
+  capacity=95.84 percent
+Parameters:
+  efficiency=0.77 percent
+  load=6.54 percent
+  temperature=29.44 °C
+  power=499.22 kW
+  vibration=4.90 mm/s
+  health_index=87.77 percent
+Sensors:
+  coolant_flow=1.7 L/min
+  cell_voltage=3.66 V
+  insulation=85.4 MΩ
+Temporal Data:
+  temp_over_time=[42.4, 42.1, 38.1, 38.0, 45.1, 40.6] °C
+  power_trend=[433.6, 426.6, 453.4, 642.8, 451.5, 586.7] kW
+  performance_trend=[491.7, 459.9, 500.4, 464.5, 411.8, 416.7] kWh
+Notes: Diagnostic scan performed at 1751287335392. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=optimized
+Output: Diagnostic ID=4cb52bbd-71a5-4240-85be-9319a6286ebe
+Vehicle Type: electric
+System: autonomous
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=3776.05 hours
+Parameters:
+  efficiency=0.79 percent
+  load=14.67 percent
+  temperature=68.18 °C
+  power=35.14 kW
+  vibration=4.15 mm/s
+  health_index=90.29 percent
+Temporal Data:
+  temp_over_time=[38.5, 41.2, 46.3] °C
+  power_trend=[45.1, 37.3, 37.7] kW
+  performance_trend=[0.9, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335401. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=enhanced
+Output: Diagnostic ID=dd70d6b4-f079-44af-9e88-884e93f56fad
+Vehicle Type: commercial
+System: safety
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.70 ratio
+  operating-time=6700.72 hours
+Parameters:
+  efficiency=0.93 percent
+  load=95.41 percent
+  temperature=54.39 °C
+  power=15.22 kW
+  vibration=1.15 mm/s
+  health_index=72.93 percent
+Temporal Data:
+  temp_over_time=[42.8, 42.4, 42.7, 45.6, 40.5] °C
+  power_trend=[11.0, 11.6, 11.8, 13.8, 13.0] kW
+  performance_trend=[1.1, 0.8, 1.1, 0.9, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335400. Recommended maintenance interval: 8 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=optimized
+Output: Diagnostic ID=02dba608-9535-428b-a0fd-29340d5f1add
+Vehicle Type: motorcycle
+System: electrical
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.33 ratio
+  operating-time=2697.66 hours
+Parameters:
+  efficiency=0.92 percent
+  load=17.96 percent
+  temperature=48.82 °C
+  power=36.54 kW
+  vibration=3.44 mm/s
+  health_index=93.72 percent
+Sensors:
+  current=29.4 A
+  voltage=234.2 V
+Temporal Data:
+  temp_over_time=[40.6, 42.5, 40.9, 42.0, 39.7, 39.5, 41.3] °C
+  power_trend=[27.1, 28.9, 25.8, 30.5, 28.1, 39.8, 33.6] kW
+  performance_trend=[0.9, 0.9, 1.1, 1.1, 1.0, 0.9, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335400. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=enhanced
+Output: Diagnostic ID=6c729568-95b7-4be0-a4f3-5d6fb2c86cd4
+Vehicle Type: electric
+System: electronics
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.49 ratio
+  operating-time=4617.13 hours
+Parameters:
+  efficiency=0.94 percent
+  load=39.93 percent
+  temperature=38.30 °C
+  power=36.29 kW
+  vibration=4.20 mm/s
+  health_index=88.95 percent
+Sensors:
+  current=11.9 A
+  voltage=245.9 V
+Temporal Data:
+  temp_over_time=[47.8, 43.7, 49.4] °C
+  power_trend=[33.9, 38.0, 30.9] kW
+  performance_trend=[0.7, 0.8, 0.9] performance_index
+Notes: Observed symptoms: system failures. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335400. Recommended maintenance interval: 3 months. Recommended actions: connector check, system inspection, software update. 
+Maintenance Recommendations: connector check, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=optimized
+Output: Diagnostic ID=6b07c23d-e59e-4f1a-a6c1-d26199d400d8
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=5195.05 hours
+Parameters:
+  efficiency=0.97 percent
+  load=94.89 percent
+  temperature=48.80 °C
+  power=11.45 kW
+  vibration=4.71 mm/s
+  health_index=81.40 percent
+Temporal Data:
+  temp_over_time=[44.3, 42.5, 40.6, 48.3] °C
+  power_trend=[11.6, 10.8, 12.7, 10.1] kW
+  performance_trend=[0.8, 0.9, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335400. Recommended maintenance interval: 9 months. Recommended actions: diagnostic scan, connector check, software update. 
+Maintenance Recommendations: diagnostic scan, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=automatic
+Output: Diagnostic ID=549d10b5-fcdd-46b4-9087-b07058e95002
+Vehicle Type: sedan
+System: transmission
+Configuration: automatic
+Status: normal (level 1)
+Fault Code: P0700
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.76 ratio
+  torque=525.73 Nm
+  shift-time=0.14 seconds
+  fluid-temperature=73.90 °C
+Parameters:
+  efficiency=0.87 percent
+  load=79.58 percent
+  temperature=75.38 °C
+  power=20.24 kW
+  vibration=4.89 mm/s
+  health_index=75.12 percent
+Temporal Data:
+  temp_over_time=[76.3, 79.6, 79.9, 80.3, 85.8, 87.1] °C
+  power_trend=[22.7, 14.9, 21.9, 23.2, 23.5, 21.9] kW
+  performance_trend=[1.0, 0.9, 1.2, 1.1, 1.0, 0.8] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335400. Recommended maintenance interval: 3 months. Recommended actions: clutch adjustment. 
+Maintenance Recommendations: clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=optimized
+Output: Diagnostic ID=064ea6ea-012f-44d2-bc92-e5b512579751
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=1.00 ratio
+  operating-time=7419.61 hours
+Parameters:
+  efficiency=0.99 percent
+  load=84.04 percent
+  temperature=69.87 °C
+  power=10.50 kW
+  vibration=0.92 mm/s
+  health_index=85.66 percent
+Temporal Data:
+  temp_over_time=[41.2, 37.9, 43.8, 41.6, 43.6, 41.7, 43.7] °C
+  power_trend=[8.6, 10.2, 11.6, 11.5, 11.8, 7.8, 8.5] kW
+  performance_trend=[0.9, 1.0, 0.9, 0.9, 0.8, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335404. Recommended maintenance interval: 6 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=performance
+Output: Diagnostic ID=7ba8e365-bdfb-47f2-a24c-269253971e5e
+Vehicle Type: truck
+System: payload
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.63 ratio
+  operating-time=541.22 hours
+Parameters:
+  efficiency=0.81 percent
+  load=75.90 percent
+  temperature=67.89 °C
+  power=29.88 kW
+  vibration=3.00 mm/s
+  health_index=83.48 percent
+Temporal Data:
+  temp_over_time=[52.3, 43.8, 44.9, 43.4, 52.5, 45.4] °C
+  power_trend=[36.3, 26.2, 22.4, 36.1, 25.5, 24.1] kW
+  performance_trend=[0.8, 1.0, 0.8, 0.8, 0.8, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335400. Recommended maintenance interval: 9 months. Recommended actions: connector check, diagnostic scan, software update. 
+Maintenance Recommendations: connector check, diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=standard
+Output: Diagnostic ID=ccbf1040-44c2-47bc-9856-a81f74a2d399
+Vehicle Type: sedan
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 587.8 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=107.58 °C
+  oil-pressure=56.57 psi
+  compression=168.83 psi
+  rpm=6590.22 rpm
+Parameters:
+  efficiency=0.77 percent
+  load=33.12 percent
+  temperature=111.72 °C
+  power=279.73 hp
+  vibration=2.21 mm/s
+  health_index=87.96 percent
+Sensors:
+  oxygen_sensor=0.94 V
+  knock_sensor=4.5 mV
+  maf_sensor=1.51 g/s
+Temporal Data:
+  temp_over_time=[96.5, 95.2, 109.2, 92.1, 99.2] °C
+  power_trend=[277.7, 332.0, 248.6, 317.2, 287.1] hp
+  performance_trend=[480.5, 599.4, 655.6, 632.0, 526.7] hp
+Notes: Diagnostic scan performed at 1751287335400. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=performance
+Output: Diagnostic ID=02779604-ba71-4629-8d9d-c7a1b0f4f966
+Vehicle Type: hybrid
+System: electronics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=2375.82 hours
+Parameters:
+  efficiency=0.91 percent
+  load=31.51 percent
+  temperature=44.19 °C
+  power=23.92 kW
+  vibration=4.73 mm/s
+  health_index=89.55 percent
+Sensors:
+  current=22.4 A
+  voltage=94.2 V
+Temporal Data:
+  temp_over_time=[30.9, 35.6, 32.7, 36.7, 36.9, 36.9, 30.6] °C
+  power_trend=[20.2, 23.7, 23.3, 17.9, 28.6, 23.0, 26.6] kW
+  performance_trend=[0.9, 0.8, 0.9, 0.9, 0.7, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335400. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=direct-injection
+Output: Diagnostic ID=84d0d990-84ac-4d02-abc5-0c5d39779cd4
+Vehicle Type: motorcycle
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0522
+Performance: 445.7 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=82.72 °C
+  oil-pressure=27.51 psi
+  compression=156.94 psi
+  rpm=2022.75 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=24.11 percent
+  temperature=114.26 °C
+  power=368.73 hp
+  vibration=4.75 mm/s
+  health_index=81.59 percent
+Sensors:
+  oxygen_sensor=0.48 V
+  knock_sensor=430.5 mV
+  maf_sensor=7.50 g/s
+Temporal Data:
+  temp_over_time=[107.9, 113.5, 102.7, 110.8, 112.9] °C
+  power_trend=[370.9, 298.6, 327.2, 387.4, 324.7] hp
+  performance_trend=[478.9, 446.8, 428.0, 493.8, 416.9] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335398. Recommended maintenance interval: 1 months. Recommended actions: fuel system cleaning, air filter replacement. 
+Maintenance Recommendations: fuel system cleaning, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=sequential
+Output: Diagnostic ID=1097b8a5-5ed8-4862-8048-5668bacb6951
+Vehicle Type: motorcycle
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.82 ratio
+  torque=573.69 Nm
+  shift-time=0.27 seconds
+  fluid-temperature=75.13 °C
+Parameters:
+  efficiency=0.78 percent
+  load=77.87 percent
+  temperature=89.52 °C
+  power=26.81 kW
+  vibration=4.05 mm/s
+  health_index=83.32 percent
+Temporal Data:
+  temp_over_time=[69.7, 69.7, 71.8, 68.3, 69.0, 69.7] °C
+  power_trend=[25.3, 21.3, 23.0, 24.1, 26.7, 22.0] kW
+  performance_trend=[1.1, 1.0, 0.8, 1.0, 1.1, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335398. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=hybrid
+Output: Diagnostic ID=17d1da9d-c20b-458d-99f5-b9858f1ac5b5
+Vehicle Type: motorcycle
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 421.5 hp
+Material: titanium
+Measurements:
+  oil-temperature=105.17 °C
+  oil-pressure=76.41 psi
+  compression=171.64 psi
+  rpm=3704.99 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=90.33 percent
+  temperature=93.17 °C
+  power=390.13 hp
+  vibration=4.11 mm/s
+  health_index=77.31 percent
+Sensors:
+  oxygen_sensor=0.55 V
+  knock_sensor=348.7 mV
+  maf_sensor=10.43 g/s
+Temporal Data:
+  temp_over_time=[95.8, 102.0, 99.4] °C
+  power_trend=[373.5, 454.6, 496.0] hp
+  performance_trend=[496.9, 457.7, 415.9] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335398. Recommended maintenance interval: 10 months. Recommended actions: timing belt inspection, oil change. 
+Maintenance Recommendations: timing belt inspection, oil change
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=performance
+Output: Diagnostic ID=6c76c792-90f7-4055-857e-e8da66f39ee5
+Vehicle Type: electric
+System: autonomous
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.25 ratio
+  operating-time=3246.90 hours
+Parameters:
+  efficiency=0.78 percent
+  load=27.03 percent
+  temperature=45.05 °C
+  power=38.08 kW
+  vibration=1.66 mm/s
+  health_index=88.08 percent
+Temporal Data:
+  temp_over_time=[47.6, 48.8, 49.9, 50.6, 54.2, 54.8] °C
+  power_trend=[38.1, 31.2, 33.2, 31.8, 28.3, 32.6] kW
+  performance_trend=[0.7, 0.8, 0.6, 0.7, 0.6, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335404. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=supercapacitor
+Output: Diagnostic ID=ffe20d0f-9957-4c1c-bf45-6c6578bd5539
+Vehicle Type: hybrid
+System: battery
+Configuration: supercapacitor
+Status: optimal (level 0)
+Performance: 310.4 kWh
+Material: nickel-metal
+Measurements:
+  current=98.35 amps
+  state-of-charge=21.89 percent
+  voltage=697.22 volts
+  capacity=97.84 percent
+Parameters:
+  efficiency=0.97 percent
+  load=26.21 percent
+  temperature=26.38 °C
+  power=269.19 kW
+  vibration=1.81 mm/s
+  health_index=96.76 percent
+Sensors:
+  coolant_flow=2.8 L/min
+  cell_voltage=3.43 V
+  insulation=8.6 MΩ
+Temporal Data:
+  temp_over_time=[22.5, 23.9, 23.2, 25.6] °C
+  power_trend=[286.8, 208.4, 319.8, 277.4] kW
+  performance_trend=[321.2, 333.4, 345.8, 364.6] kWh
+Notes: Diagnostic scan performed at 1751287335406. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=performance
+Output: Diagnostic ID=01d34b89-34de-4735-99bd-2366f92589ea
+Vehicle Type: electric
+System: autonomous
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.21 ratio
+  operating-time=1570.00 hours
+Parameters:
+  efficiency=0.89 percent
+  load=61.41 percent
+  temperature=50.12 °C
+  power=40.85 kW
+  vibration=2.19 mm/s
+  health_index=78.64 percent
+Temporal Data:
+  temp_over_time=[63.3, 66.2, 75.4, 68.7, 71.8, 64.3] °C
+  power_trend=[41.2, 46.2, 45.1, 47.7, 50.7, 42.5] kW
+  performance_trend=[0.8, 0.8, 0.9, 1.0, 1.1, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335398. Recommended maintenance interval: 8 months. Recommended actions: software update, connector check, system inspection. 
+Maintenance Recommendations: software update, connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=drum
+Output: Diagnostic ID=2c467781-5198-4ad6-841e-f2c205e834ee
+Vehicle Type: truck
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.96 percent
+  rotor-thickness=25.63 mm
+  pad-thickness=5.11 mm
+  pressure=673.09 psi
+Parameters:
+  efficiency=0.76 percent
+  load=96.87 percent
+  temperature=65.24 °C
+  power=27.64 kW
+  vibration=3.53 mm/s
+  health_index=97.33 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.8 mm
+  pressure_sensor=1739.9 psi
+Temporal Data:
+  temp_over_time=[51.7, 52.0, 56.1] °C
+  power_trend=[25.2, 24.5, 28.6] kW
+  performance_trend=[0.9, 1.2, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335398. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=optimized
+Output: Diagnostic ID=5fbc2b85-6f06-4927-9edb-b7b6b4108a0a
+Vehicle Type: truck
+System: payload
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=3533.57 hours
+Parameters:
+  efficiency=0.80 percent
+  load=50.05 percent
+  temperature=59.33 °C
+  power=39.04 kW
+  vibration=2.84 mm/s
+  health_index=97.77 percent
+Temporal Data:
+  temp_over_time=[44.4, 45.7, 41.5, 50.0, 46.1, 46.5] °C
+  power_trend=[35.9, 47.8, 47.9, 35.4, 38.8, 43.9] kW
+  performance_trend=[0.6, 0.7, 0.8, 0.6, 0.6, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335398. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=basic
+Output: Diagnostic ID=34df1d53-e484-4719-838f-70c08866e0ba
+Vehicle Type: suv
+System: towing
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=255.47 hours
+Parameters:
+  efficiency=0.86 percent
+  load=19.83 percent
+  temperature=41.63 °C
+  power=32.54 kW
+  vibration=0.51 mm/s
+  health_index=96.91 percent
+Temporal Data:
+  temp_over_time=[59.0, 55.6, 54.5, 55.4, 55.1, 60.9] °C
+  power_trend=[26.9, 24.1, 39.1, 32.9, 41.9, 27.8] kW
+  performance_trend=[0.7, 0.7, 0.7, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335406. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=enhanced
+Output: Diagnostic ID=c41807ca-4001-4bba-94ca-85d56c1e0c6d
+Vehicle Type: suv
+System: towing
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=2152.44 hours
+Parameters:
+  efficiency=0.98 percent
+  load=66.29 percent
+  temperature=50.97 °C
+  power=15.16 kW
+  vibration=1.91 mm/s
+  health_index=85.34 percent
+Temporal Data:
+  temp_over_time=[52.7, 50.6, 52.6, 51.4, 49.8, 52.1] °C
+  power_trend=[18.6, 15.2, 13.6, 11.6, 15.0, 14.3] kW
+  performance_trend=[1.0, 0.8, 0.6, 0.9, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335406. Recommended maintenance interval: 3 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=performance
+Output: Diagnostic ID=eac8dff0-ab0f-4700-a6bb-7f4302ec1f3d
+Vehicle Type: suv
+System: climate
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.16 ratio
+  operating-time=8195.04 hours
+Parameters:
+  efficiency=0.85 percent
+  load=36.50 percent
+  temperature=35.32 °C
+  power=3.35 kW
+  vibration=0.61 mm/s
+  health_index=90.49 percent
+Temporal Data:
+  temp_over_time=[26.6, 23.6, 22.4, 26.0, 25.7, 23.7] °C
+  power_trend=[3.2, 4.1, 2.7, 2.9, 4.3, 3.9] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.7, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335406. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=b7e9e7eb-6928-4702-9251-0d8d94e30614
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=2224.85 hours
+Parameters:
+  efficiency=0.82 percent
+  load=4.28 percent
+  temperature=21.76 °C
+  power=5.73 kW
+  vibration=2.92 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[33.0, 33.3, 35.8, 30.3] °C
+  power_trend=[6.6, 5.1, 6.5, 5.2] kW
+  performance_trend=[0.9, 0.7, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335404. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=33b40924-055f-4b05-aeda-894b2c3dda54
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: degraded (level 2)
+Fault Code: C0050
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=1.73 percent
+  rotor-thickness=26.99 mm
+  pad-thickness=7.63 mm
+  pressure=227.87 psi
+Parameters:
+  efficiency=0.93 percent
+  load=69.38 percent
+  temperature=48.95 °C
+  power=36.91 kW
+  vibration=0.87 mm/s
+  health_index=61.25 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.8 mm
+  pressure_sensor=1464.2 psi
+Temporal Data:
+  temp_over_time=[60.6, 61.7, 57.7] °C
+  power_trend=[30.6, 32.8, 43.1] kW
+  performance_trend=[1.1, 1.0, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335404. Recommended maintenance interval: 3 months. Recommended actions: rotor resurfacing. 
+Maintenance Recommendations: rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=optimized
+Output: Diagnostic ID=5eaaf946-7490-43db-9fa7-a3e57f5b18ca
+Vehicle Type: suv
+System: climate
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=5005.98 hours
+Parameters:
+  efficiency=0.99 percent
+  load=12.77 percent
+  temperature=22.09 °C
+  power=2.93 kW
+  vibration=0.28 mm/s
+  health_index=89.90 percent
+Temporal Data:
+  temp_over_time=[30.4, 29.4, 26.5, 27.4, 27.1] °C
+  power_trend=[2.9, 2.9, 2.9, 3.3, 3.3] kW
+  performance_trend=[0.6, 0.8, 0.8, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335404. Recommended maintenance interval: 2 months. Recommended actions: software update, connector check, diagnostic scan. 
+Maintenance Recommendations: software update, connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=supercharged
+Output: Diagnostic ID=7bc90b9b-0f3a-410f-8014-adede7f47734
+Vehicle Type: suv
+System: engine
+Configuration: supercharged
+Status: warning (level 3)
+Fault Code: P0522
+Performance: 141.5 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=78.00 °C
+  oil-pressure=57.04 psi
+  compression=134.16 psi
+  rpm=4409.14 rpm
+Parameters:
+  efficiency=0.84 percent
+  load=13.70 percent
+  temperature=96.99 °C
+  power=297.21 hp
+  vibration=3.07 mm/s
+  health_index=46.09 percent
+Sensors:
+  oxygen_sensor=0.29 V
+  knock_sensor=12.5 mV
+  maf_sensor=1.61 g/s
+Temporal Data:
+  temp_over_time=[115.5, 103.2, 112.4, 113.2, 111.9, 102.3] °C
+  power_trend=[363.7, 291.6, 220.2, 244.9, 367.1, 378.3] hp
+  performance_trend=[128.1, 123.1, 150.5, 166.4, 144.6, 163.2] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335404. Recommended maintenance interval: 11 months. Recommended actions: air filter replacement, oil change. 
+Maintenance Recommendations: air filter replacement, oil change
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=air
+Output: Diagnostic ID=f83d375c-07df-4e62-8bed-9c7a89bba0f4
+Vehicle Type: truck
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=3.34 percent
+  rotor-thickness=26.08 mm
+  pad-thickness=9.01 mm
+  pressure=343.28 psi
+Parameters:
+  efficiency=0.78 percent
+  load=35.65 percent
+  temperature=64.85 °C
+  power=48.02 kW
+  vibration=0.75 mm/s
+  health_index=90.63 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=1.3 mm
+  pressure_sensor=1201.0 psi
+Temporal Data:
+  temp_over_time=[43.9, 41.1, 40.4, 39.1, 44.6, 41.0, 40.5] °C
+  power_trend=[46.0, 52.5, 52.7, 34.2, 54.0, 53.5, 48.3] kW
+  performance_trend=[1.1, 1.1, 1.1, 0.9, 0.9, 1.1, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335404. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=performance
+Output: Diagnostic ID=a7de9de1-b532-4a34-b56a-69fd35fad218
+Vehicle Type: hybrid
+System: regenerative
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.14 ratio
+  operating-time=1244.49 hours
+Parameters:
+  efficiency=0.99 percent
+  load=60.26 percent
+  temperature=51.19 °C
+  power=11.66 kW
+  vibration=0.46 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[41.7, 36.5, 42.1, 40.4, 38.6, 41.0, 36.9] °C
+  power_trend=[8.6, 10.3, 11.7, 10.2, 14.2, 14.7, 11.0] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.9, 0.8, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335404. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=drum
+Output: Diagnostic ID=055c3acf-b3cd-4caf-a256-2b889870e74b
+Vehicle Type: motorcycle
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=0.66 percent
+  rotor-thickness=20.40 mm
+  pad-thickness=8.47 mm
+  pressure=174.67 psi
+Parameters:
+  efficiency=0.88 percent
+  load=29.63 percent
+  temperature=49.53 °C
+  power=20.84 kW
+  vibration=4.16 mm/s
+  health_index=92.90 percent
+Sensors:
+  abs_status=active
+  wear_sensor=4.3 mm
+  pressure_sensor=1910.3 psi
+Temporal Data:
+  temp_over_time=[50.6, 60.8, 57.4] °C
+  power_trend=[25.0, 24.6, 14.6] kW
+  performance_trend=[1.1, 1.0, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335401. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=standard
+Output: Diagnostic ID=7e161be5-2af1-4cf2-a92d-a843093d79d4
+Vehicle Type: hybrid
+System: regenerative
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.72 ratio
+  operating-time=5041.76 hours
+Parameters:
+  efficiency=0.95 percent
+  load=22.42 percent
+  temperature=40.75 °C
+  power=14.39 kW
+  vibration=3.64 mm/s
+  health_index=64.82 percent
+Temporal Data:
+  temp_over_time=[54.6, 54.3, 53.2, 48.4, 50.0] °C
+  power_trend=[14.4, 16.9, 18.6, 15.4, 12.0] kW
+  performance_trend=[0.7, 0.7, 0.6, 0.7, 0.6] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335401. Recommended maintenance interval: 1 months. Recommended actions: software update, system inspection, connector check. 
+Maintenance Recommendations: software update, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=hybrid
+Output: Diagnostic ID=2c5ca34c-2708-4594-917b-12f4b0079bbb
+Vehicle Type: hybrid
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0522
+Performance: 366.4 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=78.99 °C
+  oil-pressure=38.80 psi
+  compression=137.69 psi
+  rpm=2839.53 rpm
+Parameters:
+  efficiency=0.94 percent
+  load=52.16 percent
+  temperature=118.96 °C
+  power=296.51 hp
+  vibration=0.17 mm/s
+  health_index=77.32 percent
+Sensors:
+  oxygen_sensor=0.54 V
+  knock_sensor=435.4 mV
+  maf_sensor=7.35 g/s
+Temporal Data:
+  temp_over_time=[104.3, 103.1, 113.8, 111.2, 107.9, 117.2] °C
+  power_trend=[223.2, 322.7, 236.9, 371.5, 258.0, 324.3] hp
+  performance_trend=[363.1, 436.7, 299.1, 294.7, 369.6, 399.7] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335401. Recommended maintenance interval: 9 months. Recommended actions: timing belt inspection, fuel system cleaning, spark plug replacement. 
+Maintenance Recommendations: timing belt inspection, fuel system cleaning, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=basic
+Output: Diagnostic ID=45b55d86-1a07-4f0a-94e9-645542db3cf6
+Vehicle Type: truck
+System: payload
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.89 ratio
+  operating-time=1033.90 hours
+Parameters:
+  efficiency=0.94 percent
+  load=7.13 percent
+  temperature=40.12 °C
+  power=46.84 kW
+  vibration=0.68 mm/s
+  health_index=93.25 percent
+Temporal Data:
+  temp_over_time=[61.2, 61.3, 67.0] °C
+  power_trend=[47.6, 44.2, 51.2] kW
+  performance_trend=[0.6, 0.6, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335401. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=basic
+Output: Diagnostic ID=b214311d-b0dd-4f01-bf2f-74aaa54670bd
+Vehicle Type: truck
+System: exhaust
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.48 ratio
+  operating-time=8564.44 hours
+Parameters:
+  efficiency=0.85 percent
+  load=53.98 percent
+  temperature=56.17 °C
+  power=36.52 kW
+  vibration=1.40 mm/s
+  health_index=74.82 percent
+Temporal Data:
+  temp_over_time=[56.6, 67.1, 59.9] °C
+  power_trend=[38.8, 36.8, 37.2] kW
+  performance_trend=[0.9, 1.0, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335401. Recommended maintenance interval: 6 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=performance
+Output: Diagnostic ID=f5e3f6f6-2a59-4e85-9dfc-41a26398fcb9
+Vehicle Type: suv
+System: 4wd
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=2738.80 hours
+Parameters:
+  efficiency=0.88 percent
+  load=87.22 percent
+  temperature=48.60 °C
+  power=93.53 kW
+  vibration=3.54 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[64.2, 69.4, 62.8] °C
+  power_trend=[70.4, 81.3, 100.5] kW
+  performance_trend=[0.8, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335401. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=regenerative
+Output: Diagnostic ID=ba46bb54-c2b6-414b-9509-33e553acc410
+Vehicle Type: suv
+System: brakes
+Configuration: regenerative
+Status: normal (level 1)
+Fault Code: C0060
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.00 percent
+  rotor-thickness=16.94 mm
+  pad-thickness=4.01 mm
+  pressure=720.83 psi
+Parameters:
+  efficiency=0.84 percent
+  load=3.89 percent
+  temperature=43.48 °C
+  power=13.29 kW
+  vibration=0.59 mm/s
+  health_index=72.29 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.2 mm
+  pressure_sensor=1558.3 psi
+Temporal Data:
+  temp_over_time=[51.0, 49.1, 52.8, 54.3, 53.3, 50.1] °C
+  power_trend=[10.1, 12.7, 11.1, 13.9, 12.4, 14.0] kW
+  performance_trend=[1.1, 0.8, 0.9, 1.0, 0.8, 1.0] deceleration_g
+Notes: Observed symptoms: noise. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 1 months. Recommended actions: rotor resurfacing. 
+Maintenance Recommendations: rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=performance
+Output: Diagnostic ID=e9c54fa2-df32-45c2-9af0-2e9a95114995
+Vehicle Type: hybrid
+System: electronics
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=8637.42 hours
+Parameters:
+  efficiency=0.87 percent
+  load=5.46 percent
+  temperature=42.34 °C
+  power=23.23 kW
+  vibration=0.55 mm/s
+  health_index=81.08 percent
+Sensors:
+  current=23.2 A
+  voltage=71.5 V
+Temporal Data:
+  temp_over_time=[43.4, 50.1, 47.1, 48.0, 44.8, 52.5, 47.3] °C
+  power_trend=[29.7, 29.8, 24.3, 25.3, 16.9, 25.7, 28.2] kW
+  performance_trend=[0.8, 0.7, 0.8, 0.9, 0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 8 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=performance
+Output: Diagnostic ID=e3bbfcff-7665-4d2b-b297-72b00483f1ec
+Vehicle Type: truck
+System: exhaust
+Configuration: performance
+Status: warning (level 3)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=4441.98 hours
+Parameters:
+  efficiency=0.95 percent
+  load=54.66 percent
+  temperature=54.70 °C
+  power=38.43 kW
+  vibration=2.39 mm/s
+  health_index=54.82 percent
+Temporal Data:
+  temp_over_time=[75.2, 63.7, 67.0, 68.4, 62.2] °C
+  power_trend=[30.2, 44.0, 31.5, 42.6, 38.8] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335408. Recommended maintenance interval: 12 months. Recommended actions: system inspection, diagnostic scan, connector check. 
+Maintenance Recommendations: system inspection, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=air
+Output: Diagnostic ID=7a926337-a645-407a-b5a2-414be1f34a5c
+Vehicle Type: motorcycle
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.44 ratio
+  operating-time=1889.63 hours
+Parameters:
+  efficiency=0.77 percent
+  load=48.10 percent
+  temperature=66.81 °C
+  power=21.54 kW
+  vibration=2.21 mm/s
+  health_index=87.18 percent
+Temporal Data:
+  temp_over_time=[45.8, 46.4, 42.2, 44.3, 44.3, 42.8] °C
+  power_trend=[20.5, 21.7, 27.1, 27.3, 24.9, 25.7] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.8, 1.1, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335408. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=27893915-3e40-4de5-8696-5dbe442e746a
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=4183.27 hours
+Parameters:
+  efficiency=0.94 percent
+  load=12.59 percent
+  temperature=23.45 °C
+  power=2.12 kW
+  vibration=3.04 mm/s
+  health_index=76.45 percent
+Temporal Data:
+  temp_over_time=[36.4, 43.7, 40.4, 37.1, 37.9] °C
+  power_trend=[2.0, 1.7, 1.5, 2.7, 1.5] kW
+  performance_trend=[0.9, 0.7, 0.7, 1.0, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335408. Recommended maintenance interval: 9 months. Recommended actions: software update, system inspection. 
+Maintenance Recommendations: software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=direct-injection
+Output: Diagnostic ID=c898466a-6d9d-4875-a211-0e89e80ec7c7
+Vehicle Type: commercial
+System: engine
+Configuration: direct-injection
+Status: optimal (level 0)
+Performance: 458.1 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=93.55 °C
+  oil-pressure=22.87 psi
+  compression=153.39 psi
+  rpm=2869.04 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=36.44 percent
+  temperature=118.23 °C
+  power=442.49 hp
+  vibration=2.82 mm/s
+  health_index=92.13 percent
+Sensors:
+  oxygen_sensor=0.81 V
+  knock_sensor=147.1 mV
+  maf_sensor=4.45 g/s
+Temporal Data:
+  temp_over_time=[78.1, 75.3, 81.6, 83.5, 80.6] °C
+  power_trend=[490.0, 473.5, 492.7, 525.2, 318.3] hp
+  performance_trend=[431.6, 453.0, 519.7, 368.4, 424.4] hp
+Notes: Diagnostic scan performed at 1751287335408. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=manual
+Output: Diagnostic ID=1af5c482-c8c1-49cd-9a34-7671e04be78d
+Vehicle Type: truck
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.86 ratio
+  torque=117.59 Nm
+  shift-time=0.32 seconds
+  fluid-temperature=68.77 °C
+Parameters:
+  efficiency=0.97 percent
+  load=36.87 percent
+  temperature=78.19 °C
+  power=47.27 kW
+  vibration=1.50 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[68.9, 61.3, 59.8] °C
+  power_trend=[58.0, 54.8, 56.0] kW
+  performance_trend=[0.8, 1.0, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335408. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=automated
+Output: Diagnostic ID=6e655dff-5799-45e2-9043-8e8fbd567090
+Vehicle Type: sedan
+System: transmission
+Configuration: automated
+Status: normal (level 1)
+Fault Code: P0715
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.91 ratio
+  torque=459.82 Nm
+  shift-time=0.38 seconds
+  fluid-temperature=91.94 °C
+Parameters:
+  efficiency=0.97 percent
+  load=92.83 percent
+  temperature=85.57 °C
+  power=17.91 kW
+  vibration=3.53 mm/s
+  health_index=74.61 percent
+Temporal Data:
+  temp_over_time=[64.0, 71.2, 69.8] °C
+  power_trend=[17.4, 14.6, 21.1] kW
+  performance_trend=[0.8, 0.8, 0.9] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0715. Diagnostic scan performed at 1751287335408. Recommended maintenance interval: 9 months. Recommended actions: fluid change, clutch adjustment, filter replacement. 
+Maintenance Recommendations: fluid change, clutch adjustment, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=optimized
+Output: Diagnostic ID=b42699be-20c6-4f15-b88c-45473677c797
+Vehicle Type: electric
+System: thermal
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=2662.49 hours
+Parameters:
+  efficiency=0.91 percent
+  load=38.90 percent
+  temperature=68.08 °C
+  power=12.86 kW
+  vibration=0.25 mm/s
+  health_index=93.98 percent
+Temporal Data:
+  temp_over_time=[67.0, 59.2, 59.6] °C
+  power_trend=[13.6, 11.8, 13.5] kW
+  performance_trend=[0.9, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335408. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=automatic
+Output: Diagnostic ID=502c0fc6-25fd-48bd-ac2f-85d8b6ddc03c
+Vehicle Type: sedan
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.94 ratio
+  torque=156.01 Nm
+  shift-time=0.36 seconds
+  fluid-temperature=74.31 °C
+Parameters:
+  efficiency=0.84 percent
+  load=77.31 percent
+  temperature=80.79 °C
+  power=21.31 kW
+  vibration=1.84 mm/s
+  health_index=92.84 percent
+Temporal Data:
+  temp_over_time=[86.0, 84.6, 93.0, 86.8] °C
+  power_trend=[17.4, 16.5, 21.1, 18.7] kW
+  performance_trend=[0.9, 1.0, 0.8, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335408. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=dual-clutch
+Output: Diagnostic ID=f2266a6a-bd12-4366-b30e-edd8ec72f8d2
+Vehicle Type: sedan
+System: transmission
+Configuration: dual-clutch
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.73 ratio
+  torque=393.80 Nm
+  shift-time=0.15 seconds
+  fluid-temperature=71.99 °C
+Parameters:
+  efficiency=0.82 percent
+  load=40.70 percent
+  temperature=76.53 °C
+  power=35.70 kW
+  vibration=4.42 mm/s
+  health_index=94.29 percent
+Temporal Data:
+  temp_over_time=[84.9, 85.3, 94.0, 86.5, 83.5, 80.2, 80.9] °C
+  power_trend=[42.7, 40.1, 34.6, 33.8, 41.8, 29.3, 41.7] kW
+  performance_trend=[1.1, 1.1, 0.9, 0.9, 0.8, 1.0, 1.1] efficiency
+Notes: Diagnostic scan performed at 1751287335408. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=performance
+Output: Diagnostic ID=d9574666-e3b0-4004-9fe6-e66510f3b60f
+Vehicle Type: hybrid
+System: regenerative
+Configuration: performance
+Status: critical (level 4)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.24 ratio
+  operating-time=3397.79 hours
+Parameters:
+  efficiency=0.85 percent
+  load=51.90 percent
+  temperature=59.50 °C
+  power=44.24 kW
+  vibration=0.57 mm/s
+  health_index=35.79 percent
+Temporal Data:
+  temp_over_time=[57.4, 67.4, 56.9, 58.4, 67.5, 62.1] °C
+  power_trend=[33.8, 55.0, 44.4, 41.3, 31.7, 50.6] kW
+  performance_trend=[0.9, 1.0, 1.1, 1.0, 1.0, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335406. Recommended maintenance interval: 6 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=6d033e55-43ee-4b18-a977-ffe56af42074
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: degraded (level 2)
+Fault Code: C0035
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=0.36 percent
+  rotor-thickness=10.59 mm
+  pad-thickness=10.35 mm
+  pressure=105.82 psi
+Parameters:
+  efficiency=0.89 percent
+  load=84.32 percent
+  temperature=54.10 °C
+  power=19.21 kW
+  vibration=2.38 mm/s
+  health_index=66.34 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.2 mm
+  pressure_sensor=728.6 psi
+Temporal Data:
+  temp_over_time=[43.4, 44.1, 41.8] °C
+  power_trend=[24.1, 23.0, 22.7] kW
+  performance_trend=[1.0, 0.8, 0.8] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0035. Diagnostic scan performed at 1751287335406. Recommended maintenance interval: 6 months. Recommended actions: parking brake adjustment, pad replacement. 
+Maintenance Recommendations: parking brake adjustment, pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=optimized
+Output: Diagnostic ID=6450c373-c6f9-4c0e-a1f9-6a0f9946e05d
+Vehicle Type: electric
+System: thermal
+Configuration: optimized
+Status: warning (level 3)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.74 ratio
+  operating-time=6750.23 hours
+Parameters:
+  efficiency=0.97 percent
+  load=50.78 percent
+  temperature=42.22 °C
+  power=37.27 kW
+  vibration=3.15 mm/s
+  health_index=55.38 percent
+Temporal Data:
+  temp_over_time=[50.9, 48.7, 50.4, 51.1, 48.8, 54.0, 58.6] °C
+  power_trend=[26.9, 36.3, 30.4, 29.0, 27.9, 29.2, 36.4] kW
+  performance_trend=[0.8, 0.7, 0.8, 1.0, 1.0, 0.7, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335406. Recommended maintenance interval: 9 months. Recommended actions: connector check, system inspection, software update. 
+Maintenance Recommendations: connector check, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=basic
+Output: Diagnostic ID=eee88685-7248-47ac-bed7-ad531bc7aeb5
+Vehicle Type: electric
+System: electronics
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.70 ratio
+  operating-time=5120.67 hours
+Parameters:
+  efficiency=0.89 percent
+  load=6.24 percent
+  temperature=39.48 °C
+  power=40.21 kW
+  vibration=4.03 mm/s
+  health_index=84.67 percent
+Sensors:
+  current=21.1 A
+  voltage=118.7 V
+Temporal Data:
+  temp_over_time=[44.7, 40.1, 38.4, 41.7, 42.1, 41.5, 44.3] °C
+  power_trend=[47.2, 31.4, 32.2, 28.8, 42.4, 28.9, 48.3] kW
+  performance_trend=[0.9, 0.8, 0.7, 1.0, 0.8, 0.7, 0.8] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335406. Recommended maintenance interval: 4 months. Recommended actions: system inspection, software update, connector check. 
+Maintenance Recommendations: system inspection, software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=optimized
+Output: Diagnostic ID=55f49a9a-7824-467f-9ea1-ea8cd8e9b54e
+Vehicle Type: truck
+System: diesel
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=3807.38 hours
+Parameters:
+  efficiency=0.77 percent
+  load=87.35 percent
+  temperature=62.80 °C
+  power=46.72 kW
+  vibration=2.75 mm/s
+  health_index=97.84 percent
+Temporal Data:
+  temp_over_time=[70.1, 69.1, 62.5] °C
+  power_trend=[59.3, 36.0, 43.8] kW
+  performance_trend=[0.7, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335413. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=standard
+Output: Diagnostic ID=8ba49fd5-7314-4d77-9acb-a9a6604aa515
+Vehicle Type: electric
+System: electronics
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=3994.69 hours
+Parameters:
+  efficiency=0.93 percent
+  load=99.19 percent
+  temperature=45.86 °C
+  power=27.92 kW
+  vibration=3.38 mm/s
+  health_index=82.96 percent
+Sensors:
+  current=15.5 A
+  voltage=237.6 V
+Temporal Data:
+  temp_over_time=[51.0, 48.3, 48.0] °C
+  power_trend=[31.6, 29.2, 34.6] kW
+  performance_trend=[0.8, 0.9, 0.8] performance_index
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335413. Recommended maintenance interval: 10 months. Recommended actions: connector check, software update. 
+Maintenance Recommendations: connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=enhanced
+Output: Diagnostic ID=ce2bfe45-69bb-4dbb-9e80-62dcc247a33b
+Vehicle Type: truck
+System: payload
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=2339.42 hours
+Parameters:
+  efficiency=0.85 percent
+  load=33.85 percent
+  temperature=45.70 °C
+  power=40.45 kW
+  vibration=1.16 mm/s
+  health_index=88.72 percent
+Temporal Data:
+  temp_over_time=[68.9, 60.9, 66.4, 68.2, 60.8, 68.1, 67.5] °C
+  power_trend=[28.4, 40.5, 43.9, 41.7, 34.1, 35.2, 50.1] kW
+  performance_trend=[0.6, 0.7, 0.8, 0.6, 0.8, 0.6, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335413. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=disc
+Output: Diagnostic ID=ca0b01e9-417f-445e-bf48-e08ac21309c9
+Vehicle Type: motorcycle
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.91 percent
+  rotor-thickness=13.21 mm
+  pad-thickness=7.43 mm
+  pressure=210.08 psi
+Parameters:
+  efficiency=0.83 percent
+  load=5.52 percent
+  temperature=62.62 °C
+  power=13.20 kW
+  vibration=1.58 mm/s
+  health_index=83.66 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=4.3 mm
+  pressure_sensor=1117.0 psi
+Temporal Data:
+  temp_over_time=[49.7, 46.6, 48.4] °C
+  power_trend=[13.2, 9.5, 16.2] kW
+  performance_trend=[0.9, 0.7, 0.7] deceleration_g
+Notes: Diagnostic scan performed at 1751287335413. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=air
+Output: Diagnostic ID=022f85b2-245e-46c4-86a1-99dbd2c0c089
+Vehicle Type: sedan
+System: brakes
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=0.21 percent
+  rotor-thickness=19.15 mm
+  pad-thickness=5.53 mm
+  pressure=624.99 psi
+Parameters:
+  efficiency=0.94 percent
+  load=0.96 percent
+  temperature=67.08 °C
+  power=13.83 kW
+  vibration=3.23 mm/s
+  health_index=98.07 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.9 mm
+  pressure_sensor=609.7 psi
+Temporal Data:
+  temp_over_time=[65.4, 65.8, 70.7, 72.9, 67.7] °C
+  power_trend=[17.2, 13.7, 14.4, 15.2, 14.4] kW
+  performance_trend=[0.8, 1.0, 1.1, 0.8, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335413. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=standard
+Output: Diagnostic ID=68b2f6d2-5d81-4627-9477-dd1613bf9a15
+Vehicle Type: commercial
+System: safety
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.53 ratio
+  operating-time=2163.69 hours
+Parameters:
+  efficiency=0.79 percent
+  load=69.68 percent
+  temperature=55.80 °C
+  power=42.94 kW
+  vibration=3.63 mm/s
+  health_index=81.58 percent
+Temporal Data:
+  temp_over_time=[53.7, 57.6, 54.9, 56.3] °C
+  power_trend=[41.5, 49.0, 46.8, 55.0] kW
+  performance_trend=[0.8, 0.9, 0.9, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335413. Recommended maintenance interval: 2 months. Recommended actions: connector check, system inspection. 
+Maintenance Recommendations: connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=basic
+Output: Diagnostic ID=3f54ebe8-706f-47d2-9901-8837ebf2774f
+Vehicle Type: truck
+System: diesel
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=3638.41 hours
+Parameters:
+  efficiency=0.96 percent
+  load=90.64 percent
+  temperature=53.07 °C
+  power=21.24 kW
+  vibration=0.66 mm/s
+  health_index=76.79 percent
+Temporal Data:
+  temp_over_time=[41.1, 46.6, 44.5] °C
+  power_trend=[16.2, 15.1, 21.6] kW
+  performance_trend=[0.8, 0.7, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 6 months. Recommended actions: connector check, software update, diagnostic scan. 
+Maintenance Recommendations: connector check, software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=optimized
+Output: Diagnostic ID=ef7bd2f3-d6d2-496b-94f5-6f95f9eea01b
+Vehicle Type: suv
+System: climate
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=2556.09 hours
+Parameters:
+  efficiency=0.76 percent
+  load=74.71 percent
+  temperature=26.61 °C
+  power=5.90 kW
+  vibration=4.50 mm/s
+  health_index=95.87 percent
+Temporal Data:
+  temp_over_time=[33.7, 29.8, 29.8, 32.1, 33.3, 30.6] °C
+  power_trend=[4.9, 6.5, 5.8, 6.2, 7.0, 5.8] kW
+  performance_trend=[1.0, 0.8, 0.8, 1.0, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=performance
+Output: Diagnostic ID=20c9fe22-edef-4e66-a246-ba2685055c55
+Vehicle Type: truck
+System: diesel
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=3222.25 hours
+Parameters:
+  efficiency=0.93 percent
+  load=97.84 percent
+  temperature=51.12 °C
+  power=49.45 kW
+  vibration=3.41 mm/s
+  health_index=60.20 percent
+Temporal Data:
+  temp_over_time=[42.1, 41.9, 43.6, 45.6, 41.3] °C
+  power_trend=[61.6, 47.5, 63.5, 50.4, 39.5] kW
+  performance_trend=[1.0, 0.9, 0.9, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 2 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=standard
+Output: Diagnostic ID=a603160d-d42c-4921-8a44-b5eecbcc3fd0
+Vehicle Type: commercial
+System: emissions
+Configuration: standard
+Status: warning (level 3)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=4033.54 hours
+Parameters:
+  efficiency=0.96 percent
+  load=59.16 percent
+  temperature=55.51 °C
+  power=29.85 kW
+  vibration=1.01 mm/s
+  health_index=50.82 percent
+Temporal Data:
+  temp_over_time=[55.5, 55.6, 49.3] °C
+  power_trend=[27.1, 26.5, 23.7] kW
+  performance_trend=[0.9, 0.7, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 5 months. Recommended actions: diagnostic scan, system inspection. 
+Maintenance Recommendations: diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=performance
+Output: Diagnostic ID=145836eb-4f52-4924-925f-db1a48c91730
+Vehicle Type: electric
+System: electronics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=4090.72 hours
+Parameters:
+  efficiency=0.90 percent
+  load=79.47 percent
+  temperature=40.39 °C
+  power=30.45 kW
+  vibration=2.97 mm/s
+  health_index=88.99 percent
+Sensors:
+  current=3.2 A
+  voltage=68.7 V
+Temporal Data:
+  temp_over_time=[42.9, 40.0, 41.1, 45.0, 39.8, 41.3, 44.6] °C
+  power_trend=[37.6, 25.7, 22.1, 24.5, 39.5, 39.2, 31.1] kW
+  performance_trend=[0.9, 0.9, 0.7, 0.9, 0.9, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=basic
+Output: Diagnostic ID=81c1a76e-b195-40e1-b5e7-bd86bbbcc4cc
+Vehicle Type: truck
+System: diesel
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=1.00 ratio
+  operating-time=9470.32 hours
+Parameters:
+  efficiency=0.78 percent
+  load=80.57 percent
+  temperature=67.67 °C
+  power=41.92 kW
+  vibration=2.36 mm/s
+  health_index=63.68 percent
+Temporal Data:
+  temp_over_time=[51.3, 60.3, 55.6] °C
+  power_trend=[38.1, 53.3, 43.9] kW
+  performance_trend=[0.7, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 4 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=enhanced
+Output: Diagnostic ID=a92f91fa-5046-485f-b3fd-735b32935cdf
+Vehicle Type: hybrid
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.62 ratio
+  operating-time=138.06 hours
+Parameters:
+  efficiency=0.94 percent
+  load=46.01 percent
+  temperature=34.55 °C
+  power=24.51 kW
+  vibration=2.46 mm/s
+  health_index=99.67 percent
+Sensors:
+  current=2.6 A
+  voltage=228.7 V
+Temporal Data:
+  temp_over_time=[40.6, 40.2, 34.7, 36.2, 34.3, 38.7] °C
+  power_trend=[18.1, 30.2, 18.5, 24.1, 20.1, 18.2] kW
+  performance_trend=[0.7, 0.6, 0.9, 0.7, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=basic
+Output: Diagnostic ID=ef09fc2c-797e-43e3-a932-8822254dbc54
+Vehicle Type: motorcycle
+System: electrical
+Configuration: basic
+Status: normal (level 1)
+Fault Code: B1400
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=5238.89 hours
+Parameters:
+  efficiency=0.79 percent
+  load=29.35 percent
+  temperature=42.26 °C
+  power=30.04 kW
+  vibration=3.03 mm/s
+  health_index=73.97 percent
+Sensors:
+  current=19.6 A
+  voltage=49.2 V
+Temporal Data:
+  temp_over_time=[39.5, 40.8, 45.5, 47.8, 39.7] °C
+  power_trend=[22.6, 36.7, 29.1, 35.1, 26.8] kW
+  performance_trend=[1.0, 1.0, 0.9, 1.1, 1.0] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1400. Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 6 months. Recommended actions: wiring inspection. 
+Maintenance Recommendations: wiring inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=enhanced
+Output: Diagnostic ID=ec235a99-1d6a-4b45-ac6f-5da422481a46
+Vehicle Type: truck
+System: diesel
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=8651.35 hours
+Parameters:
+  efficiency=0.99 percent
+  load=51.28 percent
+  temperature=47.76 °C
+  power=31.90 kW
+  vibration=1.37 mm/s
+  health_index=96.32 percent
+Temporal Data:
+  temp_over_time=[52.8, 51.3, 54.5] °C
+  power_trend=[25.9, 25.8, 29.9] kW
+  performance_trend=[1.0, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335412. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=optimized
+Output: Diagnostic ID=e17a2c6b-9174-4743-8dd2-3e249888ba06
+Vehicle Type: commercial
+System: emissions
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.50 ratio
+  operating-time=6798.96 hours
+Parameters:
+  efficiency=0.83 percent
+  load=51.55 percent
+  temperature=49.12 °C
+  power=41.94 kW
+  vibration=2.07 mm/s
+  health_index=75.30 percent
+Temporal Data:
+  temp_over_time=[58.8, 54.0, 52.9, 53.8] °C
+  power_trend=[35.1, 49.1, 49.4, 43.1] kW
+  performance_trend=[0.6, 0.8, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335412. Recommended maintenance interval: 6 months. Recommended actions: software update, connector check, system inspection. 
+Maintenance Recommendations: software update, connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=enhanced
+Output: Diagnostic ID=40ebc0cc-8b87-4998-af26-6d9e5bcfcd23
+Vehicle Type: sedan
+System: electrical
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: steel
+Measurements:
+  wear-level=0.22 ratio
+  operating-time=4801.65 hours
+Parameters:
+  efficiency=0.85 percent
+  load=72.93 percent
+  temperature=39.45 °C
+  power=18.62 kW
+  vibration=4.80 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=21.6 A
+  voltage=75.3 V
+Temporal Data:
+  temp_over_time=[47.4, 48.6, 52.8] °C
+  power_trend=[14.5, 23.7, 16.6] kW
+  performance_trend=[1.1, 1.1, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335412. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=performance
+Output: Diagnostic ID=2d4cc1ae-680d-4242-be17-f7af27a0aaae
+Vehicle Type: commercial
+System: air-brakes
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=6887.82 hours
+Parameters:
+  efficiency=1.00 percent
+  load=19.26 percent
+  temperature=67.17 °C
+  power=24.35 kW
+  vibration=3.68 mm/s
+  health_index=68.97 percent
+Temporal Data:
+  temp_over_time=[45.0, 49.6, 51.4, 53.2] °C
+  power_trend=[20.9, 31.3, 29.5, 25.7] kW
+  performance_trend=[0.6, 0.8, 0.7, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335412. Recommended maintenance interval: 10 months. Recommended actions: software update, diagnostic scan. 
+Maintenance Recommendations: software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=optimized
+Output: Diagnostic ID=788f2951-08c9-4572-8222-0d81db5f20cb
+Vehicle Type: suv
+System: 4wd
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=9525.82 hours
+Parameters:
+  efficiency=0.85 percent
+  load=45.14 percent
+  temperature=47.52 °C
+  power=44.18 kW
+  vibration=2.51 mm/s
+  health_index=72.03 percent
+Temporal Data:
+  temp_over_time=[62.5, 51.8, 56.8] °C
+  power_trend=[32.6, 35.2, 45.6] kW
+  performance_trend=[0.8, 0.9, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335412. Recommended maintenance interval: 9 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=performance
+Output: Diagnostic ID=7ef4d2f3-8901-4e2d-842d-9c99d3967708
+Vehicle Type: truck
+System: diesel
+Configuration: performance
+Status: warning (level 3)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.43 ratio
+  operating-time=882.40 hours
+Parameters:
+  efficiency=0.79 percent
+  load=8.23 percent
+  temperature=65.64 °C
+  power=34.79 kW
+  vibration=3.35 mm/s
+  health_index=50.70 percent
+Temporal Data:
+  temp_over_time=[46.7, 45.8, 50.3] °C
+  power_trend=[32.2, 36.9, 44.7] kW
+  performance_trend=[1.0, 0.9, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 4 months. Recommended actions: connector check, system inspection, software update. 
+Maintenance Recommendations: connector check, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=supercharged
+Output: Diagnostic ID=a3da4184-39db-4f43-a5ec-11804ea562de
+Vehicle Type: suv
+System: engine
+Configuration: supercharged
+Status: critical (level 4)
+Fault Code: P0172
+Performance: 207.5 hp
+Material: steel
+Measurements:
+  oil-temperature=95.13 °C
+  oil-pressure=30.28 psi
+  compression=128.54 psi
+  rpm=2628.80 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=0.61 percent
+  temperature=117.24 °C
+  power=329.67 hp
+  vibration=3.76 mm/s
+  health_index=31.83 percent
+Sensors:
+  oxygen_sensor=0.42 V
+  knock_sensor=172.3 mV
+  maf_sensor=10.31 g/s
+Temporal Data:
+  temp_over_time=[114.0, 105.4, 110.2, 103.8, 117.6, 108.0] °C
+  power_trend=[354.4, 373.6, 235.2, 405.3, 419.5, 406.7] hp
+  performance_trend=[211.6, 243.0, 233.8, 248.0, 219.2, 171.2] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335417. Recommended maintenance interval: 9 months. Recommended actions: spark plug replacement, air filter replacement. 
+Maintenance Recommendations: spark plug replacement, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=standard
+Output: Diagnostic ID=23190b82-4061-498c-b317-ee38e25b06ca
+Vehicle Type: suv
+System: 4wd
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=8037.71 hours
+Parameters:
+  efficiency=0.91 percent
+  load=10.01 percent
+  temperature=45.09 °C
+  power=84.20 kW
+  vibration=2.98 mm/s
+  health_index=79.57 percent
+Temporal Data:
+  temp_over_time=[45.3, 45.1, 44.1, 49.4] °C
+  power_trend=[66.3, 91.9, 93.0, 99.9] kW
+  performance_trend=[0.7, 0.8, 0.6, 0.6] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335417. Recommended maintenance interval: 11 months. Recommended actions: diagnostic scan, software update, system inspection. 
+Maintenance Recommendations: diagnostic scan, software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=turbo
+Output: Diagnostic ID=ded765d7-09e2-4614-8c61-6a06a8145cdf
+Vehicle Type: motorcycle
+System: engine
+Configuration: turbo
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 543.6 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=113.69 °C
+  oil-pressure=68.56 psi
+  compression=152.16 psi
+  rpm=6020.93 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=99.50 percent
+  temperature=99.05 °C
+  power=368.06 hp
+  vibration=2.77 mm/s
+  health_index=74.62 percent
+Sensors:
+  oxygen_sensor=0.62 V
+  knock_sensor=38.1 mV
+  maf_sensor=8.83 g/s
+Temporal Data:
+  temp_over_time=[79.8, 85.3, 80.7, 82.2, 80.6, 88.8] °C
+  power_trend=[456.7, 385.5, 270.3, 280.6, 456.3, 259.5] hp
+  performance_trend=[507.0, 534.2, 470.9, 455.1, 548.2, 523.0] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 3 months. Recommended actions: timing belt inspection, fuel system cleaning, air filter replacement. 
+Maintenance Recommendations: timing belt inspection, fuel system cleaning, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=performance
+Output: Diagnostic ID=8e82f82d-781c-4a80-a5cb-eeec16d18471
+Vehicle Type: commercial
+System: emissions
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.99 ratio
+  operating-time=3348.96 hours
+Parameters:
+  efficiency=0.87 percent
+  load=95.58 percent
+  temperature=46.83 °C
+  power=48.08 kW
+  vibration=4.39 mm/s
+  health_index=94.41 percent
+Temporal Data:
+  temp_over_time=[59.1, 59.0, 51.6, 54.4, 51.3, 59.6] °C
+  power_trend=[52.2, 52.3, 38.7, 48.4, 61.5, 60.8] kW
+  performance_trend=[0.7, 0.8, 0.7, 0.8, 0.6, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=performance
+Output: Diagnostic ID=5b30bd4f-86c8-42ce-8501-9ae55971c6e5
+Vehicle Type: commercial
+System: emissions
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.94 ratio
+  operating-time=1940.57 hours
+Parameters:
+  efficiency=0.97 percent
+  load=14.06 percent
+  temperature=65.85 °C
+  power=41.72 kW
+  vibration=3.97 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[53.9, 54.3, 53.8, 53.4] °C
+  power_trend=[50.7, 40.5, 53.4, 36.8] kW
+  performance_trend=[1.1, 1.1, 0.8, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=turbo
+Output: Diagnostic ID=3b981dbd-0935-4bf0-a3bd-ae891770fe2f
+Vehicle Type: motorcycle
+System: engine
+Configuration: turbo
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 590.6 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=95.31 °C
+  oil-pressure=35.62 psi
+  compression=128.96 psi
+  rpm=2886.44 rpm
+Parameters:
+  efficiency=0.97 percent
+  load=98.94 percent
+  temperature=105.82 °C
+  power=363.03 hp
+  vibration=2.18 mm/s
+  health_index=71.47 percent
+Sensors:
+  oxygen_sensor=0.81 V
+  knock_sensor=81.3 mV
+  maf_sensor=2.93 g/s
+Temporal Data:
+  temp_over_time=[85.8, 74.0, 79.1] °C
+  power_trend=[338.2, 361.2, 446.3] hp
+  performance_trend=[475.5, 696.7, 499.9] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 8 months. Recommended actions: oil change, fuel system cleaning. 
+Maintenance Recommendations: oil change, fuel system cleaning
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=standard
+Output: Diagnostic ID=35a9711c-b06e-4f4d-8b48-13c4fe339c92
+Vehicle Type: suv
+System: suspension
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 1.0 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=2994.56 hours
+Parameters:
+  efficiency=0.97 percent
+  load=55.98 percent
+  temperature=56.93 °C
+  power=40.81 kW
+  vibration=4.45 mm/s
+  health_index=83.23 percent
+Temporal Data:
+  temp_over_time=[57.9, 62.7, 56.3, 55.1] °C
+  power_trend=[50.8, 49.3, 50.2, 48.4] kW
+  performance_trend=[0.8, 1.2, 1.0, 1.1] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 8 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=standard
+Output: Diagnostic ID=975bb67c-fc87-41a5-8738-3c1004626fe6
+Vehicle Type: electric
+System: charging
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=7349.28 hours
+Parameters:
+  efficiency=0.88 percent
+  load=50.20 percent
+  temperature=60.40 °C
+  power=10.55 kW
+  vibration=4.33 mm/s
+  health_index=77.08 percent
+Temporal Data:
+  temp_over_time=[55.3, 50.2, 46.4, 48.7, 49.8] °C
+  power_trend=[12.8, 7.4, 9.0, 11.3, 11.1] kW
+  performance_trend=[1.0, 0.8, 0.9, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 6 months. Recommended actions: software update, diagnostic scan, connector check. 
+Maintenance Recommendations: software update, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=drum
+Output: Diagnostic ID=02f460f9-f2e3-4c6e-8754-58eee21ec5f2
+Vehicle Type: sedan
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=3.68 percent
+  rotor-thickness=26.43 mm
+  pad-thickness=4.74 mm
+  pressure=192.32 psi
+Parameters:
+  efficiency=0.83 percent
+  load=61.32 percent
+  temperature=46.53 °C
+  power=18.02 kW
+  vibration=2.51 mm/s
+  health_index=100.00 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.0 mm
+  pressure_sensor=1831.1 psi
+Temporal Data:
+  temp_over_time=[60.1, 58.7, 59.6, 61.7, 68.9] °C
+  power_trend=[14.5, 13.5, 18.6, 20.7, 21.3] kW
+  performance_trend=[0.9, 0.9, 1.0, 1.1, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335410. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=enhanced
+Output: Diagnostic ID=614548db-5cf9-4d34-a112-53642f590b5c
+Vehicle Type: electric
+System: autonomous
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=3704.06 hours
+Parameters:
+  efficiency=0.82 percent
+  load=86.76 percent
+  temperature=44.59 °C
+  power=41.83 kW
+  vibration=4.34 mm/s
+  health_index=95.18 percent
+Temporal Data:
+  temp_over_time=[45.4, 47.0, 45.8, 47.3, 50.6] °C
+  power_trend=[47.5, 46.2, 36.9, 33.8, 33.5] kW
+  performance_trend=[0.8, 0.6, 0.7, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335419. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=direct-injection
+Output: Diagnostic ID=fa26d39c-4c35-4f15-89e0-79e46f2f7991
+Vehicle Type: commercial
+System: engine
+Configuration: direct-injection
+Status: normal (level 1)
+Fault Code: P0522
+Performance: 359.6 hp
+Material: titanium
+Measurements:
+  oil-temperature=112.33 °C
+  oil-pressure=51.65 psi
+  compression=177.86 psi
+  rpm=6392.60 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=51.45 percent
+  temperature=81.02 °C
+  power=417.46 hp
+  vibration=1.95 mm/s
+  health_index=73.25 percent
+Sensors:
+  oxygen_sensor=0.64 V
+  knock_sensor=324.8 mV
+  maf_sensor=6.10 g/s
+Temporal Data:
+  temp_over_time=[123.3, 114.4, 115.9] °C
+  power_trend=[487.0, 513.9, 326.4] hp
+  performance_trend=[374.3, 375.8, 330.0] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335419. Recommended maintenance interval: 5 months. Recommended actions: fuel system cleaning, oil change, spark plug replacement. 
+Maintenance Recommendations: fuel system cleaning, oil change, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=cvt
+Output: Diagnostic ID=4e8f661a-1aff-4c70-a4a4-709ce1f9ef27
+Vehicle Type: motorcycle
+System: transmission
+Configuration: cvt
+Status: normal (level 1)
+Fault Code: P0741
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.94 ratio
+  torque=163.84 Nm
+  shift-time=0.31 seconds
+  fluid-temperature=73.55 °C
+Parameters:
+  efficiency=0.90 percent
+  load=58.12 percent
+  temperature=79.89 °C
+  power=42.84 kW
+  vibration=1.37 mm/s
+  health_index=72.01 percent
+Temporal Data:
+  temp_over_time=[68.8, 63.1, 65.1, 65.5, 68.4, 66.8, 65.5] °C
+  power_trend=[39.6, 51.4, 44.9, 38.8, 48.8, 49.5, 33.8] kW
+  performance_trend=[1.0, 1.0, 0.7, 0.9, 1.0, 0.9, 0.9] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0741. Diagnostic scan performed at 1751287335419. Recommended maintenance interval: 5 months. Recommended actions: clutch adjustment, filter replacement, shift solenoid check. 
+Maintenance Recommendations: clutch adjustment, filter replacement, shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=basic
+Output: Diagnostic ID=eac908df-f4d8-4236-9ab9-83417316d274
+Vehicle Type: truck
+System: exhaust
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.86 ratio
+  operating-time=3915.15 hours
+Parameters:
+  efficiency=0.79 percent
+  load=31.33 percent
+  temperature=58.14 °C
+  power=33.03 kW
+  vibration=3.13 mm/s
+  health_index=98.93 percent
+Temporal Data:
+  temp_over_time=[51.3, 52.5, 48.1, 46.8, 48.4] °C
+  power_trend=[30.0, 37.4, 40.2, 34.0, 29.8] kW
+  performance_trend=[0.9, 0.9, 1.1, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335419. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=basic
+Output: Diagnostic ID=01ba20e7-b114-426a-b887-9de412d0abfb
+Vehicle Type: electric
+System: thermal
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.88 ratio
+  operating-time=6270.27 hours
+Parameters:
+  efficiency=0.83 percent
+  load=44.46 percent
+  temperature=69.82 °C
+  power=15.54 kW
+  vibration=0.62 mm/s
+  health_index=94.56 percent
+Temporal Data:
+  temp_over_time=[43.0, 46.2, 50.8, 49.5, 46.6, 50.1, 48.5] °C
+  power_trend=[16.3, 15.5, 11.0, 10.9, 12.0, 18.7, 16.5] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.8, 0.8, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335419. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=nickel-metal
+Output: Diagnostic ID=d873530b-d9be-4b2d-9089-1c225084f31a
+Vehicle Type: hybrid
+System: battery
+Configuration: nickel-metal
+Status: normal (level 1)
+Fault Code: P0A80
+Performance: 239.0 kWh
+Material: polymer
+Measurements:
+  current=272.42 amps
+  state-of-charge=43.02 percent
+  voltage=329.74 volts
+  capacity=93.98 percent
+Parameters:
+  efficiency=0.87 percent
+  load=51.60 percent
+  temperature=24.88 °C
+  power=129.42 kW
+  vibration=4.30 mm/s
+  health_index=76.59 percent
+Sensors:
+  coolant_flow=2.8 L/min
+  cell_voltage=3.47 V
+  insulation=30.4 MΩ
+Temporal Data:
+  temp_over_time=[35.4, 35.1, 37.9] °C
+  power_trend=[119.2, 151.9, 161.4] kW
+  performance_trend=[226.8, 248.1, 193.7] kWh
+Notes: Observed symptoms: voltage fluctuations. Diagnostic trouble code: P0A80. Diagnostic scan performed at 1751287335419. Recommended maintenance interval: 4 months. Recommended actions: cell balancing, terminal cleaning, cooling system check. 
+Maintenance Recommendations: cell balancing, terminal cleaning, cooling system check
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=standard
+Output: Diagnostic ID=fd628cec-8bed-4f66-8bab-fdf1768ad04f
+Vehicle Type: sedan
+System: suspension
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=5201.56 hours
+Parameters:
+  efficiency=0.89 percent
+  load=67.08 percent
+  temperature=62.44 °C
+  power=36.42 kW
+  vibration=1.30 mm/s
+  health_index=86.56 percent
+Temporal Data:
+  temp_over_time=[46.8, 43.8, 46.0] °C
+  power_trend=[36.6, 36.7, 41.1] kW
+  performance_trend=[0.7, 1.0, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335421. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=sequential
+Output: Diagnostic ID=0ebced01-c537-4a79-b675-eb1ca1ebe635
+Vehicle Type: sedan
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.87 ratio
+  torque=247.32 Nm
+  shift-time=0.30 seconds
+  fluid-temperature=90.67 °C
+Parameters:
+  efficiency=0.91 percent
+  load=61.39 percent
+  temperature=62.57 °C
+  power=15.16 kW
+  vibration=4.74 mm/s
+  health_index=99.19 percent
+Temporal Data:
+  temp_over_time=[60.6, 64.2, 63.7, 63.4, 67.2, 59.4, 60.6] °C
+  power_trend=[19.6, 14.4, 11.8, 13.0, 19.7, 19.2, 11.7] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.9, 1.0, 0.8, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335421. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=optimized
+Output: Diagnostic ID=789dff46-6384-4753-be4a-1928ec645784
+Vehicle Type: suv
+System: climate
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.30 ratio
+  operating-time=7950.89 hours
+Parameters:
+  efficiency=0.88 percent
+  load=55.62 percent
+  temperature=18.63 °C
+  power=1.62 kW
+  vibration=1.58 mm/s
+  health_index=88.96 percent
+Temporal Data:
+  temp_over_time=[24.6, 28.1, 26.8, 27.1] °C
+  power_trend=[1.9, 1.3, 2.1, 1.5] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335421. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=basic
+Output: Diagnostic ID=4e128abf-e23b-4fff-ac79-3b0b99622c89
+Vehicle Type: suv
+System: 4wd
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.87 ratio
+  operating-time=673.82 hours
+Parameters:
+  efficiency=0.77 percent
+  load=0.68 percent
+  temperature=51.77 °C
+  power=77.78 kW
+  vibration=2.17 mm/s
+  health_index=97.47 percent
+Temporal Data:
+  temp_over_time=[46.8, 53.0, 46.7, 47.9, 47.6, 47.7, 47.9] °C
+  power_trend=[95.7, 75.2, 90.4, 58.1, 89.1, 59.8, 69.8] kW
+  performance_trend=[0.8, 0.7, 0.9, 1.0, 0.8, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335421. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=basic
+Output: Diagnostic ID=bcd1419a-eba2-41b3-9dac-a7adda79fde9
+Vehicle Type: electric
+System: motor
+Configuration: basic
+Status: warning (level 3)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=9866.28 hours
+Parameters:
+  efficiency=0.81 percent
+  load=16.22 percent
+  temperature=62.84 °C
+  power=289.20 kW
+  vibration=0.23 mm/s
+  health_index=49.40 percent
+Sensors:
+  voltage_ripple=2.12 V
+  temperature=62.6 °C
+  current_draw=80.7 A
+Temporal Data:
+  temp_over_time=[48.5, 50.5, 55.1, 52.6, 54.4, 55.9, 56.4] °C
+  power_trend=[238.9, 358.1, 321.8, 242.6, 285.7, 290.7, 274.8] kW
+  performance_trend=[0.6, 0.7, 0.7, 0.6, 0.9, 0.6, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335417. Recommended maintenance interval: 3 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=enhanced
+Output: Diagnostic ID=06a8cdb6-d170-4614-b7ea-bce5af1bb40d
+Vehicle Type: truck
+System: payload
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.49 ratio
+  operating-time=4805.83 hours
+Parameters:
+  efficiency=0.89 percent
+  load=33.63 percent
+  temperature=53.13 °C
+  power=21.45 kW
+  vibration=1.38 mm/s
+  health_index=72.39 percent
+Temporal Data:
+  temp_over_time=[69.0, 69.1, 62.0, 69.8] °C
+  power_trend=[17.3, 24.7, 22.5, 26.5] kW
+  performance_trend=[0.8, 1.0, 0.9, 1.2] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335417. Recommended maintenance interval: 2 months. Recommended actions: diagnostic scan, system inspection, connector check. 
+Maintenance Recommendations: diagnostic scan, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=magnetic
+Output: Diagnostic ID=f4d25b15-4420-4969-b6ef-e697fb9f69b4
+Vehicle Type: sedan
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.59 ratio
+  operating-time=6882.04 hours
+Parameters:
+  efficiency=0.98 percent
+  load=39.44 percent
+  temperature=45.07 °C
+  power=27.04 kW
+  vibration=0.69 mm/s
+  health_index=99.47 percent
+Temporal Data:
+  temp_over_time=[65.4, 72.2, 63.1] °C
+  power_trend=[33.0, 27.8, 29.7] kW
+  performance_trend=[0.7, 0.7, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335417. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=standard
+Output: Diagnostic ID=d1a91820-4ee5-40d7-9c67-c24db3c05656
+Vehicle Type: motorcycle
+System: suspension
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=9268.57 hours
+Parameters:
+  efficiency=0.85 percent
+  load=94.40 percent
+  temperature=45.95 °C
+  power=42.37 kW
+  vibration=4.16 mm/s
+  health_index=76.94 percent
+Temporal Data:
+  temp_over_time=[62.2, 66.4, 57.8] °C
+  power_trend=[47.1, 36.1, 45.8] kW
+  performance_trend=[1.0, 0.9, 1.0] damping_ratio
+Notes: Observed symptoms: leaking fluid. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335417. Recommended maintenance interval: 10 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=automated
+Output: Diagnostic ID=b3904c9b-c679-42cb-9c43-ab51d9966d6d
+Vehicle Type: sedan
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.99 ratio
+  torque=137.69 Nm
+  shift-time=0.15 seconds
+  fluid-temperature=79.90 °C
+Parameters:
+  efficiency=0.91 percent
+  load=27.94 percent
+  temperature=86.85 °C
+  power=31.52 kW
+  vibration=4.33 mm/s
+  health_index=97.37 percent
+Temporal Data:
+  temp_over_time=[91.6, 90.7, 77.5, 76.9, 85.9, 93.1] °C
+  power_trend=[40.4, 38.7, 39.4, 36.8, 26.1, 25.1] kW
+  performance_trend=[1.1, 1.0, 0.8, 1.1, 0.8, 1.1] efficiency
+Notes: Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=basic
+Output: Diagnostic ID=0e6e4091-af2a-41d1-a14a-0d3da5d5646b
+Vehicle Type: motorcycle
+System: cooling
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=8182.92 hours
+Parameters:
+  efficiency=0.93 percent
+  load=82.55 percent
+  temperature=59.89 °C
+  power=36.88 kW
+  vibration=0.99 mm/s
+  health_index=97.80 percent
+Temporal Data:
+  temp_over_time=[63.9, 70.8, 70.1] °C
+  power_trend=[37.9, 37.1, 36.6] kW
+  performance_trend=[0.6, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=sequential
+Output: Diagnostic ID=bcc937ed-cf1a-41f4-a75d-4189f5e433b0
+Vehicle Type: commercial
+System: transmission
+Configuration: sequential
+Status: normal (level 1)
+Fault Code: P0730
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.85 ratio
+  torque=118.30 Nm
+  shift-time=0.20 seconds
+  fluid-temperature=80.30 °C
+Parameters:
+  efficiency=0.88 percent
+  load=93.51 percent
+  temperature=73.33 °C
+  power=32.27 kW
+  vibration=3.69 mm/s
+  health_index=70.25 percent
+Temporal Data:
+  temp_over_time=[69.0, 59.9, 64.3, 65.9, 69.1] °C
+  power_trend=[29.7, 39.5, 40.9, 35.0, 32.3] kW
+  performance_trend=[1.0, 0.8, 0.8, 1.0, 0.7] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335423. Recommended maintenance interval: 11 months. Recommended actions: seal inspection. 
+Maintenance Recommendations: seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=optimized
+Output: Diagnostic ID=f31037fb-73ff-4e1b-b4b9-9bb6bcfa223b
+Vehicle Type: electric
+System: thermal
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=8699.55 hours
+Parameters:
+  efficiency=0.97 percent
+  load=94.36 percent
+  temperature=64.41 °C
+  power=46.02 kW
+  vibration=4.35 mm/s
+  health_index=78.36 percent
+Temporal Data:
+  temp_over_time=[44.2, 44.4, 40.8] °C
+  power_trend=[52.6, 36.5, 35.2] kW
+  performance_trend=[0.7, 0.9, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335423. Recommended maintenance interval: 4 months. Recommended actions: system inspection, software update. 
+Maintenance Recommendations: system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=enhanced
+Output: Diagnostic ID=5113a788-d100-4dc6-8888-46ea48d1e99e
+Vehicle Type: truck
+System: payload
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=3240.74 hours
+Parameters:
+  efficiency=0.88 percent
+  load=85.43 percent
+  temperature=62.27 °C
+  power=43.37 kW
+  vibration=1.66 mm/s
+  health_index=91.44 percent
+Temporal Data:
+  temp_over_time=[60.4, 60.3, 55.4, 63.2] °C
+  power_trend=[49.4, 49.5, 44.8, 52.9] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335423. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-polymer
+Output: Diagnostic ID=ab4e1d5c-2f09-444d-b76c-dda2a48d6751
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-polymer
+Status: optimal (level 0)
+Performance: 190.3 kWh
+Material: solid-state
+Measurements:
+  current=55.71 amps
+  state-of-charge=97.99 percent
+  voltage=739.19 volts
+  capacity=93.78 percent
+Parameters:
+  efficiency=0.89 percent
+  load=28.82 percent
+  temperature=46.46 °C
+  power=56.43 kW
+  vibration=4.23 mm/s
+  health_index=87.99 percent
+Sensors:
+  coolant_flow=2.4 L/min
+  cell_voltage=3.95 V
+  insulation=5.5 MΩ
+Temporal Data:
+  temp_over_time=[43.4, 51.4, 43.4, 50.1, 45.7] °C
+  power_trend=[44.7, 56.1, 49.5, 72.7, 57.9] kW
+  performance_trend=[202.5, 198.4, 196.2, 164.0, 179.7] kWh
+Notes: Diagnostic scan performed at 1751287335415. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=optimized
+Output: Diagnostic ID=12380a54-4a66-4c09-80e2-fb1939524549
+Vehicle Type: sedan
+System: climate
+Configuration: optimized
+Status: warning (level 3)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.92 ratio
+  operating-time=3944.73 hours
+Parameters:
+  efficiency=0.89 percent
+  load=72.62 percent
+  temperature=21.71 °C
+  power=4.61 kW
+  vibration=4.94 mm/s
+  health_index=47.98 percent
+Temporal Data:
+  temp_over_time=[17.1, 15.6, 16.7, 16.3, 15.9] °C
+  power_trend=[3.4, 4.0, 5.4, 6.0, 5.5] kW
+  performance_trend=[0.9, 0.9, 0.9, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335413. Recommended maintenance interval: 11 months. Recommended actions: diagnostic scan, software update. 
+Maintenance Recommendations: diagnostic scan, software update
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=supercharged
+Output: Diagnostic ID=e0365927-e53a-4b73-a3e5-d0851c1a60e8
+Vehicle Type: motorcycle
+System: engine
+Configuration: supercharged
+Status: degraded (level 2)
+Fault Code: P0606
+Performance: 223.1 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=102.40 °C
+  oil-pressure=76.96 psi
+  compression=133.79 psi
+  rpm=1028.41 rpm
+Parameters:
+  efficiency=0.76 percent
+  load=3.58 percent
+  temperature=106.86 °C
+  power=433.76 hp
+  vibration=3.84 mm/s
+  health_index=61.91 percent
+Sensors:
+  oxygen_sensor=0.37 V
+  knock_sensor=147.8 mV
+  maf_sensor=2.68 g/s
+Temporal Data:
+  temp_over_time=[98.6, 90.9, 100.5, 105.8, 96.2] °C
+  power_trend=[360.6, 505.9, 418.5, 330.1, 355.7] hp
+  performance_trend=[259.3, 239.9, 222.9, 195.4, 236.3] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335413. Recommended maintenance interval: 12 months. Recommended actions: fuel system cleaning. 
+Maintenance Recommendations: fuel system cleaning
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=supercharged
+Output: Diagnostic ID=51ce2285-73a9-49c2-9853-8b0b609487bf
+Vehicle Type: motorcycle
+System: engine
+Configuration: supercharged
+Status: degraded (level 2)
+Fault Code: P0172
+Performance: 284.9 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=116.39 °C
+  oil-pressure=68.28 psi
+  compression=179.71 psi
+  rpm=2898.35 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=37.80 percent
+  temperature=91.33 °C
+  power=441.06 hp
+  vibration=4.64 mm/s
+  health_index=66.93 percent
+Sensors:
+  oxygen_sensor=0.72 V
+  knock_sensor=17.8 mV
+  maf_sensor=10.93 g/s
+Temporal Data:
+  temp_over_time=[106.8, 97.6, 97.6, 98.1, 110.0] °C
+  power_trend=[515.7, 527.7, 393.9, 356.2, 563.5] hp
+  performance_trend=[274.9, 242.5, 298.5, 290.7, 262.6] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335425. Recommended maintenance interval: 8 months. Recommended actions: spark plug replacement, timing belt inspection. 
+Maintenance Recommendations: spark plug replacement, timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=performance
+Output: Diagnostic ID=4890dc06-c8bb-4f8e-b6c4-5ff5a82bc685
+Vehicle Type: suv
+System: towing
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.80 ratio
+  operating-time=5365.91 hours
+Parameters:
+  efficiency=0.78 percent
+  load=82.89 percent
+  temperature=62.84 °C
+  power=45.22 kW
+  vibration=3.21 mm/s
+  health_index=84.93 percent
+Temporal Data:
+  temp_over_time=[45.9, 39.5, 41.1, 42.8, 44.6, 41.0] °C
+  power_trend=[45.5, 43.7, 43.9, 41.7, 35.8, 38.1] kW
+  performance_trend=[1.1, 0.8, 1.1, 1.1, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335425. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=cvt
+Output: Diagnostic ID=5051b1a9-1a59-43d2-900d-53fc08ff7203
+Vehicle Type: commercial
+System: transmission
+Configuration: cvt
+Status: degraded (level 2)
+Fault Code: P0700
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.77 ratio
+  torque=419.58 Nm
+  shift-time=0.38 seconds
+  fluid-temperature=92.11 °C
+Parameters:
+  efficiency=0.91 percent
+  load=68.62 percent
+  temperature=65.38 °C
+  power=48.03 kW
+  vibration=2.72 mm/s
+  health_index=65.64 percent
+Temporal Data:
+  temp_over_time=[89.1, 86.0, 94.0] °C
+  power_trend=[55.9, 34.9, 38.4] kW
+  performance_trend=[1.0, 1.0, 0.9] efficiency
+Notes: Observed symptoms: slipping. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335423. Recommended maintenance interval: 8 months. Recommended actions: shift solenoid check, clutch adjustment. 
+Maintenance Recommendations: shift solenoid check, clutch adjustment
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=rotary
+Output: Diagnostic ID=b84903b1-35d0-4704-9752-0f3ed94d07e6
+Vehicle Type: suv
+System: engine
+Configuration: rotary
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 484.0 hp
+Material: titanium
+Measurements:
+  oil-temperature=73.41 °C
+  oil-pressure=45.96 psi
+  compression=123.30 psi
+  rpm=3513.23 rpm
+Parameters:
+  efficiency=0.88 percent
+  load=24.25 percent
+  temperature=103.92 °C
+  power=320.71 hp
+  vibration=3.17 mm/s
+  health_index=75.18 percent
+Sensors:
+  oxygen_sensor=0.82 V
+  knock_sensor=427.1 mV
+  maf_sensor=7.62 g/s
+Temporal Data:
+  temp_over_time=[92.9, 95.7, 98.5] °C
+  power_trend=[236.2, 235.7, 337.8] hp
+  performance_trend=[463.4, 567.8, 503.8] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335423. Recommended maintenance interval: 9 months. Recommended actions: fuel system cleaning, timing belt inspection. 
+Maintenance Recommendations: fuel system cleaning, timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=standard
+Output: Diagnostic ID=46943e4c-a01f-4d42-839b-a4a4b29c4727
+Vehicle Type: commercial
+System: emissions
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.92 ratio
+  operating-time=8126.10 hours
+Parameters:
+  efficiency=0.84 percent
+  load=82.42 percent
+  temperature=48.44 °C
+  power=41.31 kW
+  vibration=2.07 mm/s
+  health_index=94.32 percent
+Temporal Data:
+  temp_over_time=[57.1, 56.7, 60.6, 67.6] °C
+  power_trend=[50.0, 35.8, 45.9, 45.1] kW
+  performance_trend=[0.7, 0.7, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335423. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=optimized
+Output: Diagnostic ID=d41809f5-faca-4073-b47a-107de6c79712
+Vehicle Type: sedan
+System: climate
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.38 ratio
+  operating-time=1697.68 hours
+Parameters:
+  efficiency=0.94 percent
+  load=34.62 percent
+  temperature=22.68 °C
+  power=5.56 kW
+  vibration=0.52 mm/s
+  health_index=95.35 percent
+Temporal Data:
+  temp_over_time=[27.6, 29.3, 31.3, 27.5, 28.4, 26.6, 30.0] °C
+  power_trend=[6.4, 4.4, 4.9, 6.7, 4.9, 6.2, 6.0] kW
+  performance_trend=[0.9, 0.7, 0.7, 0.9, 1.0, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335423. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=optimized
+Output: Diagnostic ID=10d13bc3-5b2c-4079-9388-3d471a4aa66d
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.74 ratio
+  operating-time=1481.19 hours
+Parameters:
+  efficiency=0.79 percent
+  load=7.53 percent
+  temperature=53.24 °C
+  power=77.49 kW
+  vibration=2.40 mm/s
+  health_index=98.92 percent
+Sensors:
+  voltage_ripple=2.80 V
+  temperature=77.9 °C
+  current_draw=95.7 A
+Temporal Data:
+  temp_over_time=[69.7, 58.8, 62.6] °C
+  power_trend=[62.7, 100.3, 62.6] kW
+  performance_trend=[1.1, 1.0, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335423. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=electro-hydraulic
+Output: Diagnostic ID=7648ab4d-f6e2-40b1-b19a-fe5d07e44db6
+Vehicle Type: motorcycle
+System: brakes
+Configuration: electro-hydraulic
+Status: degraded (level 2)
+Fault Code: C0050
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=3.43 percent
+  rotor-thickness=24.22 mm
+  pad-thickness=7.94 mm
+  pressure=741.27 psi
+Parameters:
+  efficiency=0.76 percent
+  load=63.26 percent
+  temperature=47.06 °C
+  power=25.33 kW
+  vibration=3.01 mm/s
+  health_index=59.69 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.1 mm
+  pressure_sensor=722.4 psi
+Temporal Data:
+  temp_over_time=[46.6, 53.9, 54.4, 49.2, 52.0, 50.8, 49.0] °C
+  power_trend=[24.3, 25.7, 31.2, 20.1, 22.3, 31.3, 21.0] kW
+  performance_trend=[0.8, 0.9, 0.9, 1.0, 0.9, 0.9, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335423. Recommended maintenance interval: 2 months. Recommended actions: fluid flush, caliper inspection. 
+Maintenance Recommendations: fluid flush, caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=0164dc99-7cf9-4312-acf0-d9f1287b086d
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 416.7 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=111.25 °C
+  oil-pressure=55.36 psi
+  compression=131.93 psi
+  rpm=4022.97 rpm
+Parameters:
+  efficiency=0.76 percent
+  load=72.80 percent
+  temperature=104.57 °C
+  power=197.55 hp
+  vibration=0.42 mm/s
+  health_index=89.30 percent
+Sensors:
+  oxygen_sensor=0.88 V
+  knock_sensor=50.3 mV
+  maf_sensor=9.97 g/s
+Temporal Data:
+  temp_over_time=[96.3, 87.2, 105.2, 106.4, 104.7, 103.1] °C
+  power_trend=[237.6, 139.6, 233.2, 161.3, 147.6, 169.7] hp
+  performance_trend=[397.4, 433.6, 350.4, 378.5, 415.6, 463.1] hp
+Notes: Diagnostic scan performed at 1751287335421. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=enhanced
+Output: Diagnostic ID=26fd6098-e3ec-4d06-aae6-c6ec35328f91
+Vehicle Type: electric
+System: thermal
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.84 ratio
+  operating-time=6897.09 hours
+Parameters:
+  efficiency=0.98 percent
+  load=80.44 percent
+  temperature=47.04 °C
+  power=16.52 kW
+  vibration=3.28 mm/s
+  health_index=86.00 percent
+Temporal Data:
+  temp_over_time=[51.5, 42.9, 42.6, 44.9, 50.6, 49.3] °C
+  power_trend=[16.4, 18.5, 13.1, 20.1, 20.8, 19.8] kW
+  performance_trend=[0.9, 0.7, 0.8, 0.6, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335421. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=enhanced
+Output: Diagnostic ID=2cc2cbec-2a32-4521-b775-5656d8577e5a
+Vehicle Type: commercial
+System: air-brakes
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=545.61 hours
+Parameters:
+  efficiency=0.76 percent
+  load=49.29 percent
+  temperature=47.87 °C
+  power=49.91 kW
+  vibration=2.75 mm/s
+  health_index=94.62 percent
+Temporal Data:
+  temp_over_time=[52.4, 52.1, 51.5, 54.8, 54.0] °C
+  power_trend=[41.5, 46.8, 56.5, 51.2, 38.2] kW
+  performance_trend=[1.0, 0.8, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335421. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=optimized
+Output: Diagnostic ID=cf398272-efa3-46fe-8c27-44b05d06ae65
+Vehicle Type: commercial
+System: air-brakes
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=9832.50 hours
+Parameters:
+  efficiency=0.86 percent
+  load=69.39 percent
+  temperature=64.11 °C
+  power=36.86 kW
+  vibration=0.89 mm/s
+  health_index=84.58 percent
+Temporal Data:
+  temp_over_time=[49.1, 52.6, 51.9, 50.6] °C
+  power_trend=[31.3, 40.9, 35.6, 43.7] kW
+  performance_trend=[0.6, 0.7, 0.8, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335421. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=enhanced
+Output: Diagnostic ID=cf017247-9985-4fb4-8d96-8bd4579db235
+Vehicle Type: suv
+System: towing
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=3954.02 hours
+Parameters:
+  efficiency=0.90 percent
+  load=60.89 percent
+  temperature=62.56 °C
+  power=28.38 kW
+  vibration=3.39 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[69.2, 73.8, 62.8, 72.7, 74.1, 64.6, 74.6] °C
+  power_trend=[33.3, 25.5, 33.9, 24.6, 22.3, 33.2, 20.1] kW
+  performance_trend=[0.9, 0.7, 1.0, 0.8, 1.0, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335419. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=basic
+Output: Diagnostic ID=b3f6794a-4fa2-4cb2-ba8b-f1a84c866521
+Vehicle Type: motorcycle
+System: electrical
+Configuration: basic
+Status: normal (level 1)
+Fault Code: B1000
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=7086.36 hours
+Parameters:
+  efficiency=0.76 percent
+  load=8.10 percent
+  temperature=32.33 °C
+  power=36.22 kW
+  vibration=3.50 mm/s
+  health_index=86.62 percent
+Sensors:
+  current=26.8 A
+  voltage=52.7 V
+Temporal Data:
+  temp_over_time=[50.8, 50.2, 47.2] °C
+  power_trend=[44.4, 46.8, 46.6] kW
+  performance_trend=[1.1, 0.9, 0.9] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1000. Diagnostic scan performed at 1751287335419. Recommended maintenance interval: 10 months. Recommended actions: connector cleaning. 
+Maintenance Recommendations: connector cleaning
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=24dfbc6b-0065-4ab2-a5c2-0e9c7d7ed055
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=6015.84 hours
+Parameters:
+  efficiency=0.87 percent
+  load=1.79 percent
+  temperature=57.68 °C
+  power=33.71 kW
+  vibration=4.50 mm/s
+  health_index=75.24 percent
+Temporal Data:
+  temp_over_time=[43.5, 45.8, 48.1, 45.5, 45.5, 52.7] °C
+  power_trend=[26.5, 32.3, 43.0, 27.6, 26.5, 36.6] kW
+  performance_trend=[1.0, 1.1, 0.9, 1.1, 1.0, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335419. Recommended maintenance interval: 10 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=optimized
+Output: Diagnostic ID=9aa23f87-02cc-4b2d-b90b-e904b0c20463
+Vehicle Type: commercial
+System: safety
+Configuration: optimized
+Status: warning (level 3)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.29 ratio
+  operating-time=8198.05 hours
+Parameters:
+  efficiency=0.75 percent
+  load=33.97 percent
+  temperature=56.75 °C
+  power=38.65 kW
+  vibration=1.87 mm/s
+  health_index=53.70 percent
+Temporal Data:
+  temp_over_time=[43.6, 40.2, 37.9, 41.6, 39.0, 41.2] °C
+  power_trend=[48.2, 39.7, 29.0, 42.1, 41.4, 36.1] kW
+  performance_trend=[1.0, 0.9, 0.8, 0.8, 0.8, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335428. Recommended maintenance interval: 6 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=standard
+Output: Diagnostic ID=95099666-e8b0-47e3-8d3e-41deea551451
+Vehicle Type: suv
+System: towing
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.82 ratio
+  operating-time=7755.06 hours
+Parameters:
+  efficiency=0.98 percent
+  load=24.49 percent
+  temperature=58.35 °C
+  power=38.51 kW
+  vibration=1.80 mm/s
+  health_index=97.74 percent
+Temporal Data:
+  temp_over_time=[50.3, 43.3, 48.8] °C
+  power_trend=[47.1, 34.7, 39.8] kW
+  performance_trend=[0.8, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335426. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=performance
+Output: Diagnostic ID=19d27956-65c6-471c-95c9-f8c5fb28f888
+Vehicle Type: truck
+System: payload
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=9535.35 hours
+Parameters:
+  efficiency=0.93 percent
+  load=51.53 percent
+  temperature=52.98 °C
+  power=41.16 kW
+  vibration=1.52 mm/s
+  health_index=89.11 percent
+Temporal Data:
+  temp_over_time=[63.7, 57.5, 63.2, 56.2, 63.0, 55.4, 64.0] °C
+  power_trend=[37.2, 49.3, 48.3, 32.7, 33.3, 46.2, 34.0] kW
+  performance_trend=[0.8, 1.0, 1.1, 1.0, 1.0, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335426. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=sport
+Output: Diagnostic ID=2c2ed06b-11ed-4380-b67f-cb9e17771de6
+Vehicle Type: sedan
+System: suspension
+Configuration: sport
+Status: degraded (level 2)
+Fault Code: U0100
+Performance: 1.0 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.49 ratio
+  operating-time=4504.70 hours
+Parameters:
+  efficiency=0.88 percent
+  load=68.75 percent
+  temperature=66.28 °C
+  power=19.55 kW
+  vibration=4.35 mm/s
+  health_index=65.29 percent
+Temporal Data:
+  temp_over_time=[49.4, 50.4, 58.5] °C
+  power_trend=[15.6, 15.4, 14.3] kW
+  performance_trend=[0.8, 0.9, 1.0] damping_ratio
+Notes: Observed symptoms: rough ride. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335426. Recommended maintenance interval: 6 months. Recommended actions: software update, diagnostic scan, connector check. 
+Maintenance Recommendations: software update, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=basic
+Output: Diagnostic ID=e0991d8a-7cd6-4409-ad21-f1e8347f6f8a
+Vehicle Type: electric
+System: thermal
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.23 ratio
+  operating-time=7563.50 hours
+Parameters:
+  efficiency=0.78 percent
+  load=61.77 percent
+  temperature=69.49 °C
+  power=33.56 kW
+  vibration=1.96 mm/s
+  health_index=88.49 percent
+Temporal Data:
+  temp_over_time=[43.6, 43.5, 40.3, 44.5, 42.2] °C
+  power_trend=[34.5, 30.8, 37.7, 24.6, 25.6] kW
+  performance_trend=[0.7, 0.9, 0.8, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335426. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=supercapacitor
+Output: Diagnostic ID=7b221852-af44-4fc6-ae4b-17ed826fabfe
+Vehicle Type: electric
+System: battery
+Configuration: supercapacitor
+Status: optimal (level 0)
+Performance: 432.0 kWh
+Material: lithium-ion
+Measurements:
+  current=281.70 amps
+  state-of-charge=86.28 percent
+  voltage=565.29 volts
+  capacity=90.39 percent
+Parameters:
+  efficiency=0.96 percent
+  load=81.18 percent
+  temperature=24.59 °C
+  power=496.24 kW
+  vibration=4.55 mm/s
+  health_index=95.04 percent
+Sensors:
+  coolant_flow=1.1 L/min
+  cell_voltage=3.55 V
+  insulation=51.1 MΩ
+Temporal Data:
+  temp_over_time=[43.8, 47.0, 46.8, 48.9] °C
+  power_trend=[490.0, 444.0, 576.5, 366.0] kW
+  performance_trend=[450.2, 384.9, 348.6, 467.5] kWh
+Notes: Diagnostic scan performed at 1751287335426. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=909e425e-2847-4f32-b855-678e34e3a338
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.77 ratio
+  torque=373.71 Nm
+  shift-time=0.38 seconds
+  fluid-temperature=99.51 °C
+Parameters:
+  efficiency=0.78 percent
+  load=0.80 percent
+  temperature=62.39 °C
+  power=31.55 kW
+  vibration=2.70 mm/s
+  health_index=91.54 percent
+Temporal Data:
+  temp_over_time=[68.1, 68.3, 66.1, 69.1, 66.5] °C
+  power_trend=[39.1, 24.6, 32.9, 37.9, 32.2] kW
+  performance_trend=[0.9, 1.1, 1.0, 0.9, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335426. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=enhanced
+Output: Diagnostic ID=ec926649-eb36-4b08-bb00-9ee33a1e6851
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=5456.90 hours
+Parameters:
+  efficiency=0.91 percent
+  load=24.34 percent
+  temperature=44.82 °C
+  power=213.30 kW
+  vibration=1.84 mm/s
+  health_index=78.02 percent
+Sensors:
+  voltage_ripple=3.77 V
+  temperature=80.7 °C
+  current_draw=173.2 A
+Temporal Data:
+  temp_over_time=[67.9, 61.9, 70.9] °C
+  power_trend=[214.9, 202.4, 187.7] kW
+  performance_trend=[1.0, 0.8, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335426. Recommended maintenance interval: 9 months. Recommended actions: diagnostic scan, connector check, system inspection. 
+Maintenance Recommendations: diagnostic scan, connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=standard
+Output: Diagnostic ID=61fead08-e342-437f-bd68-4c6ad10bb8a0
+Vehicle Type: hybrid
+System: regenerative
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.12 ratio
+  operating-time=3639.36 hours
+Parameters:
+  efficiency=0.97 percent
+  load=48.64 percent
+  temperature=55.45 °C
+  power=16.18 kW
+  vibration=0.92 mm/s
+  health_index=87.62 percent
+Temporal Data:
+  temp_over_time=[52.2, 50.2, 55.9] °C
+  power_trend=[18.3, 14.9, 20.2] kW
+  performance_trend=[0.7, 0.6, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335426. Recommended maintenance interval: 5 months. Recommended actions: connector check, system inspection, diagnostic scan. 
+Maintenance Recommendations: connector check, system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=standard
+Output: Diagnostic ID=11802b8f-c78d-42f7-9e6f-021080d79acc
+Vehicle Type: electric
+System: autonomous
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.79 ratio
+  operating-time=5810.66 hours
+Parameters:
+  efficiency=0.88 percent
+  load=29.39 percent
+  temperature=49.94 °C
+  power=25.65 kW
+  vibration=1.02 mm/s
+  health_index=86.44 percent
+Temporal Data:
+  temp_over_time=[69.0, 67.4, 66.8, 70.0] °C
+  power_trend=[32.4, 18.5, 20.9, 25.5] kW
+  performance_trend=[1.0, 1.0, 1.1, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335426. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=off-road
+Output: Diagnostic ID=0d684c1c-edc4-4543-8212-6deadda48792
+Vehicle Type: suv
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=1392.61 hours
+Parameters:
+  efficiency=0.95 percent
+  load=24.38 percent
+  temperature=43.07 °C
+  power=39.73 kW
+  vibration=0.11 mm/s
+  health_index=93.55 percent
+Temporal Data:
+  temp_over_time=[41.5, 40.2, 40.0, 37.4, 39.6, 42.2] °C
+  power_trend=[47.4, 51.0, 30.6, 44.8, 34.3, 48.5] kW
+  performance_trend=[0.9, 1.0, 0.9, 0.7, 0.8, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335425. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=basic
+Output: Diagnostic ID=9f6f4cc4-480a-464e-ba34-8c60c009b3d4
+Vehicle Type: commercial
+System: emissions
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.56 ratio
+  operating-time=8558.09 hours
+Parameters:
+  efficiency=0.86 percent
+  load=31.90 percent
+  temperature=61.71 °C
+  power=19.99 kW
+  vibration=4.45 mm/s
+  health_index=76.05 percent
+Temporal Data:
+  temp_over_time=[56.8, 58.6, 62.2, 60.3, 52.4, 62.3, 58.2] °C
+  power_trend=[24.1, 16.4, 16.8, 17.1, 23.3, 24.7, 25.6] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.7, 0.9, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335425. Recommended maintenance interval: 6 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=optimized
+Output: Diagnostic ID=988694b3-ee6b-4b48-9d30-2c56390da067
+Vehicle Type: electric
+System: electronics
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.44 ratio
+  operating-time=1715.87 hours
+Parameters:
+  efficiency=0.76 percent
+  load=23.35 percent
+  temperature=33.41 °C
+  power=44.66 kW
+  vibration=0.43 mm/s
+  health_index=93.91 percent
+Sensors:
+  current=29.9 A
+  voltage=115.6 V
+Temporal Data:
+  temp_over_time=[46.0, 49.5, 46.9, 48.5] °C
+  power_trend=[33.1, 49.0, 49.8, 36.4] kW
+  performance_trend=[1.1, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335425. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=standard
+Output: Diagnostic ID=e15319ef-dbc1-4399-8e97-f080adfda6b8
+Vehicle Type: motorcycle
+System: electrical
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=2814.12 hours
+Parameters:
+  efficiency=0.77 percent
+  load=44.06 percent
+  temperature=41.80 °C
+  power=10.04 kW
+  vibration=1.76 mm/s
+  health_index=90.54 percent
+Sensors:
+  current=7.7 A
+  voltage=23.5 V
+Temporal Data:
+  temp_over_time=[39.9, 41.8, 46.1, 45.4] °C
+  power_trend=[10.6, 8.8, 7.0, 11.3] kW
+  performance_trend=[0.9, 1.0, 0.9, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335425. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=standard
+Output: Diagnostic ID=4276a89d-1fb5-4427-a83f-def4f30c3d16
+Vehicle Type: suv
+System: climate
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=1323.95 hours
+Parameters:
+  efficiency=0.79 percent
+  load=67.91 percent
+  temperature=17.07 °C
+  power=4.58 kW
+  vibration=1.63 mm/s
+  health_index=85.46 percent
+Temporal Data:
+  temp_over_time=[35.7, 30.0, 29.7, 34.6] °C
+  power_trend=[4.9, 3.5, 4.7, 5.1] kW
+  performance_trend=[0.8, 0.9, 1.1, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335425. Recommended maintenance interval: 2 months. Recommended actions: system inspection, software update. 
+Maintenance Recommendations: system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=performance
+Output: Diagnostic ID=2d907b10-c8d7-4558-a155-4e6b894a03a4
+Vehicle Type: motorcycle
+System: electrical
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: steel
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=6472.85 hours
+Parameters:
+  efficiency=0.88 percent
+  load=22.16 percent
+  temperature=44.45 °C
+  power=31.42 kW
+  vibration=3.86 mm/s
+  health_index=85.68 percent
+Sensors:
+  current=17.7 A
+  voltage=246.5 V
+Temporal Data:
+  temp_over_time=[47.0, 49.4, 43.4, 47.0, 43.2, 48.2, 42.2] °C
+  power_trend=[26.6, 36.8, 36.0, 37.5, 32.2, 40.2, 22.6] kW
+  performance_trend=[0.8, 0.9, 1.1, 0.8, 1.0, 1.0, 1.1] voltage_stability
+Notes: Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=turbo
+Output: Diagnostic ID=827aef55-1020-4a51-bce3-fc167aec71e0
+Vehicle Type: commercial
+System: engine
+Configuration: turbo
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 430.3 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=111.80 °C
+  oil-pressure=52.61 psi
+  compression=141.23 psi
+  rpm=6770.57 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=39.25 percent
+  temperature=85.43 °C
+  power=479.66 hp
+  vibration=2.29 mm/s
+  health_index=83.14 percent
+Sensors:
+  oxygen_sensor=0.29 V
+  knock_sensor=75.7 mV
+  maf_sensor=10.70 g/s
+Temporal Data:
+  temp_over_time=[96.8, 90.2, 85.8, 86.9] °C
+  power_trend=[590.4, 562.1, 591.1, 498.9] hp
+  performance_trend=[421.6, 391.5, 352.4, 473.9] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 3 months. Recommended actions: oil change. 
+Maintenance Recommendations: oil change
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=a70b8898-0f6d-42bb-b438-1ad04be74927
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.60 percent
+  rotor-thickness=12.50 mm
+  pad-thickness=7.95 mm
+  pressure=174.55 psi
+Parameters:
+  efficiency=0.98 percent
+  load=99.86 percent
+  temperature=48.67 °C
+  power=39.27 kW
+  vibration=3.23 mm/s
+  health_index=100.00 percent
+Sensors:
+  abs_status=active
+  wear_sensor=2.9 mm
+  pressure_sensor=1801.6 psi
+Temporal Data:
+  temp_over_time=[53.8, 49.1, 45.8] °C
+  power_trend=[29.9, 34.2, 46.9] kW
+  performance_trend=[0.8, 1.1, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=optimized
+Output: Diagnostic ID=4f36c0ca-ddcc-4e68-bc0c-e0329fe228bc
+Vehicle Type: truck
+System: diesel
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.41 ratio
+  operating-time=3765.15 hours
+Parameters:
+  efficiency=0.80 percent
+  load=41.30 percent
+  temperature=69.59 °C
+  power=16.32 kW
+  vibration=0.83 mm/s
+  health_index=95.86 percent
+Temporal Data:
+  temp_over_time=[43.2, 43.9, 42.9, 48.7] °C
+  power_trend=[15.9, 13.8, 19.3, 13.0] kW
+  performance_trend=[0.8, 0.7, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=adaptive
+Output: Diagnostic ID=eeb1d334-6215-489d-ab8b-858b701b1ad2
+Vehicle Type: commercial
+System: suspension
+Configuration: adaptive
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=9843.90 hours
+Parameters:
+  efficiency=0.80 percent
+  load=36.20 percent
+  temperature=46.85 °C
+  power=31.19 kW
+  vibration=2.41 mm/s
+  health_index=97.79 percent
+Temporal Data:
+  temp_over_time=[54.1, 53.3, 50.7] °C
+  power_trend=[23.2, 34.4, 37.0] kW
+  performance_trend=[1.0, 1.0, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335430. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=enhanced
+Output: Diagnostic ID=0b7c7211-c53d-488b-bf99-ea3b83b7920a
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.59 ratio
+  operating-time=2735.92 hours
+Parameters:
+  efficiency=0.88 percent
+  load=69.73 percent
+  temperature=58.80 °C
+  power=46.91 kW
+  vibration=4.44 mm/s
+  health_index=76.22 percent
+Temporal Data:
+  temp_over_time=[57.4, 57.0, 49.7, 52.3] °C
+  power_trend=[54.0, 48.9, 37.6, 45.8] kW
+  performance_trend=[0.8, 0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335430. Recommended maintenance interval: 10 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=supercharged
+Output: Diagnostic ID=4472ae76-87fb-40a1-9103-6e98d588ec28
+Vehicle Type: hybrid
+System: engine
+Configuration: supercharged
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 366.6 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=115.12 °C
+  oil-pressure=28.53 psi
+  compression=154.53 psi
+  rpm=4902.27 rpm
+Parameters:
+  efficiency=0.77 percent
+  load=16.86 percent
+  temperature=81.15 °C
+  power=175.76 hp
+  vibration=0.55 mm/s
+  health_index=82.56 percent
+Sensors:
+  oxygen_sensor=0.83 V
+  knock_sensor=139.3 mV
+  maf_sensor=9.89 g/s
+Temporal Data:
+  temp_over_time=[112.8, 105.0, 106.9, 93.4] °C
+  power_trend=[128.8, 218.2, 174.8, 160.5] hp
+  performance_trend=[341.9, 420.5, 400.7, 349.5] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335430. Recommended maintenance interval: 6 months. Recommended actions: oil change, timing belt inspection. 
+Maintenance Recommendations: oil change, timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=standard
+Output: Diagnostic ID=7e8bcdda-86c4-4004-a2d8-8c6d1722b4da
+Vehicle Type: commercial
+System: engine
+Configuration: standard
+Status: normal (level 1)
+Fault Code: P0300
+Performance: 328.2 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=79.80 °C
+  oil-pressure=63.32 psi
+  compression=148.40 psi
+  rpm=2121.98 rpm
+Parameters:
+  efficiency=0.98 percent
+  load=36.73 percent
+  temperature=100.23 °C
+  power=378.32 hp
+  vibration=4.91 mm/s
+  health_index=82.51 percent
+Sensors:
+  oxygen_sensor=0.93 V
+  knock_sensor=232.3 mV
+  maf_sensor=9.53 g/s
+Temporal Data:
+  temp_over_time=[84.5, 86.1, 98.7] °C
+  power_trend=[273.1, 285.6, 413.0] hp
+  performance_trend=[303.7, 350.5, 271.2] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335430. Recommended maintenance interval: 12 months. Recommended actions: oil change. 
+Maintenance Recommendations: oil change
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=basic
+Output: Diagnostic ID=6b9ce296-5a20-4a82-b980-ea46bb3dbe1b
+Vehicle Type: suv
+System: towing
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=4628.39 hours
+Parameters:
+  efficiency=0.91 percent
+  load=55.43 percent
+  temperature=42.73 °C
+  power=29.10 kW
+  vibration=1.76 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[63.8, 61.6, 67.9] °C
+  power_trend=[33.9, 29.4, 32.7] kW
+  performance_trend=[0.9, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335430. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=standard
+Output: Diagnostic ID=a6d2fafb-a978-459b-b206-2550c1e4a0fe
+Vehicle Type: suv
+System: climate
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.29 ratio
+  operating-time=8349.13 hours
+Parameters:
+  efficiency=0.91 percent
+  load=31.11 percent
+  temperature=21.10 °C
+  power=3.35 kW
+  vibration=2.27 mm/s
+  health_index=99.71 percent
+Temporal Data:
+  temp_over_time=[23.6, 24.4, 21.4] °C
+  power_trend=[2.4, 4.0, 3.4] kW
+  performance_trend=[0.9, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335430. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automated
+Output: Diagnostic ID=29d87e5e-c055-435f-9225-de0bde7271d2
+Vehicle Type: truck
+System: transmission
+Configuration: automated
+Status: normal (level 1)
+Fault Code: P0715
+Performance: 1.0 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.97 ratio
+  torque=359.17 Nm
+  shift-time=0.28 seconds
+  fluid-temperature=88.80 °C
+Parameters:
+  efficiency=0.81 percent
+  load=81.67 percent
+  temperature=63.33 °C
+  power=13.07 kW
+  vibration=2.79 mm/s
+  health_index=84.09 percent
+Temporal Data:
+  temp_over_time=[80.8, 90.0, 83.8, 89.1, 86.7, 82.5] °C
+  power_trend=[14.6, 11.2, 9.8, 13.0, 11.4, 10.1] kW
+  performance_trend=[0.8, 1.2, 1.1, 1.0, 1.1, 1.1] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0715. Diagnostic scan performed at 1751287335430. Recommended maintenance interval: 3 months. Recommended actions: clutch adjustment, fluid change, seal inspection. 
+Maintenance Recommendations: clutch adjustment, fluid change, seal inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=automatic
+Output: Diagnostic ID=b1ddd87c-dff4-4bf6-ab50-3e28b165204e
+Vehicle Type: commercial
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.72 ratio
+  torque=406.15 Nm
+  shift-time=0.22 seconds
+  fluid-temperature=96.59 °C
+Parameters:
+  efficiency=0.94 percent
+  load=73.69 percent
+  temperature=79.67 °C
+  power=42.24 kW
+  vibration=3.65 mm/s
+  health_index=86.03 percent
+Temporal Data:
+  temp_over_time=[63.4, 62.1, 56.1] °C
+  power_trend=[36.3, 38.3, 30.2] kW
+  performance_trend=[1.0, 1.0, 1.1] efficiency
+Notes: Diagnostic scan performed at 1751287335428. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=air
+Output: Diagnostic ID=699d50fe-9742-4e44-9510-bdfd72d9d53f
+Vehicle Type: motorcycle
+System: brakes
+Configuration: air
+Status: degraded (level 2)
+Fault Code: C0070
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.24 percent
+  rotor-thickness=25.52 mm
+  pad-thickness=4.87 mm
+  pressure=182.29 psi
+Parameters:
+  efficiency=0.97 percent
+  load=27.04 percent
+  temperature=65.13 °C
+  power=33.95 kW
+  vibration=0.59 mm/s
+  health_index=66.47 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.6 mm
+  pressure_sensor=902.5 psi
+Temporal Data:
+  temp_over_time=[62.3, 62.1, 60.8] °C
+  power_trend=[32.2, 31.2, 36.7] kW
+  performance_trend=[1.0, 0.8, 1.0] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0070. Diagnostic scan performed at 1751287335428. Recommended maintenance interval: 1 months. Recommended actions: pad replacement. 
+Maintenance Recommendations: pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=enhanced
+Output: Diagnostic ID=a435ddef-73dc-432b-b251-431c2062dd28
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.48 ratio
+  operating-time=9025.21 hours
+Parameters:
+  efficiency=0.98 percent
+  load=21.11 percent
+  temperature=49.77 °C
+  power=91.77 kW
+  vibration=2.28 mm/s
+  health_index=95.01 percent
+Sensors:
+  voltage_ripple=3.55 V
+  temperature=69.8 °C
+  current_draw=109.8 A
+Temporal Data:
+  temp_over_time=[56.6, 65.5, 67.2, 63.8, 64.1, 63.4] °C
+  power_trend=[96.2, 74.2, 94.0, 110.1, 104.7, 81.3] kW
+  performance_trend=[0.9, 0.8, 1.0, 0.7, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335428. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=electro-hydraulic
+Output: Diagnostic ID=a9ecc223-a714-47af-ab8c-de3ff6a16728
+Vehicle Type: sedan
+System: brakes
+Configuration: electro-hydraulic
+Status: optimal (level 0)
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.40 percent
+  rotor-thickness=11.27 mm
+  pad-thickness=3.69 mm
+  pressure=324.07 psi
+Parameters:
+  efficiency=0.97 percent
+  load=83.25 percent
+  temperature=52.71 °C
+  power=38.45 kW
+  vibration=2.18 mm/s
+  health_index=89.91 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=1.7 mm
+  pressure_sensor=1035.8 psi
+Temporal Data:
+  temp_over_time=[54.0, 54.1, 62.6, 64.0, 58.4, 55.0, 55.9] °C
+  power_trend=[34.7, 32.7, 35.1, 30.1, 45.8, 30.3, 35.8] kW
+  performance_trend=[0.8, 1.1, 0.8, 0.8, 0.8, 1.1, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335428. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=optimized
+Output: Diagnostic ID=8ce88c0c-e84b-4327-96f6-959b9907e57e
+Vehicle Type: motorcycle
+System: electrical
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.47 ratio
+  operating-time=8061.11 hours
+Parameters:
+  efficiency=0.88 percent
+  load=82.83 percent
+  temperature=44.11 °C
+  power=38.68 kW
+  vibration=1.02 mm/s
+  health_index=95.31 percent
+Sensors:
+  current=14.4 A
+  voltage=95.6 V
+Temporal Data:
+  temp_over_time=[51.4, 48.0, 46.9] °C
+  power_trend=[50.1, 48.7, 45.5] kW
+  performance_trend=[0.9, 1.1, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335428. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=basic
+Output: Diagnostic ID=0dedd18b-ef07-4136-9e23-019b52c6688b
+Vehicle Type: electric
+System: charging
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=378.63 hours
+Parameters:
+  efficiency=0.85 percent
+  load=6.36 percent
+  temperature=47.77 °C
+  power=47.33 kW
+  vibration=3.60 mm/s
+  health_index=82.12 percent
+Temporal Data:
+  temp_over_time=[45.5, 54.9, 45.8, 53.8, 50.2] °C
+  power_trend=[34.4, 58.2, 52.9, 47.1, 41.4] kW
+  performance_trend=[1.0, 0.9, 1.0, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335434. Recommended maintenance interval: 2 months. Recommended actions: connector check, software update. 
+Maintenance Recommendations: connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=optimized
+Output: Diagnostic ID=8290cb17-fbcb-4639-8c39-3cf8a47b2012
+Vehicle Type: hybrid
+System: regenerative
+Configuration: optimized
+Status: warning (level 3)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=6089.11 hours
+Parameters:
+  efficiency=0.87 percent
+  load=5.73 percent
+  temperature=60.75 °C
+  power=23.96 kW
+  vibration=2.68 mm/s
+  health_index=48.51 percent
+Temporal Data:
+  temp_over_time=[68.5, 75.7, 75.7, 66.0, 72.5] °C
+  power_trend=[28.5, 20.7, 19.5, 22.3, 19.8] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335434. Recommended maintenance interval: 12 months. Recommended actions: system inspection, software update, connector check. 
+Maintenance Recommendations: system inspection, software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=basic
+Output: Diagnostic ID=9f88248a-94f3-4f5e-8008-fd8a86e33dd2
+Vehicle Type: commercial
+System: air-brakes
+Configuration: basic
+Status: critical (level 4)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.18 ratio
+  operating-time=7522.32 hours
+Parameters:
+  efficiency=0.98 percent
+  load=69.74 percent
+  temperature=54.12 °C
+  power=24.87 kW
+  vibration=2.60 mm/s
+  health_index=35.44 percent
+Temporal Data:
+  temp_over_time=[46.7, 42.5, 49.0, 41.8, 43.6, 45.4] °C
+  power_trend=[31.9, 30.6, 26.3, 26.8, 24.7, 29.4] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.7, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335434. Recommended maintenance interval: 11 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=air
+Output: Diagnostic ID=8ca830b1-62f9-4a57-ba39-fcfe6634e799
+Vehicle Type: sedan
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.21 ratio
+  operating-time=2269.61 hours
+Parameters:
+  efficiency=0.84 percent
+  load=33.92 percent
+  temperature=45.54 °C
+  power=11.25 kW
+  vibration=0.21 mm/s
+  health_index=98.45 percent
+Temporal Data:
+  temp_over_time=[60.3, 59.1, 62.8, 53.3, 56.6] °C
+  power_trend=[9.5, 10.1, 14.0, 10.1, 12.3] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.7, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335434. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=basic
+Output: Diagnostic ID=e781f1d4-8e0b-44f8-8546-546f7f36c57d
+Vehicle Type: commercial
+System: emissions
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.78 ratio
+  operating-time=9721.89 hours
+Parameters:
+  efficiency=0.99 percent
+  load=13.82 percent
+  temperature=52.37 °C
+  power=16.31 kW
+  vibration=3.86 mm/s
+  health_index=96.56 percent
+Temporal Data:
+  temp_over_time=[49.2, 53.9, 49.0, 54.4, 49.7, 51.4, 53.4] °C
+  power_trend=[16.7, 13.3, 13.6, 13.4, 16.2, 12.9, 11.9] kW
+  performance_trend=[0.8, 0.7, 0.7, 0.7, 0.8, 0.6, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335434. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=optimized
+Output: Diagnostic ID=0ae8412b-7250-4993-a8a4-71296f0f71b0
+Vehicle Type: sedan
+System: climate
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.70 ratio
+  operating-time=1327.38 hours
+Parameters:
+  efficiency=0.75 percent
+  load=93.26 percent
+  temperature=15.82 °C
+  power=4.08 kW
+  vibration=0.63 mm/s
+  health_index=87.45 percent
+Temporal Data:
+  temp_over_time=[25.1, 25.0, 26.0, 28.8, 28.2, 25.4, 29.1] °C
+  power_trend=[3.9, 5.2, 4.1, 4.7, 5.0, 4.3, 4.4] kW
+  performance_trend=[1.0, 1.0, 0.8, 1.2, 0.9, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335434. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=rotary
+Output: Diagnostic ID=fe841493-e93f-4f35-88e1-2f748084e096
+Vehicle Type: sedan
+System: engine
+Configuration: rotary
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 393.4 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=80.98 °C
+  oil-pressure=54.00 psi
+  compression=165.93 psi
+  rpm=4912.76 rpm
+Parameters:
+  efficiency=0.90 percent
+  load=31.46 percent
+  temperature=97.55 °C
+  power=335.30 hp
+  vibration=4.74 mm/s
+  health_index=77.23 percent
+Sensors:
+  oxygen_sensor=0.62 V
+  knock_sensor=232.3 mV
+  maf_sensor=1.92 g/s
+Temporal Data:
+  temp_over_time=[106.0, 107.4, 107.7, 102.8] °C
+  power_trend=[421.5, 373.2, 369.0, 379.7] hp
+  performance_trend=[348.7, 375.5, 356.2, 430.8] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335434. Recommended maintenance interval: 9 months. Recommended actions: spark plug replacement, timing belt inspection, fuel system cleaning. 
+Maintenance Recommendations: spark plug replacement, timing belt inspection, fuel system cleaning
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-polymer
+Output: Diagnostic ID=bd7aefd5-d3cd-48c0-a032-4b9644a3ee27
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-polymer
+Status: normal (level 1)
+Fault Code: P0AC0
+Performance: 469.4 kWh
+Material: nickel-metal
+Measurements:
+  current=101.73 amps
+  state-of-charge=81.77 percent
+  voltage=377.39 volts
+  capacity=95.01 percent
+Parameters:
+  efficiency=0.91 percent
+  load=35.62 percent
+  temperature=34.36 °C
+  power=57.27 kW
+  vibration=0.98 mm/s
+  health_index=82.22 percent
+Sensors:
+  coolant_flow=2.7 L/min
+  cell_voltage=4.15 V
+  insulation=15.3 MΩ
+Temporal Data:
+  temp_over_time=[51.9, 44.8, 49.7, 45.9, 53.0, 48.1, 53.3] °C
+  power_trend=[66.0, 67.3, 43.4, 61.9, 49.5, 41.2, 70.7] kW
+  performance_trend=[399.1, 531.6, 537.1, 449.6, 415.8, 421.5, 560.7] kWh
+Notes: Observed symptoms: slow charging. Diagnostic trouble code: P0AC0. Diagnostic scan performed at 1751287335434. Recommended maintenance interval: 5 months. Recommended actions: capacity test, terminal cleaning, cooling system check. 
+Maintenance Recommendations: capacity test, terminal cleaning, cooling system check
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=standard
+Output: Diagnostic ID=b5587025-2389-4ea9-b6fd-48af430ae58f
+Vehicle Type: commercial
+System: suspension
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 1.0 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.59 ratio
+  operating-time=8286.66 hours
+Parameters:
+  efficiency=0.94 percent
+  load=21.02 percent
+  temperature=47.05 °C
+  power=13.33 kW
+  vibration=2.63 mm/s
+  health_index=67.71 percent
+Temporal Data:
+  temp_over_time=[42.0, 38.6, 42.0, 39.2, 37.2, 38.5, 38.7] °C
+  power_trend=[13.4, 14.1, 14.4, 15.1, 10.2, 11.1, 13.8] kW
+  performance_trend=[0.8, 0.9, 1.1, 0.8, 1.1, 1.1, 0.8] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335434. Recommended maintenance interval: 4 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=optimized
+Output: Diagnostic ID=7fdee946-20db-43b9-9cde-deaf43a12c51
+Vehicle Type: truck
+System: diesel
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.15 ratio
+  operating-time=4918.96 hours
+Parameters:
+  efficiency=0.94 percent
+  load=40.43 percent
+  temperature=67.40 °C
+  power=20.95 kW
+  vibration=3.28 mm/s
+  health_index=96.17 percent
+Temporal Data:
+  temp_over_time=[43.6, 45.5, 46.9, 44.6, 42.9, 41.9, 46.2] °C
+  power_trend=[17.9, 22.3, 22.1, 18.9, 20.3, 15.2, 20.5] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.7, 0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=enhanced
+Output: Diagnostic ID=6e1740eb-2501-4da0-967e-1c7c52aa3282
+Vehicle Type: hybrid
+System: regenerative
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=5772.04 hours
+Parameters:
+  efficiency=0.94 percent
+  load=13.91 percent
+  temperature=64.92 °C
+  power=26.53 kW
+  vibration=2.89 mm/s
+  health_index=93.37 percent
+Temporal Data:
+  temp_over_time=[61.1, 60.5, 58.5] °C
+  power_trend=[32.9, 34.2, 31.6] kW
+  performance_trend=[0.9, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=rotary
+Output: Diagnostic ID=962ef03c-923a-470e-97c0-efb3fc4d00c9
+Vehicle Type: hybrid
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 110.1 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=113.93 °C
+  oil-pressure=44.83 psi
+  compression=171.33 psi
+  rpm=3269.90 rpm
+Parameters:
+  efficiency=0.91 percent
+  load=53.55 percent
+  temperature=102.20 °C
+  power=333.27 hp
+  vibration=1.65 mm/s
+  health_index=93.46 percent
+Sensors:
+  oxygen_sensor=0.69 V
+  knock_sensor=30.5 mV
+  maf_sensor=5.64 g/s
+Temporal Data:
+  temp_over_time=[95.8, 108.5, 104.3] °C
+  power_trend=[369.0, 306.0, 286.5] hp
+  performance_trend=[102.0, 115.7, 128.6] hp
+Notes: Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=off-road
+Output: Diagnostic ID=447a4d6c-3ed9-465a-8d7b-9c6349e89790
+Vehicle Type: suv
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.82 ratio
+  operating-time=140.91 hours
+Parameters:
+  efficiency=0.80 percent
+  load=96.86 percent
+  temperature=55.67 °C
+  power=26.11 kW
+  vibration=0.21 mm/s
+  health_index=89.02 percent
+Temporal Data:
+  temp_over_time=[53.0, 47.1, 51.2, 46.8, 46.2] °C
+  power_trend=[20.7, 26.6, 31.0, 24.1, 29.3] kW
+  performance_trend=[0.8, 0.9, 0.7, 0.8, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=performance
+Output: Diagnostic ID=fb21c454-1212-4f42-9e7d-a270504ec817
+Vehicle Type: motorcycle
+System: electrical
+Configuration: performance
+Status: normal (level 1)
+Fault Code: B1200
+Performance: 1.0 voltage_stability
+Material: composite
+Measurements:
+  wear-level=0.72 ratio
+  operating-time=3619.19 hours
+Parameters:
+  efficiency=0.79 percent
+  load=40.44 percent
+  temperature=30.53 °C
+  power=10.37 kW
+  vibration=0.85 mm/s
+  health_index=87.30 percent
+Sensors:
+  current=13.6 A
+  voltage=219.1 V
+Temporal Data:
+  temp_over_time=[47.8, 51.1, 47.3, 51.3, 44.5] °C
+  power_trend=[9.6, 10.9, 11.2, 7.6, 11.9] kW
+  performance_trend=[1.1, 1.1, 1.0, 1.2, 0.8] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1200. Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 9 months. Recommended actions: ground check, current draw test, connector cleaning. 
+Maintenance Recommendations: ground check, current draw test, connector cleaning
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=performance
+Output: Diagnostic ID=67944cd2-31e7-4fc6-86ac-f3f9551a9b96
+Vehicle Type: commercial
+System: air-brakes
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.23 ratio
+  operating-time=2881.61 hours
+Parameters:
+  efficiency=0.96 percent
+  load=35.08 percent
+  temperature=43.05 °C
+  power=40.91 kW
+  vibration=2.84 mm/s
+  health_index=87.79 percent
+Temporal Data:
+  temp_over_time=[67.6, 66.7, 67.7, 67.0, 61.0, 59.3, 58.3] °C
+  power_trend=[50.6, 30.9, 51.0, 41.5, 47.3, 51.9, 42.6] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.9, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335432. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=basic
+Output: Diagnostic ID=eb7b1cd8-c0b2-4e33-b235-596f19f6cc08
+Vehicle Type: commercial
+System: air-brakes
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.25 ratio
+  operating-time=5310.29 hours
+Parameters:
+  efficiency=0.96 percent
+  load=67.07 percent
+  temperature=61.63 °C
+  power=42.03 kW
+  vibration=0.11 mm/s
+  health_index=87.83 percent
+Temporal Data:
+  temp_over_time=[60.2, 52.6, 50.6] °C
+  power_trend=[46.3, 50.5, 54.6] kW
+  performance_trend=[0.6, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335438. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=enhanced
+Output: Diagnostic ID=6a277b8b-e145-4b76-af04-d4ca5a4cceb4
+Vehicle Type: truck
+System: payload
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=7618.60 hours
+Parameters:
+  efficiency=0.98 percent
+  load=6.13 percent
+  temperature=41.45 °C
+  power=35.58 kW
+  vibration=1.09 mm/s
+  health_index=96.30 percent
+Temporal Data:
+  temp_over_time=[62.3, 66.4, 63.2, 64.4, 64.6, 63.9, 63.9] °C
+  power_trend=[45.2, 43.0, 41.8, 25.1, 25.0, 33.7, 36.3] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.7, 1.0, 1.1, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335438. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automatic
+Output: Diagnostic ID=268bf24b-d8ce-4d40-928c-bfe8f0633ab6
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.71 ratio
+  torque=366.05 Nm
+  shift-time=0.32 seconds
+  fluid-temperature=67.79 °C
+Parameters:
+  efficiency=0.94 percent
+  load=52.55 percent
+  temperature=63.98 °C
+  power=25.22 kW
+  vibration=4.22 mm/s
+  health_index=85.08 percent
+Temporal Data:
+  temp_over_time=[71.0, 73.4, 67.2] °C
+  power_trend=[23.8, 22.5, 25.4] kW
+  performance_trend=[0.7, 1.0, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335438. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=optimized
+Output: Diagnostic ID=09a5a2d1-bc28-4263-bf50-cbddf3832a23
+Vehicle Type: electric
+System: electronics
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=6933.81 hours
+Parameters:
+  efficiency=0.80 percent
+  load=50.52 percent
+  temperature=45.80 °C
+  power=49.29 kW
+  vibration=2.41 mm/s
+  health_index=67.22 percent
+Sensors:
+  current=27.7 A
+  voltage=104.8 V
+Temporal Data:
+  temp_over_time=[38.9, 42.2, 43.9, 43.6, 40.9, 44.1, 39.2] °C
+  power_trend=[62.1, 63.8, 37.5, 56.4, 58.7, 47.7, 53.8] kW
+  performance_trend=[0.6, 0.7, 0.7, 0.8, 0.9, 0.8, 0.8] performance_index
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335438. Recommended maintenance interval: 12 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=direct-injection
+Output: Diagnostic ID=e726e309-56ab-4cb5-add6-835c8ccdb42a
+Vehicle Type: hybrid
+System: engine
+Configuration: direct-injection
+Status: optimal (level 0)
+Performance: 597.9 hp
+Material: titanium
+Measurements:
+  oil-temperature=101.93 °C
+  oil-pressure=21.52 psi
+  compression=157.63 psi
+  rpm=6047.66 rpm
+Parameters:
+  efficiency=0.82 percent
+  load=3.77 percent
+  temperature=107.08 °C
+  power=305.73 hp
+  vibration=3.85 mm/s
+  health_index=85.95 percent
+Sensors:
+  oxygen_sensor=0.53 V
+  knock_sensor=492.2 mV
+  maf_sensor=5.10 g/s
+Temporal Data:
+  temp_over_time=[115.3, 120.7, 122.9] °C
+  power_trend=[219.8, 232.9, 220.7] hp
+  performance_trend=[497.0, 681.3, 608.1] hp
+Notes: Diagnostic scan performed at 1751287335438. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=enhanced
+Output: Diagnostic ID=c7156a86-0f89-4a48-97f5-3ae36d0023f9
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: enhanced
+Status: warning (level 3)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=1209.94 hours
+Parameters:
+  efficiency=0.93 percent
+  load=36.69 percent
+  temperature=55.20 °C
+  power=49.46 kW
+  vibration=4.13 mm/s
+  health_index=46.92 percent
+Temporal Data:
+  temp_over_time=[52.3, 54.2, 57.3, 56.1, 51.8, 60.0, 53.9] °C
+  power_trend=[57.8, 60.9, 51.4, 50.7, 61.4, 44.3, 55.1] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.8, 1.0, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335438. Recommended maintenance interval: 4 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=enhanced
+Output: Diagnostic ID=f4522b93-e388-4066-8d53-634d1a3a1c20
+Vehicle Type: electric
+System: charging
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=967.29 hours
+Parameters:
+  efficiency=0.94 percent
+  load=12.36 percent
+  temperature=51.06 °C
+  power=13.37 kW
+  vibration=1.48 mm/s
+  health_index=92.71 percent
+Temporal Data:
+  temp_over_time=[67.4, 69.7, 68.4] °C
+  power_trend=[10.2, 14.1, 14.4] kW
+  performance_trend=[0.8, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335440. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=standard
+Output: Diagnostic ID=905ed787-c513-4f20-a3fc-2e47cf51f5df
+Vehicle Type: truck
+System: payload
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=4916.82 hours
+Parameters:
+  efficiency=0.90 percent
+  load=32.76 percent
+  temperature=66.66 °C
+  power=26.23 kW
+  vibration=4.08 mm/s
+  health_index=85.92 percent
+Temporal Data:
+  temp_over_time=[37.8, 37.1, 38.0, 38.3, 43.9, 37.7] °C
+  power_trend=[28.6, 23.1, 19.9, 28.3, 27.4, 22.5] kW
+  performance_trend=[0.8, 0.7, 0.8, 0.7, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335440. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=enhanced
+Output: Diagnostic ID=02dacc89-ece0-479e-8b68-eefcba1c157b
+Vehicle Type: electric
+System: thermal
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=495.98 hours
+Parameters:
+  efficiency=1.00 percent
+  load=94.14 percent
+  temperature=65.91 °C
+  power=21.48 kW
+  vibration=1.33 mm/s
+  health_index=94.26 percent
+Temporal Data:
+  temp_over_time=[52.1, 49.3, 56.9, 47.9, 48.2, 48.2] °C
+  power_trend=[22.8, 15.4, 20.0, 20.6, 25.0, 23.8] kW
+  performance_trend=[0.9, 0.7, 0.7, 0.9, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335440. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=enhanced
+Output: Diagnostic ID=931846fe-d718-4ead-9cee-57180cd2f9a8
+Vehicle Type: sedan
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=2906.45 hours
+Parameters:
+  efficiency=0.78 percent
+  load=44.54 percent
+  temperature=26.68 °C
+  power=4.43 kW
+  vibration=0.73 mm/s
+  health_index=89.31 percent
+Temporal Data:
+  temp_over_time=[9.6, 10.6, 10.9, 10.2, 9.2, 9.3] °C
+  power_trend=[4.3, 3.1, 4.4, 5.6, 5.6, 5.7] kW
+  performance_trend=[0.8, 0.7, 0.8, 0.6, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335438. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=standard
+Output: Diagnostic ID=4aec6b8c-7b17-41d3-a91e-9c1a4721d253
+Vehicle Type: motorcycle
+System: suspension
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.36 ratio
+  operating-time=1211.20 hours
+Parameters:
+  efficiency=0.79 percent
+  load=88.10 percent
+  temperature=48.35 °C
+  power=31.44 kW
+  vibration=0.63 mm/s
+  health_index=97.87 percent
+Temporal Data:
+  temp_over_time=[64.1, 69.3, 59.5, 71.3, 66.8, 64.8] °C
+  power_trend=[23.4, 39.8, 35.1, 38.2, 33.2, 24.1] kW
+  performance_trend=[0.9, 1.0, 1.0, 0.7, 0.9, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335436. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=optimized
+Output: Diagnostic ID=2df549e2-4130-4ff7-99de-cdff06e7506d
+Vehicle Type: suv
+System: 4wd
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.77 ratio
+  operating-time=4011.20 hours
+Parameters:
+  efficiency=0.97 percent
+  load=48.95 percent
+  temperature=54.56 °C
+  power=59.88 kW
+  vibration=2.10 mm/s
+  health_index=63.76 percent
+Temporal Data:
+  temp_over_time=[70.0, 73.2, 74.6, 63.5] °C
+  power_trend=[77.8, 51.7, 48.1, 65.9] kW
+  performance_trend=[1.0, 0.8, 0.9, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335436. Recommended maintenance interval: 7 months. Recommended actions: software update, connector check, diagnostic scan. 
+Maintenance Recommendations: software update, connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=off-road
+Output: Diagnostic ID=0f026594-eb81-48c5-92f0-2f37c1810655
+Vehicle Type: sedan
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.38 ratio
+  operating-time=8361.01 hours
+Parameters:
+  efficiency=0.89 percent
+  load=35.85 percent
+  temperature=68.52 °C
+  power=25.83 kW
+  vibration=3.55 mm/s
+  health_index=86.07 percent
+Temporal Data:
+  temp_over_time=[54.8, 65.5, 56.4, 63.0] °C
+  power_trend=[32.5, 22.9, 29.8, 21.4] kW
+  performance_trend=[0.7, 0.7, 0.8, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335442. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=hybrid
+Output: Diagnostic ID=367aa8c8-25df-4e27-bb1c-bdfcf0698b94
+Vehicle Type: motorcycle
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 249.5 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=116.97 °C
+  oil-pressure=30.28 psi
+  compression=130.52 psi
+  rpm=5249.51 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=73.97 percent
+  temperature=101.61 °C
+  power=425.32 hp
+  vibration=3.89 mm/s
+  health_index=80.55 percent
+Sensors:
+  oxygen_sensor=0.16 V
+  knock_sensor=438.3 mV
+  maf_sensor=2.59 g/s
+Temporal Data:
+  temp_over_time=[120.6, 110.0, 110.0, 118.0, 120.9, 109.5] °C
+  power_trend=[541.3, 436.8, 536.6, 503.8, 543.9, 396.3] hp
+  performance_trend=[210.0, 232.2, 232.1, 253.5, 229.6, 270.8] hp
+Notes: Diagnostic scan performed at 1751287335442. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=performance
+Output: Diagnostic ID=c3139125-306b-451e-83fd-fa66356c05ba
+Vehicle Type: electric
+System: autonomous
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.41 ratio
+  operating-time=5890.59 hours
+Parameters:
+  efficiency=0.99 percent
+  load=22.80 percent
+  temperature=62.74 °C
+  power=24.69 kW
+  vibration=2.15 mm/s
+  health_index=85.07 percent
+Temporal Data:
+  temp_over_time=[63.4, 69.1, 73.8, 73.2, 67.5, 62.2] °C
+  power_trend=[19.0, 26.2, 31.7, 23.6, 19.4, 18.6] kW
+  performance_trend=[0.6, 0.8, 0.6, 0.7, 0.7, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335436. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=enhanced
+Output: Diagnostic ID=812165b3-8411-44ef-b7a3-428400b8d619
+Vehicle Type: truck
+System: exhaust
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=8122.51 hours
+Parameters:
+  efficiency=0.76 percent
+  load=84.58 percent
+  temperature=64.71 °C
+  power=35.36 kW
+  vibration=0.04 mm/s
+  health_index=92.46 percent
+Temporal Data:
+  temp_over_time=[37.3, 38.0, 39.3, 41.5] °C
+  power_trend=[45.5, 35.6, 30.0, 29.4] kW
+  performance_trend=[0.8, 1.2, 0.8, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335436. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=off-road
+Output: Diagnostic ID=aed52c9b-97a9-4c36-a812-945bba42bf2a
+Vehicle Type: suv
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.23 ratio
+  operating-time=5243.57 hours
+Parameters:
+  efficiency=0.90 percent
+  load=5.74 percent
+  temperature=58.92 °C
+  power=12.39 kW
+  vibration=1.63 mm/s
+  health_index=89.10 percent
+Temporal Data:
+  temp_over_time=[60.7, 58.8, 56.2, 57.0, 59.5, 61.7, 55.1] °C
+  power_trend=[11.2, 14.3, 11.9, 10.4, 8.8, 10.7, 14.3] kW
+  performance_trend=[1.1, 1.1, 1.0, 1.0, 1.1, 0.9, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335436. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=standard
+Output: Diagnostic ID=4a230bd5-493f-44a2-8c2a-75ba73bd9bf9
+Vehicle Type: commercial
+System: air-brakes
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=700.09 hours
+Parameters:
+  efficiency=0.79 percent
+  load=14.63 percent
+  temperature=63.42 °C
+  power=30.62 kW
+  vibration=0.15 mm/s
+  health_index=63.83 percent
+Temporal Data:
+  temp_over_time=[60.7, 56.3, 62.7, 57.6] °C
+  power_trend=[24.3, 34.6, 23.1, 37.4] kW
+  performance_trend=[1.0, 1.0, 1.0, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335436. Recommended maintenance interval: 3 months. Recommended actions: software update, diagnostic scan. 
+Maintenance Recommendations: software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=magnetic
+Output: Diagnostic ID=e5d54271-5cb7-4eda-9186-7ce927b3ff0f
+Vehicle Type: commercial
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.34 ratio
+  operating-time=484.53 hours
+Parameters:
+  efficiency=0.89 percent
+  load=4.54 percent
+  temperature=48.67 °C
+  power=44.98 kW
+  vibration=3.30 mm/s
+  health_index=84.69 percent
+Temporal Data:
+  temp_over_time=[47.9, 42.2, 47.3, 41.6, 44.7, 40.4] °C
+  power_trend=[49.5, 45.5, 44.6, 38.9, 52.5, 58.1] kW
+  performance_trend=[1.1, 1.1, 0.9, 0.9, 1.1, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335436. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=f4c0aaf1-423d-4216-8031-217bda1e3f8f
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=8335.84 hours
+Parameters:
+  efficiency=0.83 percent
+  load=57.87 percent
+  temperature=66.96 °C
+  power=32.60 kW
+  vibration=3.36 mm/s
+  health_index=72.23 percent
+Temporal Data:
+  temp_over_time=[67.4, 62.3, 67.0, 65.1] °C
+  power_trend=[24.1, 34.0, 23.4, 30.7] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335436. Recommended maintenance interval: 10 months. Recommended actions: software update, system inspection. 
+Maintenance Recommendations: software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=rotary
+Output: Diagnostic ID=512427f6-e604-4b97-ba65-78a028b1e1b3
+Vehicle Type: suv
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 257.9 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=73.06 °C
+  oil-pressure=22.40 psi
+  compression=127.21 psi
+  rpm=4443.02 rpm
+Parameters:
+  efficiency=0.82 percent
+  load=67.62 percent
+  temperature=107.17 °C
+  power=187.16 hp
+  vibration=4.71 mm/s
+  health_index=91.00 percent
+Sensors:
+  oxygen_sensor=0.34 V
+  knock_sensor=29.4 mV
+  maf_sensor=2.75 g/s
+Temporal Data:
+  temp_over_time=[116.7, 99.7, 107.8, 111.8, 99.9, 115.0] °C
+  power_trend=[235.2, 228.4, 223.8, 139.8, 211.6, 220.7] hp
+  performance_trend=[214.3, 284.4, 280.1, 244.8, 223.1, 286.3] hp
+Notes: Diagnostic scan performed at 1751287335444. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=standard
+Output: Diagnostic ID=08d8cbed-4ff7-40c9-9e85-79bb5fd3fa09
+Vehicle Type: hybrid
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 564.3 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=76.72 °C
+  oil-pressure=38.66 psi
+  compression=137.98 psi
+  rpm=1905.22 rpm
+Parameters:
+  efficiency=0.92 percent
+  load=3.98 percent
+  temperature=92.68 °C
+  power=490.49 hp
+  vibration=0.33 mm/s
+  health_index=95.10 percent
+Sensors:
+  oxygen_sensor=0.77 V
+  knock_sensor=417.0 mV
+  maf_sensor=10.80 g/s
+Temporal Data:
+  temp_over_time=[104.0, 110.5, 118.1] °C
+  power_trend=[489.4, 401.9, 517.5] hp
+  performance_trend=[578.9, 527.3, 564.3] hp
+Notes: Diagnostic scan performed at 1751287335444. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=performance
+Output: Diagnostic ID=f5774efb-d316-4cdd-80d0-3ff5eb413b5e
+Vehicle Type: sedan
+System: climate
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=4878.54 hours
+Parameters:
+  efficiency=0.86 percent
+  load=66.36 percent
+  temperature=24.95 °C
+  power=1.15 kW
+  vibration=4.32 mm/s
+  health_index=93.77 percent
+Temporal Data:
+  temp_over_time=[41.3, 39.0, 38.6, 35.7] °C
+  power_trend=[1.2, 1.2, 0.8, 1.5] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335442. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-polymer
+Output: Diagnostic ID=ce0680f3-f4dc-4364-b770-40c7ac513bd6
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-polymer
+Status: optimal (level 0)
+Performance: 337.7 kWh
+Material: polymer
+Measurements:
+  current=115.60 amps
+  state-of-charge=77.58 percent
+  voltage=352.29 volts
+  capacity=98.80 percent
+Parameters:
+  efficiency=0.90 percent
+  load=91.60 percent
+  temperature=38.59 °C
+  power=481.68 kW
+  vibration=3.09 mm/s
+  health_index=89.31 percent
+Sensors:
+  coolant_flow=2.7 L/min
+  cell_voltage=4.36 V
+  insulation=51.0 MΩ
+Temporal Data:
+  temp_over_time=[29.1, 28.6, 30.7, 30.6, 29.5, 26.1, 31.5] °C
+  power_trend=[544.5, 431.0, 380.2, 393.4, 542.9, 372.4, 597.5] kW
+  performance_trend=[385.4, 273.4, 359.4, 340.5, 339.3, 387.8, 328.7] kWh
+Notes: Diagnostic scan performed at 1751287335442. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=basic
+Output: Diagnostic ID=eb3f0132-8413-4d04-8a91-472c2235177e
+Vehicle Type: suv
+System: towing
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=9421.31 hours
+Parameters:
+  efficiency=0.87 percent
+  load=15.29 percent
+  temperature=46.65 °C
+  power=21.58 kW
+  vibration=1.43 mm/s
+  health_index=72.29 percent
+Temporal Data:
+  temp_over_time=[50.1, 49.2, 48.3, 47.7, 46.8] °C
+  power_trend=[25.8, 15.3, 20.0, 24.0, 25.6] kW
+  performance_trend=[0.8, 0.7, 0.7, 0.9, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335442. Recommended maintenance interval: 9 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=standard
+Output: Diagnostic ID=239aa303-8348-4a77-8879-47fc30a9e625
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=3824.54 hours
+Parameters:
+  efficiency=1.00 percent
+  load=28.60 percent
+  temperature=63.53 °C
+  power=58.54 kW
+  vibration=3.11 mm/s
+  health_index=96.04 percent
+Sensors:
+  voltage_ripple=4.04 V
+  temperature=77.1 °C
+  current_draw=49.1 A
+Temporal Data:
+  temp_over_time=[72.6, 66.3, 62.5, 65.9, 72.0] °C
+  power_trend=[54.9, 62.1, 58.9, 71.4, 59.3] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335442. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=optimized
+Output: Diagnostic ID=5f52cafa-640a-4fb4-8b08-6a4036683eff
+Vehicle Type: truck
+System: payload
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.84 ratio
+  operating-time=937.97 hours
+Parameters:
+  efficiency=0.93 percent
+  load=5.26 percent
+  temperature=67.18 °C
+  power=22.47 kW
+  vibration=2.01 mm/s
+  health_index=82.59 percent
+Temporal Data:
+  temp_over_time=[61.1, 65.5, 57.0, 63.6, 57.5, 58.4] °C
+  power_trend=[27.8, 24.0, 16.9, 17.4, 27.4, 21.6] kW
+  performance_trend=[0.8, 0.7, 0.8, 0.7, 0.7, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335442. Recommended maintenance interval: 1 months. Recommended actions: software update, diagnostic scan, connector check. 
+Maintenance Recommendations: software update, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=supercapacitor
+Output: Diagnostic ID=b5252e84-8abd-4dc9-aec2-8916336203c2
+Vehicle Type: hybrid
+System: battery
+Configuration: supercapacitor
+Status: optimal (level 0)
+Performance: 224.4 kWh
+Material: polymer
+Measurements:
+  current=248.52 amps
+  state-of-charge=97.54 percent
+  voltage=470.97 volts
+  capacity=97.40 percent
+Parameters:
+  efficiency=0.98 percent
+  load=31.32 percent
+  temperature=44.56 °C
+  power=380.31 kW
+  vibration=2.01 mm/s
+  health_index=92.91 percent
+Sensors:
+  coolant_flow=1.8 L/min
+  cell_voltage=4.41 V
+  insulation=21.2 MΩ
+Temporal Data:
+  temp_over_time=[46.6, 42.2, 45.5, 42.8, 44.6] °C
+  power_trend=[331.4, 454.7, 404.7, 428.2, 280.6] kW
+  performance_trend=[239.0, 209.3, 197.6, 221.5, 203.2] kWh
+Notes: Diagnostic scan performed at 1751287335442. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=magnetic
+Output: Diagnostic ID=5801d130-50e0-43ee-a10f-8d381ebcf640
+Vehicle Type: commercial
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.93 ratio
+  operating-time=5859.78 hours
+Parameters:
+  efficiency=0.77 percent
+  load=72.71 percent
+  temperature=46.42 °C
+  power=12.49 kW
+  vibration=2.05 mm/s
+  health_index=85.44 percent
+Temporal Data:
+  temp_over_time=[52.4, 49.0, 49.1] °C
+  power_trend=[10.6, 11.0, 14.1] kW
+  performance_trend=[0.9, 1.0, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335442. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=basic
+Output: Diagnostic ID=9a8acb47-f74f-4cac-901e-c9207a011f9c
+Vehicle Type: electric
+System: electronics
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.67 ratio
+  operating-time=660.06 hours
+Parameters:
+  efficiency=0.94 percent
+  load=16.51 percent
+  temperature=41.71 °C
+  power=49.58 kW
+  vibration=2.31 mm/s
+  health_index=92.71 percent
+Sensors:
+  current=18.1 A
+  voltage=137.6 V
+Temporal Data:
+  temp_over_time=[46.5, 46.5, 41.3, 45.0, 40.4] °C
+  power_trend=[46.8, 54.9, 35.9, 49.4, 38.1] kW
+  performance_trend=[0.9, 0.9, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335440. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=6a063de4-346f-42dd-9eea-92c228a37816
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=3395.26 hours
+Parameters:
+  efficiency=1.00 percent
+  load=20.27 percent
+  temperature=42.52 °C
+  power=49.11 kW
+  vibration=4.09 mm/s
+  health_index=77.31 percent
+Temporal Data:
+  temp_over_time=[63.7, 62.6, 62.0, 65.1, 67.1] °C
+  power_trend=[55.4, 63.8, 56.8, 49.6, 53.0] kW
+  performance_trend=[0.9, 0.7, 0.9, 0.7, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335448. Recommended maintenance interval: 4 months. Recommended actions: system inspection, diagnostic scan, connector check. 
+Maintenance Recommendations: system inspection, diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=air
+Output: Diagnostic ID=9f2bd5a1-b4ba-47ec-b088-4c1ec00df92d
+Vehicle Type: motorcycle
+System: suspension
+Configuration: air
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=6937.58 hours
+Parameters:
+  efficiency=0.90 percent
+  load=95.50 percent
+  temperature=54.61 °C
+  power=22.37 kW
+  vibration=4.66 mm/s
+  health_index=92.29 percent
+Temporal Data:
+  temp_over_time=[49.8, 54.0, 54.8, 50.4] °C
+  power_trend=[23.9, 25.9, 28.4, 26.4] kW
+  performance_trend=[0.7, 0.7, 0.9, 0.9] damping_ratio
+Notes: Diagnostic scan performed at 1751287335448. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=ae597935-92fe-446e-ba97-cb1a2a0e63ee
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: warning (level 3)
+Fault Code: P0730
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.82 ratio
+  torque=144.65 Nm
+  shift-time=0.10 seconds
+  fluid-temperature=95.88 °C
+Parameters:
+  efficiency=0.75 percent
+  load=28.52 percent
+  temperature=67.30 °C
+  power=42.94 kW
+  vibration=2.59 mm/s
+  health_index=48.69 percent
+Temporal Data:
+  temp_over_time=[73.3, 71.7, 65.9, 78.5, 65.5] °C
+  power_trend=[51.0, 30.8, 53.2, 45.6, 49.2] kW
+  performance_trend=[1.0, 0.7, 1.0, 0.8, 0.8] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0730. Diagnostic scan performed at 1751287335448. Recommended maintenance interval: 9 months. Recommended actions: shift solenoid check. 
+Maintenance Recommendations: shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=solid-state
+Output: Diagnostic ID=2ac28553-062e-48e3-9714-aa03dab77ebf
+Vehicle Type: electric
+System: battery
+Configuration: solid-state
+Status: optimal (level 0)
+Performance: 294.1 kWh
+Material: polymer
+Measurements:
+  current=222.13 amps
+  state-of-charge=87.15 percent
+  voltage=692.54 volts
+  capacity=98.10 percent
+Parameters:
+  efficiency=0.80 percent
+  load=38.70 percent
+  temperature=30.31 °C
+  power=307.36 kW
+  vibration=1.62 mm/s
+  health_index=86.34 percent
+Sensors:
+  coolant_flow=2.1 L/min
+  cell_voltage=4.13 V
+  insulation=27.8 MΩ
+Temporal Data:
+  temp_over_time=[37.6, 37.8, 39.2, 36.6, 39.8] °C
+  power_trend=[361.2, 262.4, 241.7, 241.5, 348.1] kW
+  performance_trend=[306.4, 296.1, 277.8, 302.2, 320.6] kWh
+Notes: Diagnostic scan performed at 1751287335448. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=drum
+Output: Diagnostic ID=9f483c02-e73e-49ea-a226-7660ee9e5394
+Vehicle Type: truck
+System: brakes
+Configuration: drum
+Status: degraded (level 2)
+Fault Code: C0040
+Performance: 1.0 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=3.01 percent
+  rotor-thickness=20.85 mm
+  pad-thickness=4.68 mm
+  pressure=862.75 psi
+Parameters:
+  efficiency=0.92 percent
+  load=82.87 percent
+  temperature=43.20 °C
+  power=46.90 kW
+  vibration=4.46 mm/s
+  health_index=72.02 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.3 mm
+  pressure_sensor=1512.6 psi
+Temporal Data:
+  temp_over_time=[68.2, 66.7, 60.2, 65.2, 63.4, 67.8, 60.1] °C
+  power_trend=[38.7, 38.9, 53.7, 46.6, 53.8, 42.0, 44.3] kW
+  performance_trend=[0.9, 0.8, 1.1, 0.9, 1.0, 1.0, 0.9] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0040. Diagnostic scan performed at 1751287335449. Recommended maintenance interval: 2 months. Recommended actions: pad replacement, caliper inspection, fluid flush. 
+Maintenance Recommendations: pad replacement, caliper inspection, fluid flush
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=basic
+Output: Diagnostic ID=4a94b61e-fb7e-4166-9452-81d5d52d7ef0
+Vehicle Type: suv
+System: towing
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.54 ratio
+  operating-time=2951.42 hours
+Parameters:
+  efficiency=0.78 percent
+  load=16.60 percent
+  temperature=53.61 °C
+  power=22.23 kW
+  vibration=3.47 mm/s
+  health_index=89.86 percent
+Temporal Data:
+  temp_over_time=[52.8, 61.0, 59.9, 51.2, 55.3, 50.4, 51.5] °C
+  power_trend=[17.9, 27.6, 24.2, 22.3, 25.9, 28.6, 21.5] kW
+  performance_trend=[0.8, 0.9, 1.0, 1.0, 0.9, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335449. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=standard
+Output: Diagnostic ID=b122ba78-b236-4b62-9ebf-19573b22df00
+Vehicle Type: sedan
+System: suspension
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: rubber
+Measurements:
+  wear-level=0.74 ratio
+  operating-time=3372.77 hours
+Parameters:
+  efficiency=0.98 percent
+  load=67.79 percent
+  temperature=48.25 °C
+  power=23.07 kW
+  vibration=4.30 mm/s
+  health_index=97.59 percent
+Temporal Data:
+  temp_over_time=[50.1, 48.2, 56.8, 49.4, 50.0, 55.6] °C
+  power_trend=[24.0, 22.2, 19.3, 17.2, 28.0, 23.0] kW
+  performance_trend=[0.9, 0.9, 0.8, 1.0, 1.0, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335449. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=electro-hydraulic
+Output: Diagnostic ID=2526946a-269d-47a7-a961-db59bbfbedf2
+Vehicle Type: sedan
+System: brakes
+Configuration: electro-hydraulic
+Status: normal (level 1)
+Fault Code: C0060
+Performance: 0.9 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=0.07 percent
+  rotor-thickness=19.74 mm
+  pad-thickness=5.02 mm
+  pressure=128.25 psi
+Parameters:
+  efficiency=0.77 percent
+  load=5.82 percent
+  temperature=68.65 °C
+  power=26.94 kW
+  vibration=2.50 mm/s
+  health_index=72.15 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.1 mm
+  pressure_sensor=635.4 psi
+Temporal Data:
+  temp_over_time=[55.2, 58.7, 61.2, 67.0, 56.7] °C
+  power_trend=[31.3, 25.9, 29.7, 21.6, 22.5] kW
+  performance_trend=[0.9, 0.9, 0.9, 1.1, 1.0] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335449. Recommended maintenance interval: 1 months. Recommended actions: parking brake adjustment, rotor resurfacing, caliper inspection. 
+Maintenance Recommendations: parking brake adjustment, rotor resurfacing, caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=standard
+Output: Diagnostic ID=8ae7e9c3-fcf8-458c-9938-a92dcdfb5bd1
+Vehicle Type: commercial
+System: emissions
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=4934.39 hours
+Parameters:
+  efficiency=0.94 percent
+  load=78.04 percent
+  temperature=61.05 °C
+  power=14.69 kW
+  vibration=4.27 mm/s
+  health_index=67.53 percent
+Temporal Data:
+  temp_over_time=[65.3, 72.4, 68.1, 61.3, 67.9, 62.6, 63.0] °C
+  power_trend=[12.3, 17.6, 13.6, 17.3, 17.2, 13.8, 12.4] kW
+  performance_trend=[0.6, 0.8, 0.9, 0.7, 0.7, 0.8, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335449. Recommended maintenance interval: 4 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=nickel-metal
+Output: Diagnostic ID=0cfabd65-ad06-4b86-9579-27838a29f502
+Vehicle Type: hybrid
+System: battery
+Configuration: nickel-metal
+Status: optimal (level 0)
+Performance: 402.2 kWh
+Material: polymer
+Measurements:
+  current=122.01 amps
+  state-of-charge=75.18 percent
+  voltage=636.34 volts
+  capacity=95.36 percent
+Parameters:
+  efficiency=0.88 percent
+  load=21.71 percent
+  temperature=25.47 °C
+  power=418.53 kW
+  vibration=1.85 mm/s
+  health_index=89.68 percent
+Sensors:
+  coolant_flow=2.2 L/min
+  cell_voltage=3.39 V
+  insulation=69.7 MΩ
+Temporal Data:
+  temp_over_time=[42.4, 45.7, 38.6] °C
+  power_trend=[394.1, 434.9, 521.1] kW
+  performance_trend=[387.9, 420.9, 452.3] kWh
+Notes: Diagnostic scan performed at 1751287335449. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=electro-hydraulic
+Output: Diagnostic ID=dabcdce2-466d-46b7-abae-eceda9cf74a5
+Vehicle Type: sedan
+System: brakes
+Configuration: electro-hydraulic
+Status: normal (level 1)
+Fault Code: C0050
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=3.24 percent
+  rotor-thickness=26.32 mm
+  pad-thickness=8.20 mm
+  pressure=515.45 psi
+Parameters:
+  efficiency=0.98 percent
+  load=94.07 percent
+  temperature=55.32 °C
+  power=47.46 kW
+  vibration=0.47 mm/s
+  health_index=82.22 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=0.5 mm
+  pressure_sensor=1817.9 psi
+Temporal Data:
+  temp_over_time=[57.1, 56.0, 60.8] °C
+  power_trend=[41.4, 33.3, 37.2] kW
+  performance_trend=[0.9, 0.8, 0.9] deceleration_g
+Notes: Observed symptoms: noise. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335440. Recommended maintenance interval: 6 months. Recommended actions: rotor resurfacing, caliper inspection. 
+Maintenance Recommendations: rotor resurfacing, caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=basic
+Output: Diagnostic ID=16082efe-29de-4aed-a2ed-9468d8f6b576
+Vehicle Type: suv
+System: climate
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.22 ratio
+  operating-time=8417.37 hours
+Parameters:
+  efficiency=0.87 percent
+  load=33.61 percent
+  temperature=24.64 °C
+  power=3.63 kW
+  vibration=1.59 mm/s
+  health_index=99.00 percent
+Temporal Data:
+  temp_over_time=[41.0, 39.9, 36.2, 36.0, 39.1, 35.3, 42.0] °C
+  power_trend=[2.6, 4.2, 4.3, 2.8, 3.4, 4.4, 3.4] kW
+  performance_trend=[0.8, 1.0, 0.9, 0.7, 1.1, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335440. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=enhanced
+Output: Diagnostic ID=e2127342-cf74-4c21-b70b-77810aa6fa85
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.31 ratio
+  operating-time=1412.38 hours
+Parameters:
+  efficiency=0.99 percent
+  load=7.42 percent
+  temperature=44.81 °C
+  power=41.08 kW
+  vibration=4.58 mm/s
+  health_index=97.20 percent
+Temporal Data:
+  temp_over_time=[42.0, 43.3, 44.3, 39.0, 40.4, 44.2, 44.2] °C
+  power_trend=[41.1, 52.3, 35.1, 36.3, 51.6, 52.0, 45.3] kW
+  performance_trend=[0.7, 0.7, 0.6, 0.7, 0.7, 0.6, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335440. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=sequential
+Output: Diagnostic ID=2b1c6a9a-81ba-487e-9f21-b736e88f1031
+Vehicle Type: truck
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.89 ratio
+  torque=127.72 Nm
+  shift-time=0.16 seconds
+  fluid-temperature=85.74 °C
+Parameters:
+  efficiency=0.97 percent
+  load=22.21 percent
+  temperature=64.98 °C
+  power=13.46 kW
+  vibration=4.12 mm/s
+  health_index=90.08 percent
+Temporal Data:
+  temp_over_time=[82.1, 73.5, 74.5] °C
+  power_trend=[9.8, 10.9, 11.1] kW
+  performance_trend=[0.8, 0.9, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335440. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=standard
+Output: Diagnostic ID=e8b4e59b-2582-4764-8079-ab600ae33915
+Vehicle Type: truck
+System: hydraulics
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=7521.44 hours
+Parameters:
+  efficiency=0.95 percent
+  load=53.08 percent
+  temperature=54.22 °C
+  power=16.84 kW
+  vibration=0.94 mm/s
+  health_index=72.66 percent
+Temporal Data:
+  temp_over_time=[57.5, 59.2, 50.8, 49.7] °C
+  power_trend=[21.0, 17.8, 19.1, 20.1] kW
+  performance_trend=[1.1, 1.0, 0.9, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335440. Recommended maintenance interval: 11 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=dual-clutch
+Output: Diagnostic ID=645003aa-372b-4efb-971e-31f5e5f3dc38
+Vehicle Type: commercial
+System: transmission
+Configuration: dual-clutch
+Status: warning (level 3)
+Fault Code: P0796
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.74 ratio
+  torque=384.38 Nm
+  shift-time=0.39 seconds
+  fluid-temperature=98.03 °C
+Parameters:
+  efficiency=0.76 percent
+  load=52.10 percent
+  temperature=71.32 °C
+  power=43.57 kW
+  vibration=1.45 mm/s
+  health_index=45.40 percent
+Temporal Data:
+  temp_over_time=[62.3, 69.7, 68.4, 62.5] °C
+  power_trend=[45.6, 54.3, 38.2, 30.9] kW
+  performance_trend=[0.7, 1.0, 0.9, 1.0] efficiency
+Notes: Observed symptoms: delayed engagement. Diagnostic trouble code: P0796. Diagnostic scan performed at 1751287335451. Recommended maintenance interval: 12 months. Recommended actions: shift solenoid check, filter replacement. 
+Maintenance Recommendations: shift solenoid check, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=automatic
+Output: Diagnostic ID=f74135b3-0b4d-41fd-b5cf-d0b1c569760d
+Vehicle Type: truck
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.78 ratio
+  torque=531.38 Nm
+  shift-time=0.38 seconds
+  fluid-temperature=62.68 °C
+Parameters:
+  efficiency=0.93 percent
+  load=71.23 percent
+  temperature=62.53 °C
+  power=36.44 kW
+  vibration=1.26 mm/s
+  health_index=96.16 percent
+Temporal Data:
+  temp_over_time=[66.4, 76.1, 72.0, 75.8, 75.8, 67.1, 67.8] °C
+  power_trend=[26.0, 37.0, 40.3, 38.1, 39.2, 27.7, 25.6] kW
+  performance_trend=[0.8, 0.7, 0.9, 0.7, 0.7, 0.9, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335451. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=turbo
+Output: Diagnostic ID=4502bcdf-7c62-4b3c-9751-e2070292fc39
+Vehicle Type: motorcycle
+System: engine
+Configuration: turbo
+Status: warning (level 3)
+Fault Code: P0606
+Performance: 484.2 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=75.68 °C
+  oil-pressure=59.22 psi
+  compression=168.88 psi
+  rpm=4386.52 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=45.47 percent
+  temperature=99.14 °C
+  power=385.36 hp
+  vibration=1.47 mm/s
+  health_index=48.33 percent
+Sensors:
+  oxygen_sensor=0.79 V
+  knock_sensor=96.9 mV
+  maf_sensor=10.62 g/s
+Temporal Data:
+  temp_over_time=[112.6, 113.2, 123.4] °C
+  power_trend=[277.2, 416.7, 390.8] hp
+  performance_trend=[565.0, 545.5, 499.1] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335451. Recommended maintenance interval: 10 months. Recommended actions: timing belt inspection. 
+Maintenance Recommendations: timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=sport
+Output: Diagnostic ID=76d70a3e-31dc-4af8-a80c-7ba0fb368fd2
+Vehicle Type: suv
+System: suspension
+Configuration: sport
+Status: warning (level 3)
+Fault Code: U0155
+Performance: 0.8 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.59 ratio
+  operating-time=1397.47 hours
+Parameters:
+  efficiency=0.93 percent
+  load=28.35 percent
+  temperature=43.13 °C
+  power=19.84 kW
+  vibration=3.30 mm/s
+  health_index=50.21 percent
+Temporal Data:
+  temp_over_time=[60.1, 60.9, 61.9, 61.1, 59.4, 55.4, 55.5] °C
+  power_trend=[20.8, 15.8, 19.9, 20.9, 16.4, 20.1, 22.3] kW
+  performance_trend=[0.9, 0.8, 0.7, 1.0, 0.8, 0.8, 0.8] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335449. Recommended maintenance interval: 2 months. Recommended actions: diagnostic scan, system inspection, software update. 
+Maintenance Recommendations: diagnostic scan, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=rotary
+Output: Diagnostic ID=9315d1c7-6842-46db-b574-6e1e22a34fe1
+Vehicle Type: sedan
+System: engine
+Configuration: rotary
+Status: optimal (level 0)
+Performance: 213.9 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=88.06 °C
+  oil-pressure=45.15 psi
+  compression=123.13 psi
+  rpm=3442.71 rpm
+Parameters:
+  efficiency=0.88 percent
+  load=38.61 percent
+  temperature=82.58 °C
+  power=439.98 hp
+  vibration=2.80 mm/s
+  health_index=91.80 percent
+Sensors:
+  oxygen_sensor=0.65 V
+  knock_sensor=315.1 mV
+  maf_sensor=10.94 g/s
+Temporal Data:
+  temp_over_time=[76.7, 76.5, 77.2] °C
+  power_trend=[539.5, 479.6, 400.0] hp
+  performance_trend=[193.4, 215.4, 186.5] hp
+Notes: Diagnostic scan performed at 1751287335449. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=standard
+Output: Diagnostic ID=34f9736f-59c6-4437-9586-4209e81d3b13
+Vehicle Type: motorcycle
+System: cooling
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=2947.14 hours
+Parameters:
+  efficiency=0.93 percent
+  load=75.53 percent
+  temperature=44.01 °C
+  power=12.28 kW
+  vibration=1.24 mm/s
+  health_index=86.79 percent
+Temporal Data:
+  temp_over_time=[55.4, 52.6, 53.2, 54.1, 59.4, 54.7] °C
+  power_trend=[11.6, 10.2, 15.9, 10.5, 11.2, 13.8] kW
+  performance_trend=[0.9, 0.8, 1.1, 1.2, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335446. Recommended maintenance interval: 11 months. Recommended actions: diagnostic scan, system inspection, software update. 
+Maintenance Recommendations: diagnostic scan, system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=performance
+Output: Diagnostic ID=48d0df17-0d09-4a19-ad31-c36bbbf7d480
+Vehicle Type: electric
+System: thermal
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.21 ratio
+  operating-time=7011.15 hours
+Parameters:
+  efficiency=0.76 percent
+  load=54.20 percent
+  temperature=56.48 °C
+  power=24.25 kW
+  vibration=2.34 mm/s
+  health_index=77.38 percent
+Temporal Data:
+  temp_over_time=[44.5, 41.9, 41.1] °C
+  power_trend=[17.7, 24.3, 28.2] kW
+  performance_trend=[0.7, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335446. Recommended maintenance interval: 6 months. Recommended actions: diagnostic scan, connector check. 
+Maintenance Recommendations: diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=basic
+Output: Diagnostic ID=8afff8c3-2887-40c6-9147-94d393563410
+Vehicle Type: truck
+System: payload
+Configuration: basic
+Status: warning (level 3)
+Fault Code: U0401
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=177.86 hours
+Parameters:
+  efficiency=0.79 percent
+  load=2.66 percent
+  temperature=60.31 °C
+  power=13.62 kW
+  vibration=3.83 mm/s
+  health_index=54.16 percent
+Temporal Data:
+  temp_over_time=[70.3, 62.7, 62.3, 63.3] °C
+  power_trend=[14.7, 14.4, 13.5, 15.9] kW
+  performance_trend=[0.7, 0.7, 0.7, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 10 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=basic
+Output: Diagnostic ID=974e6256-343c-4c9b-97a4-af753fdebf49
+Vehicle Type: commercial
+System: air-brakes
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.99 ratio
+  operating-time=8673.06 hours
+Parameters:
+  efficiency=0.97 percent
+  load=49.25 percent
+  temperature=49.04 °C
+  power=24.33 kW
+  vibration=2.46 mm/s
+  health_index=99.72 percent
+Temporal Data:
+  temp_over_time=[40.9, 41.0, 43.8] °C
+  power_trend=[22.0, 25.7, 25.2] kW
+  performance_trend=[0.9, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=performance
+Output: Diagnostic ID=94062f57-2157-4501-89ad-6fa74a6eecd4
+Vehicle Type: motorcycle
+System: cooling
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.70 ratio
+  operating-time=6656.84 hours
+Parameters:
+  efficiency=0.93 percent
+  load=80.60 percent
+  temperature=61.10 °C
+  power=33.83 kW
+  vibration=4.11 mm/s
+  health_index=85.61 percent
+Temporal Data:
+  temp_over_time=[53.5, 57.2, 60.7, 52.0, 60.1, 52.0] °C
+  power_trend=[31.6, 39.1, 37.7, 34.2, 34.3, 25.8] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.9, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=enhanced
+Output: Diagnostic ID=23517881-d420-40c5-9cfc-fd215a33bce8
+Vehicle Type: hybrid
+System: regenerative
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.81 ratio
+  operating-time=6095.75 hours
+Parameters:
+  efficiency=0.86 percent
+  load=29.83 percent
+  temperature=63.54 °C
+  power=35.11 kW
+  vibration=3.19 mm/s
+  health_index=79.04 percent
+Temporal Data:
+  temp_over_time=[63.8, 62.9, 55.9, 55.7, 61.0, 59.0] °C
+  power_trend=[36.6, 30.7, 28.1, 41.2, 37.9, 25.2] kW
+  performance_trend=[1.1, 1.1, 0.8, 1.1, 1.0, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335455. Recommended maintenance interval: 3 months. Recommended actions: software update, system inspection. 
+Maintenance Recommendations: software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=basic
+Output: Diagnostic ID=a9d43d1f-9f6f-4d52-b20d-9aa90b41905e
+Vehicle Type: motorcycle
+System: electrical
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=9521.45 hours
+Parameters:
+  efficiency=0.81 percent
+  load=12.32 percent
+  temperature=32.24 °C
+  power=11.02 kW
+  vibration=3.37 mm/s
+  health_index=96.01 percent
+Sensors:
+  current=6.9 A
+  voltage=110.0 V
+Temporal Data:
+  temp_over_time=[37.3, 39.3, 35.2] °C
+  power_trend=[9.9, 11.5, 13.0] kW
+  performance_trend=[1.0, 1.1, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335455. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=basic
+Output: Diagnostic ID=9bacf1b8-e29b-4795-894e-d21ed3fa1ae6
+Vehicle Type: electric
+System: autonomous
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.11 ratio
+  operating-time=3044.07 hours
+Parameters:
+  efficiency=0.78 percent
+  load=10.64 percent
+  temperature=48.00 °C
+  power=41.24 kW
+  vibration=0.14 mm/s
+  health_index=83.97 percent
+Temporal Data:
+  temp_over_time=[42.1, 41.5, 42.1, 38.1, 43.4] °C
+  power_trend=[46.9, 32.7, 44.5, 42.9, 48.9] kW
+  performance_trend=[0.9, 1.0, 0.9, 1.1, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335446. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=enhanced
+Output: Diagnostic ID=289e93df-b5af-4b0d-b51f-9ddbec070a42
+Vehicle Type: electric
+System: autonomous
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=2514.27 hours
+Parameters:
+  efficiency=0.98 percent
+  load=36.13 percent
+  temperature=63.20 °C
+  power=44.59 kW
+  vibration=2.77 mm/s
+  health_index=76.95 percent
+Temporal Data:
+  temp_over_time=[64.7, 67.3, 68.8, 69.0, 64.5, 61.5] °C
+  power_trend=[42.7, 56.7, 57.6, 45.4, 48.7, 50.4] kW
+  performance_trend=[1.0, 0.9, 0.9, 0.9, 0.9, 1.2] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335455. Recommended maintenance interval: 4 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=17011726-796c-4e06-be15-6874b6bf45f8
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=871.30 hours
+Parameters:
+  efficiency=0.95 percent
+  load=51.13 percent
+  temperature=46.93 °C
+  power=38.87 kW
+  vibration=0.27 mm/s
+  health_index=87.46 percent
+Temporal Data:
+  temp_over_time=[46.7, 45.6, 43.1] °C
+  power_trend=[34.2, 48.4, 30.9] kW
+  performance_trend=[0.9, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335446. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=manual
+Output: Diagnostic ID=bc999175-cd81-4549-8103-de31cd1f7c4d
+Vehicle Type: sedan
+System: transmission
+Configuration: manual
+Status: warning (level 3)
+Fault Code: P0700
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.82 ratio
+  torque=592.76 Nm
+  shift-time=0.38 seconds
+  fluid-temperature=75.12 °C
+Parameters:
+  efficiency=0.83 percent
+  load=56.40 percent
+  temperature=64.84 °C
+  power=49.21 kW
+  vibration=2.48 mm/s
+  health_index=54.69 percent
+Temporal Data:
+  temp_over_time=[75.1, 76.1, 77.2, 75.8, 73.5] °C
+  power_trend=[46.2, 37.7, 43.0, 45.1, 54.4] kW
+  performance_trend=[1.0, 0.8, 0.9, 0.9, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0700. Diagnostic scan performed at 1751287335446. Recommended maintenance interval: 4 months. Recommended actions: filter replacement, shift solenoid check. 
+Maintenance Recommendations: filter replacement, shift solenoid check
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=optimized
+Output: Diagnostic ID=1f5bf647-745d-4671-9e66-42c8f994572f
+Vehicle Type: truck
+System: hydraulics
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.87 ratio
+  operating-time=4912.95 hours
+Parameters:
+  efficiency=0.93 percent
+  load=75.66 percent
+  temperature=56.40 °C
+  power=29.69 kW
+  vibration=0.39 mm/s
+  health_index=94.70 percent
+Temporal Data:
+  temp_over_time=[53.7, 59.1, 53.0, 57.9, 49.5] °C
+  power_trend=[34.8, 36.8, 32.9, 32.8, 22.7] kW
+  performance_trend=[0.8, 0.6, 0.6, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335444. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=basic
+Output: Diagnostic ID=c812d777-5903-45fe-b050-31cc4edb8465
+Vehicle Type: motorcycle
+System: cooling
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.68 ratio
+  operating-time=603.70 hours
+Parameters:
+  efficiency=0.79 percent
+  load=89.57 percent
+  temperature=62.56 °C
+  power=35.79 kW
+  vibration=0.51 mm/s
+  health_index=85.19 percent
+Temporal Data:
+  temp_over_time=[53.0, 46.9, 48.4, 49.9, 52.5] °C
+  power_trend=[28.9, 26.6, 31.9, 37.5, 42.8] kW
+  performance_trend=[0.7, 0.6, 0.7, 0.6, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335444. Recommended maintenance interval: 4 months. Recommended actions: system inspection, connector check. 
+Maintenance Recommendations: system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=performance
+Output: Diagnostic ID=f24400b4-09bd-4e6f-8f94-a068cefcdde0
+Vehicle Type: suv
+System: 4wd
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.53 ratio
+  operating-time=9119.92 hours
+Parameters:
+  efficiency=0.77 percent
+  load=57.07 percent
+  temperature=47.04 °C
+  power=71.36 kW
+  vibration=4.17 mm/s
+  health_index=97.81 percent
+Temporal Data:
+  temp_over_time=[65.1, 68.6, 69.6, 67.3, 71.8, 63.0] °C
+  power_trend=[56.7, 52.2, 80.9, 53.1, 63.1, 65.4] kW
+  performance_trend=[0.6, 0.8, 0.9, 0.8, 0.9, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335444. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=drum
+Output: Diagnostic ID=e509001a-16c0-40a8-b9d8-62020024d513
+Vehicle Type: motorcycle
+System: brakes
+Configuration: drum
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=3.73 percent
+  rotor-thickness=15.44 mm
+  pad-thickness=8.28 mm
+  pressure=185.70 psi
+Parameters:
+  efficiency=0.78 percent
+  load=74.28 percent
+  temperature=54.84 °C
+  power=30.58 kW
+  vibration=4.37 mm/s
+  health_index=95.42 percent
+Sensors:
+  abs_status=active
+  wear_sensor=2.6 mm
+  pressure_sensor=946.9 psi
+Temporal Data:
+  temp_over_time=[56.9, 52.1, 57.7, 57.6, 50.9] °C
+  power_trend=[25.4, 32.9, 35.2, 23.3, 31.5] kW
+  performance_trend=[1.0, 1.1, 1.0, 1.0, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335444. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=optimized
+Output: Diagnostic ID=6e91a94e-d0d4-4c9f-ab95-b5e5bdcc084f
+Vehicle Type: motorcycle
+System: electrical
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: B1500
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.38 ratio
+  operating-time=429.31 hours
+Parameters:
+  efficiency=0.80 percent
+  load=24.34 percent
+  temperature=47.89 °C
+  power=14.21 kW
+  vibration=4.25 mm/s
+  health_index=68.78 percent
+Sensors:
+  current=4.9 A
+  voltage=180.8 V
+Temporal Data:
+  temp_over_time=[44.0, 42.6, 48.9, 42.6, 45.7, 43.7, 49.6] °C
+  power_trend=[18.2, 18.0, 11.0, 17.5, 13.1, 10.0, 17.6] kW
+  performance_trend=[0.9, 0.8, 0.8, 1.0, 0.8, 1.0, 1.0] voltage_stability
+Notes: Observed symptoms: intermittent operation. Diagnostic trouble code: B1500. Diagnostic scan performed at 1751287335444. Recommended maintenance interval: 5 months. Recommended actions: wiring inspection, ground check. 
+Maintenance Recommendations: wiring inspection, ground check
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=4b0d9d49-53b8-4e76-af46-553f8cdc7641
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: degraded (level 2)
+Fault Code: C0060
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=2.56 percent
+  rotor-thickness=28.52 mm
+  pad-thickness=9.58 mm
+  pressure=973.83 psi
+Parameters:
+  efficiency=0.93 percent
+  load=27.84 percent
+  temperature=63.54 °C
+  power=48.84 kW
+  vibration=0.31 mm/s
+  health_index=59.02 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=2.4 mm
+  pressure_sensor=1723.2 psi
+Temporal Data:
+  temp_over_time=[54.0, 45.9, 45.5, 50.7, 55.4, 53.1, 46.7] °C
+  power_trend=[59.4, 36.8, 61.3, 56.4, 47.9, 36.7, 58.9] kW
+  performance_trend=[1.0, 0.9, 1.1, 1.0, 0.8, 0.9, 0.9] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0060. Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 12 months. Recommended actions: pad replacement, rotor resurfacing. 
+Maintenance Recommendations: pad replacement, rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=turbo
+Output: Diagnostic ID=24fd38f7-189a-4868-b4b4-28f6857e3968
+Vehicle Type: sedan
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 526.7 hp
+Material: steel
+Measurements:
+  oil-temperature=95.53 °C
+  oil-pressure=21.07 psi
+  compression=138.06 psi
+  rpm=6486.06 rpm
+Parameters:
+  efficiency=0.85 percent
+  load=48.12 percent
+  temperature=116.52 °C
+  power=369.15 hp
+  vibration=0.58 mm/s
+  health_index=89.41 percent
+Sensors:
+  oxygen_sensor=0.78 V
+  knock_sensor=378.2 mV
+  maf_sensor=3.04 g/s
+Temporal Data:
+  temp_over_time=[104.5, 100.6, 103.2, 103.3, 111.3, 98.5, 104.2] °C
+  power_trend=[429.0, 368.2, 470.0, 259.9, 457.6, 404.9, 325.5] hp
+  performance_trend=[455.3, 433.1, 545.3, 584.0, 481.9, 480.0, 551.0] hp
+Notes: Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=optimized
+Output: Diagnostic ID=cb3d1cbe-b614-47c6-ada3-1b63f8e8eeb3
+Vehicle Type: suv
+System: towing
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.79 ratio
+  operating-time=2538.44 hours
+Parameters:
+  efficiency=0.81 percent
+  load=6.14 percent
+  temperature=42.31 °C
+  power=23.00 kW
+  vibration=2.55 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[52.2, 45.1, 46.0] °C
+  power_trend=[27.0, 23.9, 29.0] kW
+  performance_trend=[0.8, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=solid-state
+Output: Diagnostic ID=727816db-53df-4f5d-aa61-08b05dccb5db
+Vehicle Type: electric
+System: battery
+Configuration: solid-state
+Status: normal (level 1)
+Fault Code: P0AC0
+Performance: 201.9 kWh
+Material: polymer
+Measurements:
+  current=108.70 amps
+  state-of-charge=51.39 percent
+  voltage=537.05 volts
+  capacity=89.25 percent
+Parameters:
+  efficiency=0.84 percent
+  load=62.44 percent
+  temperature=23.86 °C
+  power=115.54 kW
+  vibration=2.39 mm/s
+  health_index=80.56 percent
+Sensors:
+  coolant_flow=2.7 L/min
+  cell_voltage=4.37 V
+  insulation=90.3 MΩ
+Temporal Data:
+  temp_over_time=[52.6, 51.4, 49.6, 52.9] °C
+  power_trend=[142.9, 93.3, 103.3, 107.5] kW
+  performance_trend=[201.4, 218.4, 202.2, 216.9] kWh
+Notes: Observed symptoms: voltage fluctuations. Diagnostic trouble code: P0AC0. Diagnostic scan performed at 1751287335455. Recommended maintenance interval: 7 months. Recommended actions: terminal cleaning. 
+Maintenance Recommendations: terminal cleaning
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=optimized
+Output: Diagnostic ID=d8ecc043-d528-4b94-b3d3-5e85b79c6490
+Vehicle Type: hybrid
+System: regenerative
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.16 ratio
+  operating-time=595.42 hours
+Parameters:
+  efficiency=0.75 percent
+  load=29.17 percent
+  temperature=46.01 °C
+  power=20.38 kW
+  vibration=2.71 mm/s
+  health_index=97.43 percent
+Temporal Data:
+  temp_over_time=[44.1, 50.2, 50.4, 47.2] °C
+  power_trend=[20.4, 21.0, 24.8, 21.4] kW
+  performance_trend=[0.9, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335455. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=standard
+Output: Diagnostic ID=e68033b1-2c57-4cda-9039-ce143a9c078f
+Vehicle Type: electric
+System: electronics
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.69 ratio
+  operating-time=6236.48 hours
+Parameters:
+  efficiency=0.94 percent
+  load=54.82 percent
+  temperature=43.54 °C
+  power=13.02 kW
+  vibration=3.28 mm/s
+  health_index=89.26 percent
+Sensors:
+  current=21.6 A
+  voltage=71.2 V
+Temporal Data:
+  temp_over_time=[36.7, 36.0, 39.1, 36.8, 36.8, 35.5] °C
+  power_trend=[16.5, 14.0, 14.1, 15.6, 11.4, 14.5] kW
+  performance_trend=[0.8, 0.9, 1.0, 0.8, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335455. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=standard
+Output: Diagnostic ID=8b133905-2def-4a03-bb8f-72587d3d8d8d
+Vehicle Type: suv
+System: suspension
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.8 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.27 ratio
+  operating-time=455.85 hours
+Parameters:
+  efficiency=0.99 percent
+  load=15.70 percent
+  temperature=57.06 °C
+  power=47.11 kW
+  vibration=3.53 mm/s
+  health_index=72.51 percent
+Temporal Data:
+  temp_over_time=[62.5, 62.4, 65.8, 63.7, 69.2, 71.1] °C
+  power_trend=[37.3, 42.3, 38.5, 42.1, 42.5, 52.1] kW
+  performance_trend=[0.8, 0.8, 0.9, 0.8, 0.9, 1.0] damping_ratio
+Notes: Observed symptoms: leaking fluid. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 11 months. Recommended actions: diagnostic scan, software update, system inspection. 
+Maintenance Recommendations: diagnostic scan, software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=performance
+Output: Diagnostic ID=4fa63d7a-3904-4eae-9e34-37c3e6e0628b
+Vehicle Type: suv
+System: 4wd
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.70 ratio
+  operating-time=4414.69 hours
+Parameters:
+  efficiency=0.94 percent
+  load=95.28 percent
+  temperature=43.15 °C
+  power=55.46 kW
+  vibration=0.56 mm/s
+  health_index=89.58 percent
+Temporal Data:
+  temp_over_time=[54.8, 52.7, 54.4, 52.7, 58.7, 55.2, 60.9] °C
+  power_trend=[58.5, 70.8, 68.5, 49.7, 43.5, 39.7, 60.2] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.9, 1.1, 0.8, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335459. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=magnetic
+Output: Diagnostic ID=a894623c-1665-4a14-820c-41e20834c1aa
+Vehicle Type: motorcycle
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=2801.34 hours
+Parameters:
+  efficiency=0.82 percent
+  load=53.70 percent
+  temperature=54.84 °C
+  power=21.15 kW
+  vibration=3.87 mm/s
+  health_index=94.24 percent
+Temporal Data:
+  temp_over_time=[56.7, 54.3, 57.2, 64.0, 62.1] °C
+  power_trend=[27.2, 21.9, 16.0, 21.5, 18.6] kW
+  performance_trend=[1.0, 1.0, 1.1, 0.9, 1.1] damping_ratio
+Notes: Diagnostic scan performed at 1751287335459. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=standard
+Output: Diagnostic ID=becc47d2-f4e7-437c-aa19-1566b1869755
+Vehicle Type: commercial
+System: safety
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.66 ratio
+  operating-time=2062.53 hours
+Parameters:
+  efficiency=0.85 percent
+  load=19.51 percent
+  temperature=45.92 °C
+  power=22.93 kW
+  vibration=3.27 mm/s
+  health_index=84.79 percent
+Temporal Data:
+  temp_over_time=[65.1, 66.7, 71.6, 70.8] °C
+  power_trend=[25.0, 23.1, 22.1, 17.5] kW
+  performance_trend=[1.1, 1.1, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335459. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=740215ba-f7f8-48b3-b03f-a191649e1024
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=5572.94 hours
+Parameters:
+  efficiency=0.99 percent
+  load=22.73 percent
+  temperature=66.30 °C
+  power=301.34 kW
+  vibration=0.46 mm/s
+  health_index=100.00 percent
+Sensors:
+  voltage_ripple=2.50 V
+  temperature=61.3 °C
+  current_draw=105.0 A
+Temporal Data:
+  temp_over_time=[43.3, 44.0, 37.2, 38.8, 40.5] °C
+  power_trend=[261.5, 286.1, 258.3, 320.3, 356.0] kW
+  performance_trend=[0.8, 0.8, 0.7, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335459. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=performance
+Output: Diagnostic ID=7d9e7d0f-32a9-44bb-a68c-6aba21dd019d
+Vehicle Type: truck
+System: exhaust
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.58 ratio
+  operating-time=8312.80 hours
+Parameters:
+  efficiency=0.95 percent
+  load=87.45 percent
+  temperature=62.98 °C
+  power=17.37 kW
+  vibration=0.31 mm/s
+  health_index=86.64 percent
+Temporal Data:
+  temp_over_time=[52.2, 52.5, 53.4, 55.9] °C
+  power_trend=[20.9, 12.5, 18.2, 17.9] kW
+  performance_trend=[0.8, 1.0, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335459. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=70938601-c8d7-48df-be33-6c3da08b7da1
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.95 ratio
+  operating-time=2256.33 hours
+Parameters:
+  efficiency=0.95 percent
+  load=4.98 percent
+  temperature=50.36 °C
+  power=172.61 kW
+  vibration=4.09 mm/s
+  health_index=98.85 percent
+Sensors:
+  voltage_ripple=2.54 V
+  temperature=54.9 °C
+  current_draw=16.2 A
+Temporal Data:
+  temp_over_time=[63.9, 61.3, 73.5, 72.4, 61.6] °C
+  power_trend=[166.2, 158.5, 172.1, 197.4, 180.4] kW
+  performance_trend=[0.6, 0.7, 0.8, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335459. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=electro-hydraulic
+Output: Diagnostic ID=59213c9e-25c3-4e81-8d52-4ee4c9420b24
+Vehicle Type: sedan
+System: brakes
+Configuration: electro-hydraulic
+Status: normal (level 1)
+Fault Code: C0080
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.22 percent
+  rotor-thickness=11.83 mm
+  pad-thickness=11.01 mm
+  pressure=389.55 psi
+Parameters:
+  efficiency=0.89 percent
+  load=66.29 percent
+  temperature=69.19 °C
+  power=38.61 kW
+  vibration=3.87 mm/s
+  health_index=70.95 percent
+Sensors:
+  abs_status=active
+  wear_sensor=3.1 mm
+  pressure_sensor=647.1 psi
+Temporal Data:
+  temp_over_time=[44.9, 44.6, 51.0] °C
+  power_trend=[49.0, 43.3, 45.4] kW
+  performance_trend=[1.1, 0.8, 0.8] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0080. Diagnostic scan performed at 1751287335459. Recommended maintenance interval: 6 months. Recommended actions: parking brake adjustment, caliper inspection, pad replacement. 
+Maintenance Recommendations: parking brake adjustment, caliper inspection, pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=basic
+Output: Diagnostic ID=0d70f018-98bd-45e5-bbbe-dcaa5615b7a8
+Vehicle Type: electric
+System: motor
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.59 ratio
+  operating-time=8258.19 hours
+Parameters:
+  efficiency=0.86 percent
+  load=72.13 percent
+  temperature=57.89 °C
+  power=128.78 kW
+  vibration=2.85 mm/s
+  health_index=78.98 percent
+Sensors:
+  voltage_ripple=1.91 V
+  temperature=78.3 °C
+  current_draw=119.2 A
+Temporal Data:
+  temp_over_time=[50.1, 57.2, 54.7, 58.5, 53.7] °C
+  power_trend=[156.2, 92.2, 95.4, 118.5, 97.9] kW
+  performance_trend=[0.9, 1.0, 0.8, 1.0, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335459. Recommended maintenance interval: 2 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=enhanced
+Output: Diagnostic ID=cec94042-93cf-48f0-a27f-6515deedce47
+Vehicle Type: hybrid
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=4301.41 hours
+Parameters:
+  efficiency=0.98 percent
+  load=76.34 percent
+  temperature=43.45 °C
+  power=22.90 kW
+  vibration=3.29 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=25.7 A
+  voltage=120.9 V
+Temporal Data:
+  temp_over_time=[35.5, 32.4, 29.7, 35.5, 32.3, 35.5, 30.5] °C
+  power_trend=[21.0, 29.4, 26.9, 19.5, 28.7, 20.4, 23.4] kW
+  performance_trend=[1.0, 1.0, 0.9, 0.7, 1.0, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335455. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=performance
+Output: Diagnostic ID=fc9fb2f6-60b2-40d5-a503-a3d5015599e3
+Vehicle Type: truck
+System: diesel
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.93 ratio
+  operating-time=6937.81 hours
+Parameters:
+  efficiency=0.76 percent
+  load=77.63 percent
+  temperature=61.29 °C
+  power=18.88 kW
+  vibration=4.71 mm/s
+  health_index=95.90 percent
+Temporal Data:
+  temp_over_time=[64.5, 56.7, 57.6, 53.9, 62.6] °C
+  power_trend=[14.3, 15.8, 20.9, 18.6, 18.4] kW
+  performance_trend=[1.0, 1.0, 0.9, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335455. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial air-brakes system, config=performance
+Output: Diagnostic ID=40a332e7-e0b8-4a9f-8b5f-efd5a8b71ba3
+Vehicle Type: commercial
+System: air-brakes
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.31 ratio
+  operating-time=8643.42 hours
+Parameters:
+  efficiency=0.91 percent
+  load=54.40 percent
+  temperature=48.83 °C
+  power=30.60 kW
+  vibration=0.51 mm/s
+  health_index=94.31 percent
+Temporal Data:
+  temp_over_time=[64.6, 65.9, 59.6, 66.3, 60.7, 65.3] °C
+  power_trend=[28.8, 28.2, 25.2, 24.6, 27.8, 31.3] kW
+  performance_trend=[0.9, 1.1, 0.9, 1.0, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=supercharged
+Output: Diagnostic ID=be6a2076-bda6-4cfd-89e9-180f16380621
+Vehicle Type: commercial
+System: engine
+Configuration: supercharged
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 436.7 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=77.74 °C
+  oil-pressure=67.21 psi
+  compression=123.77 psi
+  rpm=876.17 rpm
+Parameters:
+  efficiency=0.95 percent
+  load=6.88 percent
+  temperature=94.92 °C
+  power=467.98 hp
+  vibration=1.69 mm/s
+  health_index=70.36 percent
+Sensors:
+  oxygen_sensor=0.65 V
+  knock_sensor=288.1 mV
+  maf_sensor=6.09 g/s
+Temporal Data:
+  temp_over_time=[78.3, 86.8, 86.7, 88.5, 80.3, 87.1, 79.9] °C
+  power_trend=[330.9, 503.8, 551.8, 391.2, 449.8, 351.4, 495.6] hp
+  performance_trend=[424.3, 488.5, 433.4, 462.7, 435.8, 444.9, 516.0] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 9 months. Recommended actions: oil change, air filter replacement. 
+Maintenance Recommendations: oil change, air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-polymer
+Output: Diagnostic ID=bd1bc11d-768c-4113-a854-68e2e8353c50
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-polymer
+Status: optimal (level 0)
+Performance: 205.6 kWh
+Material: polymer
+Measurements:
+  current=179.69 amps
+  state-of-charge=40.79 percent
+  voltage=602.64 volts
+  capacity=98.62 percent
+Parameters:
+  efficiency=0.90 percent
+  load=27.54 percent
+  temperature=44.14 °C
+  power=495.37 kW
+  vibration=2.04 mm/s
+  health_index=89.97 percent
+Sensors:
+  coolant_flow=1.2 L/min
+  cell_voltage=3.64 V
+  insulation=69.1 MΩ
+Temporal Data:
+  temp_over_time=[36.6, 37.5, 34.0, 37.2] °C
+  power_trend=[541.6, 621.4, 463.3, 627.7] kW
+  performance_trend=[191.3, 188.2, 201.1, 203.9] kWh
+Notes: Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=performance
+Output: Diagnostic ID=0235e9a9-1e69-4cf1-b704-af83a759b97d
+Vehicle Type: suv
+System: climate
+Configuration: performance
+Status: degraded (level 2)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=6637.47 hours
+Parameters:
+  efficiency=0.97 percent
+  load=47.65 percent
+  temperature=20.34 °C
+  power=2.90 kW
+  vibration=2.73 mm/s
+  health_index=64.67 percent
+Temporal Data:
+  temp_over_time=[13.2, 12.1, 13.0, 13.2] °C
+  power_trend=[2.7, 2.5, 2.4, 2.3] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335461. Recommended maintenance interval: 10 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan brakes system, config=carbon-ceramic
+Output: Diagnostic ID=a94ea413-752c-4ae1-8ce9-2add7dbfe349
+Vehicle Type: sedan
+System: brakes
+Configuration: carbon-ceramic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.18 percent
+  rotor-thickness=14.16 mm
+  pad-thickness=9.20 mm
+  pressure=635.92 psi
+Parameters:
+  efficiency=0.84 percent
+  load=17.37 percent
+  temperature=44.19 °C
+  power=42.21 kW
+  vibration=3.11 mm/s
+  health_index=98.94 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=1.2 mm
+  pressure_sensor=1844.8 psi
+Temporal Data:
+  temp_over_time=[39.2, 42.5, 44.1] °C
+  power_trend=[43.5, 53.7, 50.3] kW
+  performance_trend=[1.1, 0.9, 1.0] deceleration_g
+Notes: Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=regenerative
+Output: Diagnostic ID=457dacb7-aba2-4b2c-a9d3-bca2f5065275
+Vehicle Type: motorcycle
+System: brakes
+Configuration: regenerative
+Status: normal (level 1)
+Fault Code: C0080
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=1.09 percent
+  rotor-thickness=21.12 mm
+  pad-thickness=4.99 mm
+  pressure=306.87 psi
+Parameters:
+  efficiency=0.94 percent
+  load=25.60 percent
+  temperature=54.19 °C
+  power=16.55 kW
+  vibration=2.95 mm/s
+  health_index=75.29 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=4.0 mm
+  pressure_sensor=1205.4 psi
+Temporal Data:
+  temp_over_time=[54.9, 53.0, 45.7] °C
+  power_trend=[13.4, 17.4, 16.1] kW
+  performance_trend=[1.0, 1.0, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0080. Diagnostic scan performed at 1751287335461. Recommended maintenance interval: 12 months. Recommended actions: pad replacement, parking brake adjustment, rotor resurfacing. 
+Maintenance Recommendations: pad replacement, parking brake adjustment, rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=cvt
+Output: Diagnostic ID=a1d86850-eb81-4c8d-91c4-3b77d847d8b0
+Vehicle Type: sedan
+System: transmission
+Configuration: cvt
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.96 ratio
+  torque=150.92 Nm
+  shift-time=0.37 seconds
+  fluid-temperature=61.45 °C
+Parameters:
+  efficiency=0.83 percent
+  load=6.17 percent
+  temperature=61.48 °C
+  power=35.11 kW
+  vibration=2.00 mm/s
+  health_index=90.30 percent
+Temporal Data:
+  temp_over_time=[63.0, 67.9, 74.3, 64.0, 68.2, 70.4, 66.5] °C
+  power_trend=[43.7, 39.8, 39.0, 28.7, 38.2, 42.5, 36.0] kW
+  performance_trend=[0.8, 0.9, 0.8, 0.9, 0.8, 1.0, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335463. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=air
+Output: Diagnostic ID=87c9c4c8-99d9-40a8-9707-ba89b203a395
+Vehicle Type: suv
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.18 ratio
+  operating-time=181.37 hours
+Parameters:
+  efficiency=0.78 percent
+  load=59.59 percent
+  temperature=51.09 °C
+  power=42.67 kW
+  vibration=3.18 mm/s
+  health_index=79.84 percent
+Temporal Data:
+  temp_over_time=[52.1, 45.8, 52.7, 55.4, 45.6, 49.2, 49.2] °C
+  power_trend=[35.8, 44.0, 39.6, 38.6, 38.8, 53.5, 37.0] kW
+  performance_trend=[0.9, 0.7, 0.8, 0.8, 0.7, 0.8, 0.9] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335463. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan, connector check, software update. 
+Maintenance Recommendations: diagnostic scan, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=adaptive
+Output: Diagnostic ID=fe6b9294-6851-47d6-82ca-fdd2a50afb87
+Vehicle Type: sedan
+System: suspension
+Configuration: adaptive
+Status: optimal (level 0)
+Performance: 1.0 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.29 ratio
+  operating-time=730.36 hours
+Parameters:
+  efficiency=0.82 percent
+  load=37.11 percent
+  temperature=52.55 °C
+  power=34.23 kW
+  vibration=1.42 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[41.9, 46.7, 46.4, 46.6] °C
+  power_trend=[31.1, 41.5, 26.8, 30.9] kW
+  performance_trend=[1.1, 0.8, 0.9, 1.1] damping_ratio
+Notes: Diagnostic scan performed at 1751287335463. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=optimized
+Output: Diagnostic ID=31e0d160-1499-4a39-ad83-bdc74b5f6d33
+Vehicle Type: commercial
+System: emissions
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.44 ratio
+  operating-time=3692.13 hours
+Parameters:
+  efficiency=0.83 percent
+  load=44.38 percent
+  temperature=46.11 °C
+  power=38.52 kW
+  vibration=1.40 mm/s
+  health_index=98.76 percent
+Temporal Data:
+  temp_over_time=[45.7, 42.9, 44.9, 39.6, 43.3, 45.4, 44.1] °C
+  power_trend=[33.3, 39.1, 32.3, 37.0, 48.2, 49.6, 34.7] kW
+  performance_trend=[0.8, 0.7, 0.8, 0.8, 0.8, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=eff057d5-9ee3-45e2-808c-4fbf9e803068
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.28 ratio
+  operating-time=5671.38 hours
+Parameters:
+  efficiency=0.79 percent
+  load=65.84 percent
+  temperature=54.08 °C
+  power=12.15 kW
+  vibration=4.12 mm/s
+  health_index=78.35 percent
+Temporal Data:
+  temp_over_time=[55.1, 57.0, 58.8, 58.8, 54.0, 53.1, 53.6] °C
+  power_trend=[10.6, 13.8, 11.7, 11.3, 11.8, 13.5, 11.7] kW
+  performance_trend=[1.0, 0.8, 0.8, 0.8, 0.8, 1.0, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335463. Recommended maintenance interval: 3 months. Recommended actions: connector check, software update. 
+Maintenance Recommendations: connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=enhanced
+Output: Diagnostic ID=3369094d-566c-4636-817b-ee5fe3d725e2
+Vehicle Type: motorcycle
+System: electrical
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.50 ratio
+  operating-time=5116.59 hours
+Parameters:
+  efficiency=0.82 percent
+  load=35.13 percent
+  temperature=34.21 °C
+  power=36.04 kW
+  vibration=2.32 mm/s
+  health_index=91.87 percent
+Sensors:
+  current=27.7 A
+  voltage=74.8 V
+Temporal Data:
+  temp_over_time=[33.1, 34.1, 38.0, 33.2] °C
+  power_trend=[33.9, 41.7, 39.6, 29.4] kW
+  performance_trend=[1.0, 1.2, 0.9, 0.8] voltage_stability
+Notes: Diagnostic scan performed at 1751287335463. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=basic
+Output: Diagnostic ID=c8318cd0-c363-4a65-8a85-26e3abcb9ddd
+Vehicle Type: electric
+System: thermal
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.96 ratio
+  operating-time=7327.41 hours
+Parameters:
+  efficiency=0.88 percent
+  load=13.71 percent
+  temperature=45.42 °C
+  power=43.50 kW
+  vibration=1.23 mm/s
+  health_index=85.40 percent
+Temporal Data:
+  temp_over_time=[45.3, 52.9, 51.4, 49.5, 52.6, 44.0, 44.3] °C
+  power_trend=[40.6, 44.8, 38.6, 46.1, 41.8, 50.9, 45.5] kW
+  performance_trend=[1.0, 0.9, 0.9, 0.8, 1.0, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335464. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=air
+Output: Diagnostic ID=a60e3073-1d85-4c53-ae6f-84b314333749
+Vehicle Type: suv
+System: suspension
+Configuration: air
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.8 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=7018.76 hours
+Parameters:
+  efficiency=0.92 percent
+  load=44.59 percent
+  temperature=68.47 °C
+  power=31.45 kW
+  vibration=3.46 mm/s
+  health_index=82.36 percent
+Temporal Data:
+  temp_over_time=[56.4, 60.2, 51.0, 59.1, 51.3, 56.7] °C
+  power_trend=[36.5, 23.2, 25.0, 38.9, 22.4, 31.8] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.8, 0.9, 0.7] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335464. Recommended maintenance interval: 2 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=performance
+Output: Diagnostic ID=2ec28a04-5b3e-43bf-95f3-0d811826f32e
+Vehicle Type: commercial
+System: emissions
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.30 ratio
+  operating-time=5126.92 hours
+Parameters:
+  efficiency=0.89 percent
+  load=52.43 percent
+  temperature=44.30 °C
+  power=36.40 kW
+  vibration=3.07 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[58.1, 56.7, 57.3, 52.7, 53.9, 55.1] °C
+  power_trend=[44.6, 45.1, 37.3, 28.2, 36.1, 47.3] kW
+  performance_trend=[0.8, 0.7, 0.9, 0.8, 0.8, 0.6] performance_index
+Notes: Diagnostic scan performed at 1751287335464. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=enhanced
+Output: Diagnostic ID=a2348584-ad98-4907-88c5-9d44b1d32c09
+Vehicle Type: hybrid
+System: regenerative
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.18 ratio
+  operating-time=5866.11 hours
+Parameters:
+  efficiency=0.87 percent
+  load=99.94 percent
+  temperature=48.75 °C
+  power=44.02 kW
+  vibration=2.04 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[47.8, 55.2, 50.2, 53.2, 47.6, 53.2] °C
+  power_trend=[56.8, 57.2, 48.8, 55.9, 51.4, 45.9] kW
+  performance_trend=[0.8, 1.0, 1.1, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335464. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=enhanced
+Output: Diagnostic ID=3aaf24d3-57cb-444c-a439-7ec5eb704e5c
+Vehicle Type: electric
+System: motor
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.92 ratio
+  operating-time=8897.09 hours
+Parameters:
+  efficiency=0.76 percent
+  load=62.17 percent
+  temperature=41.52 °C
+  power=132.41 kW
+  vibration=1.43 mm/s
+  health_index=75.91 percent
+Sensors:
+  voltage_ripple=1.58 V
+  temperature=39.3 °C
+  current_draw=130.7 A
+Temporal Data:
+  temp_over_time=[65.6, 69.8, 73.5, 73.5, 70.4, 72.4] °C
+  power_trend=[100.7, 148.8, 132.9, 164.0, 122.4, 111.0] kW
+  performance_trend=[0.9, 0.9, 0.9, 1.1, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335465. Recommended maintenance interval: 12 months. Recommended actions: software update, connector check. 
+Maintenance Recommendations: software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=standard
+Output: Diagnostic ID=ac170ed0-cf5a-45f2-9cbb-99a3708cc948
+Vehicle Type: sedan
+System: engine
+Configuration: standard
+Status: optimal (level 0)
+Performance: 475.6 hp
+Material: steel
+Measurements:
+  oil-temperature=98.78 °C
+  oil-pressure=63.01 psi
+  compression=159.67 psi
+  rpm=5962.76 rpm
+Parameters:
+  efficiency=0.92 percent
+  load=22.40 percent
+  temperature=91.53 °C
+  power=280.78 hp
+  vibration=2.75 mm/s
+  health_index=85.02 percent
+Sensors:
+  oxygen_sensor=0.29 V
+  knock_sensor=487.1 mV
+  maf_sensor=4.60 g/s
+Temporal Data:
+  temp_over_time=[108.3, 102.4, 119.7] °C
+  power_trend=[338.0, 320.1, 207.5] hp
+  performance_trend=[395.9, 453.2, 548.5] hp
+Notes: Diagnostic scan performed at 1751287335465. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan suspension system, config=adaptive
+Output: Diagnostic ID=83406ba3-f5a5-4808-8b63-f5e1dd0108a6
+Vehicle Type: sedan
+System: suspension
+Configuration: adaptive
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.9 damping_ratio
+Material: steel
+Measurements:
+  wear-level=0.36 ratio
+  operating-time=488.27 hours
+Parameters:
+  efficiency=0.96 percent
+  load=30.94 percent
+  temperature=47.46 °C
+  power=23.63 kW
+  vibration=1.16 mm/s
+  health_index=77.24 percent
+Temporal Data:
+  temp_over_time=[48.1, 53.5, 55.9, 54.9] °C
+  power_trend=[17.7, 19.7, 17.8, 28.5] kW
+  performance_trend=[0.8, 1.0, 1.0, 0.8] damping_ratio
+Notes: Observed symptoms: rough ride. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335465. Recommended maintenance interval: 6 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=optimized
+Output: Diagnostic ID=9494cfa4-21bf-49bf-b007-c6737abcd009
+Vehicle Type: truck
+System: diesel
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=8695.71 hours
+Parameters:
+  efficiency=0.89 percent
+  load=2.20 percent
+  temperature=45.98 °C
+  power=11.96 kW
+  vibration=0.66 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[65.1, 63.3, 63.2, 69.7, 64.4, 62.1, 64.2] °C
+  power_trend=[14.6, 12.9, 11.9, 11.4, 10.8, 14.6, 9.0] kW
+  performance_trend=[0.8, 0.9, 0.9, 1.0, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335466. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=magnetic
+Output: Diagnostic ID=758e1292-8ece-4865-8223-74a81e43a79e
+Vehicle Type: motorcycle
+System: suspension
+Configuration: magnetic
+Status: optimal (level 0)
+Performance: 0.8 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.29 ratio
+  operating-time=8944.09 hours
+Parameters:
+  efficiency=0.97 percent
+  load=1.22 percent
+  temperature=57.09 °C
+  power=39.02 kW
+  vibration=1.67 mm/s
+  health_index=96.13 percent
+Temporal Data:
+  temp_over_time=[55.1, 55.4, 55.3, 65.2] °C
+  power_trend=[45.2, 47.5, 30.6, 30.0] kW
+  performance_trend=[0.9, 0.8, 0.7, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335466. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=d84e4220-e1cd-4936-b327-222f69495e2a
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.23 ratio
+  operating-time=4902.94 hours
+Parameters:
+  efficiency=1.00 percent
+  load=59.56 percent
+  temperature=64.51 °C
+  power=35.14 kW
+  vibration=3.38 mm/s
+  health_index=77.16 percent
+Temporal Data:
+  temp_over_time=[67.1, 65.7, 65.3, 66.7, 68.0, 68.3, 63.6] °C
+  power_trend=[34.3, 36.3, 24.8, 34.4, 37.4, 24.7, 34.4] kW
+  performance_trend=[0.7, 0.8, 0.9, 0.9, 0.9, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 4 months. Recommended actions: software update. 
+Maintenance Recommendations: software update
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=automated
+Output: Diagnostic ID=cca1046a-79fa-49a9-8fcb-248aa7ac4806
+Vehicle Type: sedan
+System: transmission
+Configuration: automated
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.95 ratio
+  torque=284.44 Nm
+  shift-time=0.12 seconds
+  fluid-temperature=86.36 °C
+Parameters:
+  efficiency=0.97 percent
+  load=14.74 percent
+  temperature=68.24 °C
+  power=45.41 kW
+  vibration=0.73 mm/s
+  health_index=84.97 percent
+Temporal Data:
+  temp_over_time=[69.8, 72.4, 66.6, 69.6, 65.7] °C
+  power_trend=[48.3, 57.3, 56.5, 39.1, 45.2] kW
+  performance_trend=[0.8, 0.8, 0.8, 1.0, 0.7] efficiency
+Notes: Diagnostic scan performed at 1751287335453. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=supercharged
+Output: Diagnostic ID=b89b9279-098f-4b46-aa06-81308b6d3941
+Vehicle Type: commercial
+System: engine
+Configuration: supercharged
+Status: degraded (level 2)
+Fault Code: P0522
+Performance: 465.3 hp
+Material: steel
+Measurements:
+  oil-temperature=118.11 °C
+  oil-pressure=71.12 psi
+  compression=136.66 psi
+  rpm=1028.24 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=86.59 percent
+  temperature=84.66 °C
+  power=175.46 hp
+  vibration=1.14 mm/s
+  health_index=57.70 percent
+Sensors:
+  oxygen_sensor=0.43 V
+  knock_sensor=431.2 mV
+  maf_sensor=4.01 g/s
+Temporal Data:
+  temp_over_time=[76.6, 85.3, 75.3] °C
+  power_trend=[193.9, 175.5, 183.2] hp
+  performance_trend=[496.1, 477.2, 512.2] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335466. Recommended maintenance interval: 7 months. Recommended actions: fuel system cleaning, oil change. 
+Maintenance Recommendations: fuel system cleaning, oil change
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=standard
+Output: Diagnostic ID=81195fc0-6f49-40eb-9ad4-efcbb2c1527d
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0300
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=3983.56 hours
+Parameters:
+  efficiency=0.85 percent
+  load=15.62 percent
+  temperature=59.57 °C
+  power=31.90 kW
+  vibration=3.74 mm/s
+  health_index=85.57 percent
+Temporal Data:
+  temp_over_time=[59.5, 56.5, 57.3, 53.6, 62.4] °C
+  power_trend=[34.9, 26.2, 37.3, 28.4, 25.9] kW
+  performance_trend=[0.8, 0.8, 0.9, 1.1, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335466. Recommended maintenance interval: 11 months. Recommended actions: system inspection, software update. 
+Maintenance Recommendations: system inspection, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=hybrid
+Output: Diagnostic ID=cfe27cc7-8f5a-4eb3-a849-4d7b74b4b2e5
+Vehicle Type: hybrid
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0522
+Performance: 214.0 hp
+Material: titanium
+Measurements:
+  oil-temperature=87.97 °C
+  oil-pressure=78.29 psi
+  compression=167.44 psi
+  rpm=1169.62 rpm
+Parameters:
+  efficiency=0.97 percent
+  load=44.83 percent
+  temperature=108.00 °C
+  power=309.08 hp
+  vibration=4.03 mm/s
+  health_index=72.91 percent
+Sensors:
+  oxygen_sensor=0.72 V
+  knock_sensor=323.7 mV
+  maf_sensor=9.74 g/s
+Temporal Data:
+  temp_over_time=[115.6, 109.9, 111.0] °C
+  power_trend=[381.3, 283.7, 372.6] hp
+  performance_trend=[253.0, 221.6, 175.4] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335463. Recommended maintenance interval: 7 months. Recommended actions: timing belt inspection, air filter replacement, oil change. 
+Maintenance Recommendations: timing belt inspection, air filter replacement, oil change
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=basic
+Output: Diagnostic ID=f3d7c897-f1a4-44e0-ae5c-1a9c3e2e7fa0
+Vehicle Type: motorcycle
+System: electrical
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=6211.01 hours
+Parameters:
+  efficiency=0.86 percent
+  load=13.79 percent
+  temperature=46.09 °C
+  power=13.24 kW
+  vibration=1.80 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=3.8 A
+  voltage=158.1 V
+Temporal Data:
+  temp_over_time=[31.8, 35.2, 34.7, 35.6] °C
+  power_trend=[14.3, 15.9, 14.2, 13.4] kW
+  performance_trend=[1.1, 1.1, 0.8, 0.9] voltage_stability
+Notes: Diagnostic scan performed at 1751287335461. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electronics system, config=enhanced
+Output: Diagnostic ID=4c0c93a5-e316-469a-9cd1-7115c23f4e14
+Vehicle Type: hybrid
+System: electronics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.56 ratio
+  operating-time=8042.31 hours
+Parameters:
+  efficiency=0.86 percent
+  load=62.47 percent
+  temperature=38.11 °C
+  power=29.84 kW
+  vibration=1.88 mm/s
+  health_index=89.29 percent
+Sensors:
+  current=16.6 A
+  voltage=128.5 V
+Temporal Data:
+  temp_over_time=[42.9, 50.2, 42.2, 49.1, 50.0] °C
+  power_trend=[24.1, 21.0, 29.8, 28.6, 35.6] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.9, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335461. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=automatic
+Output: Diagnostic ID=b5bfac25-5b42-4c33-9ae4-f02e43004cc2
+Vehicle Type: commercial
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: aluminum
+Measurements:
+  fluid-level=0.79 ratio
+  torque=312.99 Nm
+  shift-time=0.36 seconds
+  fluid-temperature=65.39 °C
+Parameters:
+  efficiency=0.83 percent
+  load=72.42 percent
+  temperature=64.16 °C
+  power=19.73 kW
+  vibration=3.27 mm/s
+  health_index=84.77 percent
+Temporal Data:
+  temp_over_time=[87.6, 73.9, 88.0, 83.0, 74.2, 82.9] °C
+  power_trend=[17.9, 20.8, 24.6, 16.9, 24.0, 18.8] kW
+  performance_trend=[0.9, 1.0, 0.8, 1.0, 0.9, 1.1] efficiency
+Notes: Diagnostic scan performed at 1751287335461. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=standard
+Output: Diagnostic ID=cc73c24a-0037-4d58-b4b4-236e95aec46b
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.19 ratio
+  operating-time=9174.27 hours
+Parameters:
+  efficiency=0.80 percent
+  load=34.34 percent
+  temperature=41.73 °C
+  power=323.12 kW
+  vibration=3.50 mm/s
+  health_index=78.22 percent
+Sensors:
+  voltage_ripple=3.59 V
+  temperature=73.9 °C
+  current_draw=59.6 A
+Temporal Data:
+  temp_over_time=[43.0, 46.8, 41.6, 40.4] °C
+  power_trend=[259.1, 345.4, 355.9, 375.7] kW
+  performance_trend=[0.9, 0.9, 1.1, 1.0] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335461. Recommended maintenance interval: 7 months. Recommended actions: diagnostic scan, connector check. 
+Maintenance Recommendations: diagnostic scan, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=d2de858c-bc7c-48a0-9587-5ec1e003f52d
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=5970.87 hours
+Parameters:
+  efficiency=0.99 percent
+  load=23.85 percent
+  temperature=41.05 °C
+  power=23.79 kW
+  vibration=0.10 mm/s
+  health_index=91.17 percent
+Temporal Data:
+  temp_over_time=[57.7, 57.3, 61.8, 62.4] °C
+  power_trend=[25.9, 17.5, 28.8, 25.4] kW
+  performance_trend=[1.1, 0.8, 1.1, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335461. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=rotary
+Output: Diagnostic ID=3361aeca-b813-4f96-ba98-69ec47b7d269
+Vehicle Type: hybrid
+System: engine
+Configuration: rotary
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 599.7 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=113.49 °C
+  oil-pressure=66.72 psi
+  compression=178.67 psi
+  rpm=1682.90 rpm
+Parameters:
+  efficiency=0.96 percent
+  load=24.85 percent
+  temperature=112.67 °C
+  power=259.91 hp
+  vibration=4.71 mm/s
+  health_index=75.04 percent
+Sensors:
+  oxygen_sensor=0.73 V
+  knock_sensor=149.1 mV
+  maf_sensor=5.09 g/s
+Temporal Data:
+  temp_over_time=[117.1, 116.1, 116.5] °C
+  power_trend=[239.3, 283.6, 192.8] hp
+  performance_trend=[675.5, 683.3, 490.9] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335461. Recommended maintenance interval: 8 months. Recommended actions: spark plug replacement. 
+Maintenance Recommendations: spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=drum
+Output: Diagnostic ID=46082083-57da-4988-82b0-4e0333f95d1c
+Vehicle Type: truck
+System: brakes
+Configuration: drum
+Status: normal (level 1)
+Fault Code: C0040
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=2.95 percent
+  rotor-thickness=14.90 mm
+  pad-thickness=8.94 mm
+  pressure=868.94 psi
+Parameters:
+  efficiency=0.90 percent
+  load=70.77 percent
+  temperature=54.76 °C
+  power=10.78 kW
+  vibration=1.97 mm/s
+  health_index=77.54 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.0 mm
+  pressure_sensor=1312.8 psi
+Temporal Data:
+  temp_over_time=[69.0, 65.1, 62.0] °C
+  power_trend=[8.6, 8.1, 10.2] kW
+  performance_trend=[1.0, 0.8, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0040. Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 9 months. Recommended actions: caliper inspection, pad replacement, rotor resurfacing. 
+Maintenance Recommendations: caliper inspection, pad replacement, rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=electro-hydraulic
+Output: Diagnostic ID=472c4f53-03a3-4a66-8428-048908bd2f8f
+Vehicle Type: motorcycle
+System: brakes
+Configuration: electro-hydraulic
+Status: normal (level 1)
+Fault Code: C0050
+Performance: 0.9 deceleration_g
+Material: cast-iron
+Measurements:
+  fluid-moisture=2.64 percent
+  rotor-thickness=26.12 mm
+  pad-thickness=4.80 mm
+  pressure=834.92 psi
+Parameters:
+  efficiency=0.81 percent
+  load=16.33 percent
+  temperature=66.41 °C
+  power=13.69 kW
+  vibration=0.09 mm/s
+  health_index=79.40 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=4.3 mm
+  pressure_sensor=1187.3 psi
+Temporal Data:
+  temp_over_time=[47.5, 43.9, 42.7, 43.1, 44.0, 46.2, 42.1] °C
+  power_trend=[14.4, 12.8, 11.4, 17.0, 11.3, 13.6, 16.0] kW
+  performance_trend=[0.9, 1.1, 1.1, 1.0, 0.8, 1.0, 0.8] deceleration_g
+Notes: Observed symptoms: soft pedal. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 11 months. Recommended actions: rotor resurfacing. 
+Maintenance Recommendations: rotor resurfacing
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=performance
+Output: Diagnostic ID=1f33121e-2296-4275-88ad-59a46928549d
+Vehicle Type: suv
+System: towing
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.79 ratio
+  operating-time=4777.43 hours
+Parameters:
+  efficiency=0.89 percent
+  load=98.70 percent
+  temperature=57.01 °C
+  power=42.75 kW
+  vibration=4.42 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[58.4, 62.6, 57.0, 59.3, 56.4, 62.9] °C
+  power_trend=[54.2, 50.0, 31.6, 35.9, 37.0, 47.7] kW
+  performance_trend=[0.6, 0.7, 0.7, 0.9, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=basic
+Output: Diagnostic ID=6886c06d-89db-4189-84a4-3085f75b95dc
+Vehicle Type: electric
+System: motor
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.30 ratio
+  operating-time=3402.85 hours
+Parameters:
+  efficiency=0.98 percent
+  load=25.24 percent
+  temperature=53.27 °C
+  power=161.83 kW
+  vibration=1.63 mm/s
+  health_index=91.97 percent
+Sensors:
+  voltage_ripple=1.88 V
+  temperature=39.8 °C
+  current_draw=127.2 A
+Temporal Data:
+  temp_over_time=[48.5, 47.8, 47.7, 43.4, 42.3, 44.2] °C
+  power_trend=[196.6, 138.6, 145.1, 167.0, 166.9, 115.7] kW
+  performance_trend=[0.7, 0.6, 0.6, 0.6, 0.6, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=standard
+Output: Diagnostic ID=35c60a32-1c0d-42ca-adfe-17584acb947f
+Vehicle Type: electric
+System: charging
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.64 ratio
+  operating-time=9242.56 hours
+Parameters:
+  efficiency=0.88 percent
+  load=74.73 percent
+  temperature=60.70 °C
+  power=15.43 kW
+  vibration=4.85 mm/s
+  health_index=83.82 percent
+Temporal Data:
+  temp_over_time=[73.7, 72.5, 63.2] °C
+  power_trend=[13.6, 11.6, 11.9] kW
+  performance_trend=[0.8, 0.8, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=enhanced
+Output: Diagnostic ID=8e4e3be8-26d1-418f-8899-59326811a2b1
+Vehicle Type: suv
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=9059.61 hours
+Parameters:
+  efficiency=0.87 percent
+  load=94.29 percent
+  temperature=13.95 °C
+  power=1.86 kW
+  vibration=4.90 mm/s
+  health_index=92.10 percent
+Temporal Data:
+  temp_over_time=[18.1, 20.9, 20.1, 18.9, 18.2] °C
+  power_trend=[1.7, 2.4, 1.9, 2.2, 1.8] kW
+  performance_trend=[0.8, 0.8, 0.7, 0.7, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335457. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=carbon-ceramic
+Output: Diagnostic ID=fe158608-5a84-4af3-9b55-8a157153e15f
+Vehicle Type: motorcycle
+System: brakes
+Configuration: carbon-ceramic
+Status: degraded (level 2)
+Fault Code: C0050
+Performance: 1.0 deceleration_g
+Material: steel
+Measurements:
+  fluid-moisture=2.75 percent
+  rotor-thickness=15.32 mm
+  pad-thickness=9.86 mm
+  pressure=853.59 psi
+Parameters:
+  efficiency=0.89 percent
+  load=39.13 percent
+  temperature=64.15 °C
+  power=29.47 kW
+  vibration=3.47 mm/s
+  health_index=62.79 percent
+Sensors:
+  abs_status=active
+  wear_sensor=1.6 mm
+  pressure_sensor=1001.8 psi
+Temporal Data:
+  temp_over_time=[41.4, 42.1, 44.9, 46.7, 48.7, 46.6] °C
+  power_trend=[28.8, 38.0, 28.7, 35.6, 32.7, 34.3] kW
+  performance_trend=[0.9, 0.8, 0.8, 1.0, 0.9, 1.1] deceleration_g
+Notes: Observed symptoms: pulsation. Diagnostic trouble code: C0050. Diagnostic scan performed at 1751287335470. Recommended maintenance interval: 3 months. Recommended actions: fluid flush, pad replacement. 
+Maintenance Recommendations: fluid flush, pad replacement
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=performance
+Output: Diagnostic ID=85612b66-cd9b-43cc-81fc-2021a06ddd16
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.85 ratio
+  operating-time=2567.82 hours
+Parameters:
+  efficiency=0.97 percent
+  load=21.70 percent
+  temperature=61.61 °C
+  power=33.96 kW
+  vibration=2.35 mm/s
+  health_index=83.31 percent
+Temporal Data:
+  temp_over_time=[42.4, 42.9, 40.5, 40.5] °C
+  power_trend=[27.0, 24.4, 28.7, 35.3] kW
+  performance_trend=[0.7, 0.8, 0.7, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335470. Recommended maintenance interval: 5 months. Recommended actions: diagnostic scan, connector check, software update. 
+Maintenance Recommendations: diagnostic scan, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=performance
+Output: Diagnostic ID=fc74c914-e01d-4564-ba79-c5dc5c24f3dc
+Vehicle Type: hybrid
+System: regenerative
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=8550.01 hours
+Parameters:
+  efficiency=0.79 percent
+  load=74.90 percent
+  temperature=59.24 °C
+  power=45.18 kW
+  vibration=4.47 mm/s
+  health_index=98.91 percent
+Temporal Data:
+  temp_over_time=[70.7, 66.6, 71.4, 67.5] °C
+  power_trend=[39.9, 33.5, 47.3, 44.8] kW
+  performance_trend=[0.9, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335470. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=basic
+Output: Diagnostic ID=47bc41a7-bbe2-4835-a85c-2ad839ec3e73
+Vehicle Type: electric
+System: motor
+Configuration: basic
+Status: degraded (level 2)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.57 ratio
+  operating-time=9850.31 hours
+Parameters:
+  efficiency=0.99 percent
+  load=74.78 percent
+  temperature=54.12 °C
+  power=145.88 kW
+  vibration=2.82 mm/s
+  health_index=61.19 percent
+Sensors:
+  voltage_ripple=1.21 V
+  temperature=77.5 °C
+  current_draw=149.2 A
+Temporal Data:
+  temp_over_time=[39.8, 40.3, 43.6, 41.2, 42.6, 43.4] °C
+  power_trend=[112.0, 103.8, 112.7, 151.9, 128.9, 128.0] kW
+  performance_trend=[1.0, 0.9, 1.1, 0.9, 1.0, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335470. Recommended maintenance interval: 10 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=basic
+Output: Diagnostic ID=82d163f7-a97b-4499-aaee-395b785e6b1e
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.99 ratio
+  operating-time=3748.71 hours
+Parameters:
+  efficiency=0.96 percent
+  load=18.15 percent
+  temperature=57.18 °C
+  power=80.04 kW
+  vibration=0.40 mm/s
+  health_index=100.00 percent
+Sensors:
+  voltage_ripple=0.18 V
+  temperature=83.2 °C
+  current_draw=165.1 A
+Temporal Data:
+  temp_over_time=[61.3, 63.3, 58.0, 55.7, 56.3, 59.5] °C
+  power_trend=[99.0, 98.4, 77.0, 99.6, 83.6, 89.4] kW
+  performance_trend=[1.0, 0.9, 1.1, 1.0, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335468. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=standard
+Output: Diagnostic ID=5ab404d7-f3e2-4a34-9bba-1afd0f756662
+Vehicle Type: sedan
+System: climate
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.48 ratio
+  operating-time=6680.89 hours
+Parameters:
+  efficiency=0.93 percent
+  load=55.36 percent
+  temperature=25.00 °C
+  power=4.37 kW
+  vibration=4.48 mm/s
+  health_index=88.77 percent
+Temporal Data:
+  temp_over_time=[19.2, 19.4, 20.8] °C
+  power_trend=[4.9, 3.5, 5.4] kW
+  performance_trend=[0.8, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335468. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle suspension system, config=standard
+Output: Diagnostic ID=00380a6a-0d3e-49fa-8062-b4cf6cdb59c0
+Vehicle Type: motorcycle
+System: suspension
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: plastic
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=5387.81 hours
+Parameters:
+  efficiency=0.98 percent
+  load=13.10 percent
+  temperature=42.39 °C
+  power=22.39 kW
+  vibration=0.51 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[58.7, 66.8, 61.1, 67.3, 67.1] °C
+  power_trend=[17.0, 20.9, 21.9, 16.2, 18.3] kW
+  performance_trend=[1.0, 0.9, 0.9, 0.9, 1.0] damping_ratio
+Notes: Diagnostic scan performed at 1751287335468. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=c2f7c375-989a-428d-af90-ef069b5b8bff
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: degraded (level 2)
+Fault Code: P0420
+Performance: 334.5 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=104.23 °C
+  oil-pressure=29.87 psi
+  compression=176.40 psi
+  rpm=5680.71 rpm
+Parameters:
+  efficiency=0.76 percent
+  load=13.68 percent
+  temperature=82.26 °C
+  power=408.07 hp
+  vibration=4.44 mm/s
+  health_index=61.04 percent
+Sensors:
+  oxygen_sensor=0.38 V
+  knock_sensor=278.6 mV
+  maf_sensor=10.80 g/s
+Temporal Data:
+  temp_over_time=[102.9, 103.9, 104.0, 117.4] °C
+  power_trend=[437.4, 363.9, 326.3, 388.5] hp
+  performance_trend=[344.4, 362.5, 341.6, 299.6] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0420. Diagnostic scan performed at 1751287335468. Recommended maintenance interval: 7 months. Recommended actions: air filter replacement. 
+Maintenance Recommendations: air filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=enhanced
+Output: Diagnostic ID=b536f988-714e-41d8-a1c0-e7ec5392cade
+Vehicle Type: sedan
+System: climate
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.83 ratio
+  operating-time=9128.65 hours
+Parameters:
+  efficiency=0.82 percent
+  load=18.93 percent
+  temperature=24.05 °C
+  power=3.17 kW
+  vibration=3.14 mm/s
+  health_index=98.77 percent
+Temporal Data:
+  temp_over_time=[14.9, 13.8, 14.0, 14.2, 15.9, 13.7] °C
+  power_trend=[3.5, 4.1, 2.7, 3.6, 2.6, 3.7] kW
+  performance_trend=[0.7, 1.0, 1.0, 0.9, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335472. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=basic
+Output: Diagnostic ID=bdc2fe50-4b20-4153-9775-16da89f8927a
+Vehicle Type: electric
+System: charging
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=6728.23 hours
+Parameters:
+  efficiency=0.78 percent
+  load=33.33 percent
+  temperature=66.67 °C
+  power=11.54 kW
+  vibration=3.32 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[57.1, 53.9, 50.1, 57.9, 56.9, 53.6, 56.3] °C
+  power_trend=[9.4, 12.7, 10.0, 13.3, 14.4, 9.5, 11.5] kW
+  performance_trend=[0.8, 0.9, 1.0, 0.8, 0.9, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335468. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan transmission system, config=cvt
+Output: Diagnostic ID=c289bbbf-2eb5-4306-8c67-a331b2946e94
+Vehicle Type: sedan
+System: transmission
+Configuration: cvt
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.86 ratio
+  torque=184.94 Nm
+  shift-time=0.36 seconds
+  fluid-temperature=74.27 °C
+Parameters:
+  efficiency=0.78 percent
+  load=87.79 percent
+  temperature=74.55 °C
+  power=14.31 kW
+  vibration=2.60 mm/s
+  health_index=99.24 percent
+Temporal Data:
+  temp_over_time=[71.1, 69.0, 66.7, 71.0] °C
+  power_trend=[12.5, 13.3, 12.3, 18.6] kW
+  performance_trend=[0.8, 0.8, 0.9, 1.0] efficiency
+Notes: Diagnostic scan performed at 1751287335468. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=supercharged
+Output: Diagnostic ID=975ef241-2c95-415b-ad6e-a20e2b5659d9
+Vehicle Type: hybrid
+System: engine
+Configuration: supercharged
+Status: optimal (level 0)
+Performance: 515.5 hp
+Material: titanium
+Measurements:
+  oil-temperature=114.74 °C
+  oil-pressure=72.40 psi
+  compression=178.63 psi
+  rpm=3443.97 rpm
+Parameters:
+  efficiency=0.87 percent
+  load=11.22 percent
+  temperature=107.12 °C
+  power=361.37 hp
+  vibration=1.55 mm/s
+  health_index=89.19 percent
+Sensors:
+  oxygen_sensor=0.83 V
+  knock_sensor=149.0 mV
+  maf_sensor=4.30 g/s
+Temporal Data:
+  temp_over_time=[105.5, 101.0, 99.9, 102.2, 98.0, 98.8] °C
+  power_trend=[410.8, 467.6, 294.2, 325.5, 306.5, 279.6] hp
+  performance_trend=[502.5, 500.0, 616.1, 593.7, 503.0, 577.6] hp
+Notes: Diagnostic scan performed at 1751287335468. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=basic
+Output: Diagnostic ID=a96a416a-03a1-4002-8c66-8476dfa4070c
+Vehicle Type: sedan
+System: climate
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.90 ratio
+  operating-time=5790.58 hours
+Parameters:
+  efficiency=0.87 percent
+  load=1.53 percent
+  temperature=34.60 °C
+  power=4.35 kW
+  vibration=4.01 mm/s
+  health_index=94.57 percent
+Temporal Data:
+  temp_over_time=[13.6, 14.3, 13.2, 12.5, 14.6] °C
+  power_trend=[5.1, 4.7, 4.2, 4.1, 5.4] kW
+  performance_trend=[0.8, 0.8, 0.9, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335466. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=turbo
+Output: Diagnostic ID=d856e9fa-1280-427a-815e-1b16909c4eeb
+Vehicle Type: sedan
+System: engine
+Configuration: turbo
+Status: optimal (level 0)
+Performance: 535.9 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=88.33 °C
+  oil-pressure=61.26 psi
+  compression=141.83 psi
+  rpm=5002.18 rpm
+Parameters:
+  efficiency=0.82 percent
+  load=3.77 percent
+  temperature=112.64 °C
+  power=491.41 hp
+  vibration=4.34 mm/s
+  health_index=88.14 percent
+Sensors:
+  oxygen_sensor=0.99 V
+  knock_sensor=240.3 mV
+  maf_sensor=1.83 g/s
+Temporal Data:
+  temp_over_time=[110.4, 109.4, 129.6, 117.2, 118.6, 130.9, 118.0] °C
+  power_trend=[565.0, 447.5, 558.0, 456.4, 592.4, 366.9, 471.7] hp
+  performance_trend=[474.2, 613.1, 546.3, 484.6, 531.6, 571.8, 568.8] hp
+Notes: Diagnostic scan performed at 1751287335476. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=basic
+Output: Diagnostic ID=f9f25982-7c43-460a-8890-1c70ed0ed73a
+Vehicle Type: commercial
+System: safety
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.30 ratio
+  operating-time=2163.58 hours
+Parameters:
+  efficiency=0.82 percent
+  load=9.66 percent
+  temperature=49.96 °C
+  power=24.30 kW
+  vibration=1.40 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[67.9, 69.8, 71.4] °C
+  power_trend=[18.8, 24.4, 29.6] kW
+  performance_trend=[0.7, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335476. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=rotary
+Output: Diagnostic ID=6f796e79-3316-4d5c-890f-20abf289dbe1
+Vehicle Type: hybrid
+System: engine
+Configuration: rotary
+Status: normal (level 1)
+Fault Code: P0300
+Performance: 441.9 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=115.66 °C
+  oil-pressure=43.33 psi
+  compression=170.80 psi
+  rpm=3820.34 rpm
+Parameters:
+  efficiency=0.82 percent
+  load=54.52 percent
+  temperature=114.93 °C
+  power=432.53 hp
+  vibration=2.78 mm/s
+  health_index=67.35 percent
+Sensors:
+  oxygen_sensor=0.52 V
+  knock_sensor=415.2 mV
+  maf_sensor=9.17 g/s
+Temporal Data:
+  temp_over_time=[110.3, 102.5, 94.6, 110.7, 106.7, 101.5] °C
+  power_trend=[325.1, 512.3, 393.3, 491.9, 499.3, 529.5] hp
+  performance_trend=[385.3, 377.5, 409.8, 515.2, 434.0, 513.9] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335476. Recommended maintenance interval: 6 months. Recommended actions: fuel system cleaning, air filter replacement, spark plug replacement. 
+Maintenance Recommendations: fuel system cleaning, air filter replacement, spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=sequential
+Output: Diagnostic ID=1fac508f-a21f-4363-afed-f3ed65f6c64c
+Vehicle Type: commercial
+System: transmission
+Configuration: sequential
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: steel
+Measurements:
+  fluid-level=0.93 ratio
+  torque=505.03 Nm
+  shift-time=0.26 seconds
+  fluid-temperature=91.24 °C
+Parameters:
+  efficiency=0.99 percent
+  load=76.34 percent
+  temperature=60.94 °C
+  power=19.53 kW
+  vibration=0.01 mm/s
+  health_index=99.62 percent
+Temporal Data:
+  temp_over_time=[69.4, 69.3, 59.6] °C
+  power_trend=[23.6, 20.1, 21.7] kW
+  performance_trend=[0.8, 0.9, 1.1] efficiency
+Notes: Diagnostic scan performed at 1751287335476. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=basic
+Output: Diagnostic ID=2ac06af0-663d-42b0-82aa-b9867dd13349
+Vehicle Type: suv
+System: climate
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.87 ratio
+  operating-time=7103.76 hours
+Parameters:
+  efficiency=0.94 percent
+  load=38.24 percent
+  temperature=17.67 °C
+  power=5.46 kW
+  vibration=4.53 mm/s
+  health_index=93.02 percent
+Temporal Data:
+  temp_over_time=[11.2, 11.2, 10.3, 10.4, 11.9] °C
+  power_trend=[3.9, 4.8, 6.5, 4.8, 6.4] kW
+  performance_trend=[0.7, 0.9, 0.9, 0.8, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335466. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=enhanced
+Output: Diagnostic ID=0e0830cd-498b-4de8-b47c-aecce1529fea
+Vehicle Type: commercial
+System: emissions
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: steel
+Measurements:
+  wear-level=0.75 ratio
+  operating-time=4226.99 hours
+Parameters:
+  efficiency=0.80 percent
+  load=84.18 percent
+  temperature=58.20 °C
+  power=16.46 kW
+  vibration=1.23 mm/s
+  health_index=95.21 percent
+Temporal Data:
+  temp_over_time=[71.6, 61.9, 62.7, 70.2, 63.2, 72.0] °C
+  power_trend=[14.9, 20.1, 12.0, 19.5, 13.3, 14.7] kW
+  performance_trend=[0.6, 0.6, 0.6, 0.8, 0.7, 0.7] performance_index
+Notes: Diagnostic scan performed at 1751287335476. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv suspension system, config=standard
+Output: Diagnostic ID=8ccef00b-15ea-45cd-9fc0-5874963f26b2
+Vehicle Type: suv
+System: suspension
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0401
+Performance: 0.9 damping_ratio
+Material: aluminum
+Measurements:
+  wear-level=0.44 ratio
+  operating-time=2069.00 hours
+Parameters:
+  efficiency=0.86 percent
+  load=4.64 percent
+  temperature=52.64 °C
+  power=38.06 kW
+  vibration=4.84 mm/s
+  health_index=85.42 percent
+Temporal Data:
+  temp_over_time=[37.0, 38.3, 39.2, 41.2, 39.2, 38.5] °C
+  power_trend=[37.1, 44.5, 37.4, 45.1, 30.4, 32.3] kW
+  performance_trend=[0.7, 1.0, 0.9, 1.0, 0.9, 1.0] damping_ratio
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: U0401. Diagnostic scan performed at 1751287335478. Recommended maintenance interval: 9 months. Recommended actions: system inspection, software update, diagnostic scan. 
+Maintenance Recommendations: system inspection, software update, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=optimized
+Output: Diagnostic ID=786a5928-7218-4a50-879b-dc3e8d44657c
+Vehicle Type: truck
+System: payload
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: U0140
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.51 ratio
+  operating-time=5681.67 hours
+Parameters:
+  efficiency=0.79 percent
+  load=94.99 percent
+  temperature=52.35 °C
+  power=11.11 kW
+  vibration=3.65 mm/s
+  health_index=62.25 percent
+Temporal Data:
+  temp_over_time=[64.6, 67.5, 65.3, 64.5, 64.4, 57.8, 70.1] °C
+  power_trend=[12.3, 13.4, 10.2, 11.7, 8.6, 10.5, 11.6] kW
+  performance_trend=[1.2, 1.1, 0.9, 1.0, 1.0, 1.0, 1.2] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335478. Recommended maintenance interval: 7 months. Recommended actions: system inspection, connector check, software update. 
+Maintenance Recommendations: system inspection, connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for hybrid electric-motor system, config=performance
+Output: Diagnostic ID=44c78820-b466-42f1-859c-28331329caf6
+Vehicle Type: hybrid
+System: electric-motor
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.46 ratio
+  operating-time=9278.18 hours
+Parameters:
+  efficiency=0.76 percent
+  load=99.00 percent
+  temperature=50.04 °C
+  power=221.68 kW
+  vibration=2.58 mm/s
+  health_index=100.00 percent
+Sensors:
+  voltage_ripple=1.48 V
+  temperature=50.1 °C
+  current_draw=203.0 A
+Temporal Data:
+  temp_over_time=[62.3, 60.6, 59.4] °C
+  power_trend=[163.9, 223.7, 173.1] kW
+  performance_trend=[1.0, 1.0, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335478. Recommended maintenance interval: 7 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial suspension system, config=off-road
+Output: Diagnostic ID=d0d4c26c-50df-442b-9c36-961147b4df4f
+Vehicle Type: commercial
+System: suspension
+Configuration: off-road
+Status: optimal (level 0)
+Performance: 0.9 damping_ratio
+Material: composite
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=949.95 hours
+Parameters:
+  efficiency=0.86 percent
+  load=12.51 percent
+  temperature=44.84 °C
+  power=30.48 kW
+  vibration=0.63 mm/s
+  health_index=92.87 percent
+Temporal Data:
+  temp_over_time=[64.5, 66.8, 65.8] °C
+  power_trend=[33.6, 38.9, 32.6] kW
+  performance_trend=[0.7, 0.8, 0.8] damping_ratio
+Notes: Diagnostic scan performed at 1751287335478. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=optimized
+Output: Diagnostic ID=66085f69-a93c-4f0c-90e1-1cf7078db3ec
+Vehicle Type: truck
+System: exhaust
+Configuration: optimized
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=5298.67 hours
+Parameters:
+  efficiency=0.89 percent
+  load=5.50 percent
+  temperature=47.61 °C
+  power=45.18 kW
+  vibration=4.52 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[56.2, 55.0, 48.1] °C
+  power_trend=[47.0, 56.7, 50.8] kW
+  performance_trend=[0.8, 1.1, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335478. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=supercharged
+Output: Diagnostic ID=cc959046-3c59-42a2-99e2-1f651fce46fa
+Vehicle Type: motorcycle
+System: engine
+Configuration: supercharged
+Status: optimal (level 0)
+Performance: 443.2 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=75.59 °C
+  oil-pressure=72.87 psi
+  compression=157.26 psi
+  rpm=4352.40 rpm
+Parameters:
+  efficiency=0.99 percent
+  load=70.74 percent
+  temperature=86.34 °C
+  power=220.00 hp
+  vibration=2.14 mm/s
+  health_index=90.14 percent
+Sensors:
+  oxygen_sensor=0.13 V
+  knock_sensor=4.3 mV
+  maf_sensor=2.11 g/s
+Temporal Data:
+  temp_over_time=[96.1, 85.1, 89.5, 88.3, 97.0, 101.4] °C
+  power_trend=[195.5, 172.9, 221.7, 255.4, 245.2, 197.4] hp
+  performance_trend=[370.6, 494.6, 368.3, 403.9, 510.2, 494.9] hp
+Notes: Diagnostic scan performed at 1751287335478. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=standard
+Output: Diagnostic ID=68065eb6-974d-41d8-9675-03f10b66fa93
+Vehicle Type: motorcycle
+System: electrical
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.97 ratio
+  operating-time=5268.76 hours
+Parameters:
+  efficiency=1.00 percent
+  load=8.55 percent
+  temperature=38.54 °C
+  power=27.15 kW
+  vibration=0.72 mm/s
+  health_index=100.00 percent
+Sensors:
+  current=3.9 A
+  voltage=240.2 V
+Temporal Data:
+  temp_over_time=[32.5, 32.7, 36.4, 33.5] °C
+  power_trend=[25.8, 19.4, 19.7, 23.2] kW
+  performance_trend=[0.8, 1.1, 1.1, 1.1] voltage_stability
+Notes: Diagnostic scan performed at 1751287335478. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=f4a72f31-ad9e-4f9e-b07a-67a310aa6cce
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: degraded (level 2)
+Fault Code: B1000
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.87 ratio
+  operating-time=7781.97 hours
+Parameters:
+  efficiency=0.94 percent
+  load=75.60 percent
+  temperature=35.09 °C
+  power=36.19 kW
+  vibration=0.51 mm/s
+  health_index=71.72 percent
+Sensors:
+  current=1.0 A
+  voltage=171.7 V
+Temporal Data:
+  temp_over_time=[44.2, 42.7, 49.6, 48.3, 42.0, 47.9, 46.7] °C
+  power_trend=[29.8, 25.7, 26.9, 38.2, 34.6, 31.6, 31.3] kW
+  performance_trend=[1.0, 0.9, 0.8, 1.0, 1.0, 1.0, 1.0] voltage_stability
+Notes: Observed symptoms: system failures. Diagnostic trouble code: B1000. Diagnostic scan performed at 1751287335478. Recommended maintenance interval: 10 months. Recommended actions: voltage test, current draw test. 
+Maintenance Recommendations: voltage test, current draw test
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=basic
+Output: Diagnostic ID=ade42f07-f5b0-4c0f-ad36-f62b649d860c
+Vehicle Type: suv
+System: towing
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.35 ratio
+  operating-time=8450.03 hours
+Parameters:
+  efficiency=0.84 percent
+  load=59.31 percent
+  temperature=56.49 °C
+  power=14.00 kW
+  vibration=2.32 mm/s
+  health_index=99.29 percent
+Temporal Data:
+  temp_over_time=[53.7, 54.7, 53.8, 52.8, 59.8, 56.5, 57.0] °C
+  power_trend=[16.8, 13.9, 12.5, 11.1, 17.6, 16.9, 16.1] kW
+  performance_trend=[1.1, 1.0, 0.8, 0.8, 1.0, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335480. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric autonomous system, config=performance
+Output: Diagnostic ID=083687b8-f2af-4986-827c-79af0aae876b
+Vehicle Type: electric
+System: autonomous
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.36 ratio
+  operating-time=1279.37 hours
+Parameters:
+  efficiency=0.86 percent
+  load=45.71 percent
+  temperature=50.92 °C
+  power=15.31 kW
+  vibration=1.04 mm/s
+  health_index=89.28 percent
+Temporal Data:
+  temp_over_time=[52.3, 52.7, 49.3, 44.5, 52.8] °C
+  power_trend=[17.1, 16.9, 17.3, 13.2, 13.8] kW
+  performance_trend=[1.1, 0.8, 1.0, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335480. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial transmission system, config=dual-clutch
+Output: Diagnostic ID=553e6950-70ff-450d-a926-0d4608132552
+Vehicle Type: commercial
+System: transmission
+Configuration: dual-clutch
+Status: optimal (level 0)
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.94 ratio
+  torque=172.53 Nm
+  shift-time=0.37 seconds
+  fluid-temperature=81.09 °C
+Parameters:
+  efficiency=0.96 percent
+  load=93.56 percent
+  temperature=86.61 °C
+  power=35.88 kW
+  vibration=2.01 mm/s
+  health_index=89.08 percent
+Temporal Data:
+  temp_over_time=[64.8, 73.0, 62.6, 71.4, 72.1, 68.4] °C
+  power_trend=[37.9, 26.2, 28.5, 36.2, 35.5, 39.2] kW
+  performance_trend=[1.0, 0.9, 0.9, 1.0, 1.0, 0.9] efficiency
+Notes: Diagnostic scan performed at 1751287335480. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=performance
+Output: Diagnostic ID=d2b39665-0f0b-4077-bfab-53288152502c
+Vehicle Type: truck
+System: hydraulics
+Configuration: performance
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: composite
+Measurements:
+  wear-level=0.16 ratio
+  operating-time=602.07 hours
+Parameters:
+  efficiency=0.86 percent
+  load=42.23 percent
+  temperature=40.14 °C
+  power=24.04 kW
+  vibration=0.40 mm/s
+  health_index=96.16 percent
+Temporal Data:
+  temp_over_time=[69.4, 66.9, 65.7, 62.3] °C
+  power_trend=[18.1, 22.5, 28.9, 28.9] kW
+  performance_trend=[0.9, 0.9, 1.1, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335480. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=carbon-ceramic
+Output: Diagnostic ID=2cb25a03-559b-48eb-ba4a-f902d3f0ab80
+Vehicle Type: truck
+System: brakes
+Configuration: carbon-ceramic
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=2.58 percent
+  rotor-thickness=17.61 mm
+  pad-thickness=7.80 mm
+  pressure=471.75 psi
+Parameters:
+  efficiency=0.92 percent
+  load=76.78 percent
+  temperature=47.44 °C
+  power=43.89 kW
+  vibration=3.76 mm/s
+  health_index=94.07 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=1.7 mm
+  pressure_sensor=1680.0 psi
+Temporal Data:
+  temp_over_time=[47.5, 50.2, 48.4, 51.5] °C
+  power_trend=[44.3, 42.4, 56.7, 43.1] kW
+  performance_trend=[0.9, 1.1, 1.0, 1.2] deceleration_g
+Notes: Diagnostic scan performed at 1751287335480. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=standard
+Output: Diagnostic ID=8ccec3b7-ace0-46b9-b332-607639cc98db
+Vehicle Type: truck
+System: diesel
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.98 ratio
+  operating-time=6009.83 hours
+Parameters:
+  efficiency=0.83 percent
+  load=12.05 percent
+  temperature=50.12 °C
+  power=37.56 kW
+  vibration=3.53 mm/s
+  health_index=86.20 percent
+Temporal Data:
+  temp_over_time=[48.2, 46.7, 41.4, 46.2, 48.9, 48.1] °C
+  power_trend=[30.1, 45.6, 28.6, 44.4, 36.5, 43.0] kW
+  performance_trend=[0.9, 0.6, 0.8, 0.8, 0.8, 0.6] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335480. Recommended maintenance interval: 6 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=basic
+Output: Diagnostic ID=3fbe5d4d-d232-446f-9d64-39200619b47b
+Vehicle Type: commercial
+System: emissions
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.33 ratio
+  operating-time=641.89 hours
+Parameters:
+  efficiency=0.96 percent
+  load=63.54 percent
+  temperature=58.03 °C
+  power=30.78 kW
+  vibration=3.34 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[62.5, 65.8, 60.2, 63.5, 60.3, 60.6, 66.3] °C
+  power_trend=[27.0, 37.5, 27.9, 35.4, 36.9, 30.8, 24.0] kW
+  performance_trend=[1.0, 1.0, 1.0, 1.0, 0.8, 1.0, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335482. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=bf0fc11e-4268-4587-9eee-992acd88c905
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: optimal (level 0)
+Performance: 289.6 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=82.51 °C
+  oil-pressure=71.64 psi
+  compression=179.84 psi
+  rpm=986.03 rpm
+Parameters:
+  efficiency=0.96 percent
+  load=52.80 percent
+  temperature=111.17 °C
+  power=331.06 hp
+  vibration=3.74 mm/s
+  health_index=88.03 percent
+Sensors:
+  oxygen_sensor=0.14 V
+  knock_sensor=41.8 mV
+  maf_sensor=10.57 g/s
+Temporal Data:
+  temp_over_time=[101.0, 103.0, 95.5, 93.1] °C
+  power_trend=[239.8, 271.6, 282.6, 295.1] hp
+  performance_trend=[276.3, 258.4, 234.9, 300.7] hp
+Notes: Diagnostic scan performed at 1751287335482. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=regenerative
+Output: Diagnostic ID=b84292ec-e4f6-4161-92ca-136cbb2ec7dc
+Vehicle Type: truck
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.19 percent
+  rotor-thickness=13.47 mm
+  pad-thickness=7.76 mm
+  pressure=251.59 psi
+Parameters:
+  efficiency=0.80 percent
+  load=83.60 percent
+  temperature=42.16 °C
+  power=49.80 kW
+  vibration=1.10 mm/s
+  health_index=95.28 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.9 mm
+  pressure_sensor=999.8 psi
+Temporal Data:
+  temp_over_time=[47.7, 50.1, 45.6] °C
+  power_trend=[53.8, 51.5, 63.3] kW
+  performance_trend=[1.1, 0.9, 1.1] deceleration_g
+Notes: Diagnostic scan performed at 1751287335482. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid hybrid-control system, config=enhanced
+Output: Diagnostic ID=ee619dbd-4bcc-4af1-8283-4801770e24b0
+Vehicle Type: hybrid
+System: hybrid-control
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.37 ratio
+  operating-time=1723.05 hours
+Parameters:
+  efficiency=0.76 percent
+  load=72.69 percent
+  temperature=43.68 °C
+  power=33.41 kW
+  vibration=2.82 mm/s
+  health_index=86.33 percent
+Temporal Data:
+  temp_over_time=[43.4, 46.6, 51.5, 49.6, 43.8] °C
+  power_trend=[28.5, 43.0, 32.9, 42.9, 39.9] kW
+  performance_trend=[0.6, 0.7, 0.9, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335482. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv climate system, config=standard
+Output: Diagnostic ID=34e60273-43c9-4250-907f-a2c9f90e0281
+Vehicle Type: suv
+System: climate
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.65 ratio
+  operating-time=9171.50 hours
+Parameters:
+  efficiency=0.80 percent
+  load=64.81 percent
+  temperature=36.31 °C
+  power=4.66 kW
+  vibration=1.31 mm/s
+  health_index=88.13 percent
+Temporal Data:
+  temp_over_time=[19.8, 23.8, 24.0] °C
+  power_trend=[6.0, 3.7, 5.0] kW
+  performance_trend=[0.7, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335482. Recommended maintenance interval: 12 months. Recommended actions: connector check, software update, system inspection. 
+Maintenance Recommendations: connector check, software update, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=performance
+Output: Diagnostic ID=79486998-6415-440c-a144-34159ec18022
+Vehicle Type: electric
+System: charging
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=1032.18 hours
+Parameters:
+  efficiency=0.98 percent
+  load=18.88 percent
+  temperature=67.72 °C
+  power=16.35 kW
+  vibration=4.25 mm/s
+  health_index=85.32 percent
+Temporal Data:
+  temp_over_time=[70.2, 63.2, 67.5] °C
+  power_trend=[13.2, 19.2, 15.6] kW
+  performance_trend=[1.0, 0.9, 1.0] performance_index
+Notes: Diagnostic scan performed at 1751287335482. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=basic
+Output: Diagnostic ID=aa26f1c3-a575-4fd9-b0cc-554fcacc80ea
+Vehicle Type: motorcycle
+System: cooling
+Configuration: basic
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.43 ratio
+  operating-time=9850.11 hours
+Parameters:
+  efficiency=0.98 percent
+  load=84.91 percent
+  temperature=59.62 °C
+  power=16.38 kW
+  vibration=0.71 mm/s
+  health_index=100.00 percent
+Temporal Data:
+  temp_over_time=[54.2, 50.1, 58.2, 54.5] °C
+  power_trend=[21.2, 12.2, 12.4, 19.0] kW
+  performance_trend=[0.9, 1.1, 0.8, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335482. Recommended maintenance interval: 9 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle transmission system, config=automatic
+Output: Diagnostic ID=5986673b-a223-424f-b115-e0aeb3541fa5
+Vehicle Type: motorcycle
+System: transmission
+Configuration: automatic
+Status: optimal (level 0)
+Performance: 0.9 efficiency
+Material: carbon-fiber
+Measurements:
+  fluid-level=0.96 ratio
+  torque=203.59 Nm
+  shift-time=0.31 seconds
+  fluid-temperature=70.79 °C
+Parameters:
+  efficiency=0.91 percent
+  load=87.36 percent
+  temperature=80.60 °C
+  power=30.99 kW
+  vibration=4.37 mm/s
+  health_index=82.44 percent
+Temporal Data:
+  temp_over_time=[87.9, 82.8, 79.8, 95.0, 81.1, 92.3] °C
+  power_trend=[34.9, 31.1, 39.3, 26.8, 23.0, 25.9] kW
+  performance_trend=[0.8, 1.1, 1.1, 1.0, 1.1, 0.8] efficiency
+Notes: Diagnostic scan performed at 1751287335484. Recommended maintenance interval: 12 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=standard
+Output: Diagnostic ID=c98e4dbb-3a58-4748-89da-219e56bb84a5
+Vehicle Type: truck
+System: payload
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.36 ratio
+  operating-time=7919.77 hours
+Parameters:
+  efficiency=1.00 percent
+  load=78.43 percent
+  temperature=62.52 °C
+  power=41.56 kW
+  vibration=3.49 mm/s
+  health_index=79.34 percent
+Temporal Data:
+  temp_over_time=[58.8, 59.2, 58.5, 66.8, 62.8] °C
+  power_trend=[46.6, 50.2, 53.6, 48.4, 44.8] kW
+  performance_trend=[0.9, 0.8, 0.8, 0.9, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335484. Recommended maintenance interval: 12 months. Recommended actions: software update, connector check, system inspection. 
+Maintenance Recommendations: software update, connector check, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=performance
+Output: Diagnostic ID=901585cd-1868-4151-b56a-b8d2079af9e2
+Vehicle Type: commercial
+System: safety
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.45 ratio
+  operating-time=1110.52 hours
+Parameters:
+  efficiency=1.00 percent
+  load=44.59 percent
+  temperature=53.28 °C
+  power=18.42 kW
+  vibration=3.82 mm/s
+  health_index=84.56 percent
+Temporal Data:
+  temp_over_time=[46.1, 53.0, 47.5, 51.1] °C
+  power_trend=[21.8, 21.0, 16.9, 22.0] kW
+  performance_trend=[1.1, 0.9, 0.8, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335484. Recommended maintenance interval: 8 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lithium-ion
+Output: Diagnostic ID=621f8070-225f-4655-b0b7-ddefd3bce1db
+Vehicle Type: hybrid
+System: battery
+Configuration: lithium-ion
+Status: optimal (level 0)
+Performance: 365.9 kWh
+Material: polymer
+Measurements:
+  current=113.78 amps
+  state-of-charge=78.03 percent
+  voltage=595.30 volts
+  capacity=87.02 percent
+Parameters:
+  efficiency=0.79 percent
+  load=56.47 percent
+  temperature=23.74 °C
+  power=335.27 kW
+  vibration=2.28 mm/s
+  health_index=87.47 percent
+Sensors:
+  coolant_flow=0.7 L/min
+  cell_voltage=4.21 V
+  insulation=62.2 MΩ
+Temporal Data:
+  temp_over_time=[20.7, 23.2, 21.0, 19.7, 20.2, 21.8] °C
+  power_trend=[331.3, 255.6, 357.6, 272.8, 302.8, 408.6] kW
+  performance_trend=[362.4, 299.9, 295.2, 389.0, 413.2, 301.3] kWh
+Notes: Diagnostic scan performed at 1751287335484. Recommended maintenance interval: 6 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck hydraulics system, config=enhanced
+Output: Diagnostic ID=7bfd3371-ad6d-4b26-99cc-f0c4e04ac76b
+Vehicle Type: truck
+System: hydraulics
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: steel
+Measurements:
+  wear-level=0.86 ratio
+  operating-time=448.08 hours
+Parameters:
+  efficiency=0.92 percent
+  load=65.68 percent
+  temperature=44.53 °C
+  power=17.10 kW
+  vibration=2.69 mm/s
+  health_index=86.70 percent
+Temporal Data:
+  temp_over_time=[60.3, 62.4, 68.3] °C
+  power_trend=[22.0, 12.7, 19.4] kW
+  performance_trend=[0.8, 1.1, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335466. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle engine system, config=supercharged
+Output: Diagnostic ID=39be14d7-648d-412b-a696-c476a4f15162
+Vehicle Type: motorcycle
+System: engine
+Configuration: supercharged
+Status: optimal (level 0)
+Performance: 313.3 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=116.04 °C
+  oil-pressure=32.44 psi
+  compression=130.78 psi
+  rpm=1738.24 rpm
+Parameters:
+  efficiency=0.91 percent
+  load=49.22 percent
+  temperature=113.73 °C
+  power=422.35 hp
+  vibration=4.39 mm/s
+  health_index=81.21 percent
+Sensors:
+  oxygen_sensor=0.12 V
+  knock_sensor=245.2 mV
+  maf_sensor=6.76 g/s
+Temporal Data:
+  temp_over_time=[109.9, 116.3, 115.2, 118.9, 109.6, 107.6, 109.3] °C
+  power_trend=[465.1, 377.2, 348.6, 492.4, 450.4, 523.1, 316.9] hp
+  performance_trend=[257.9, 278.5, 313.2, 277.1, 369.8, 269.2, 334.6] hp
+Notes: Diagnostic scan performed at 1751287335466. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric electronics system, config=performance
+Output: Diagnostic ID=02475d37-01b7-492d-8b66-9fa263c74d60
+Vehicle Type: electric
+System: electronics
+Configuration: performance
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: composite
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=6682.71 hours
+Parameters:
+  efficiency=0.97 percent
+  load=69.60 percent
+  temperature=37.00 °C
+  power=35.70 kW
+  vibration=3.17 mm/s
+  health_index=78.91 percent
+Sensors:
+  current=4.9 A
+  voltage=124.7 V
+Temporal Data:
+  temp_over_time=[43.3, 41.9, 39.2, 38.6] °C
+  power_trend=[30.3, 45.2, 42.8, 43.0] kW
+  performance_trend=[0.9, 1.1, 1.1, 1.1] performance_index
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335484. Recommended maintenance interval: 4 months. Recommended actions: diagnostic scan, system inspection, connector check. 
+Maintenance Recommendations: diagnostic scan, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for sedan electrical system, config=standard
+Output: Diagnostic ID=f70597c5-8b16-41d4-908e-953fc742a1ad
+Vehicle Type: sedan
+System: electrical
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 voltage_stability
+Material: aluminum
+Measurements:
+  wear-level=0.17 ratio
+  operating-time=5901.99 hours
+Parameters:
+  efficiency=0.99 percent
+  load=22.21 percent
+  temperature=47.65 °C
+  power=13.69 kW
+  vibration=3.46 mm/s
+  health_index=93.85 percent
+Sensors:
+  current=20.3 A
+  voltage=54.6 V
+Temporal Data:
+  temp_over_time=[43.9, 45.2, 42.2, 49.3, 49.6, 44.5, 49.7] °C
+  power_trend=[11.1, 11.1, 10.7, 15.1, 13.5, 10.9, 13.7] kW
+  performance_trend=[0.9, 1.1, 0.9, 1.1, 1.1, 0.9, 1.0] voltage_stability
+Notes: Diagnostic scan performed at 1751287335484. Recommended maintenance interval: 8 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=standard
+Output: Diagnostic ID=7658bb7f-dd62-4f03-89f5-1162f2777f99
+Vehicle Type: electric
+System: thermal
+Configuration: standard
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.33 ratio
+  operating-time=8638.40 hours
+Parameters:
+  efficiency=0.76 percent
+  load=11.32 percent
+  temperature=42.99 °C
+  power=37.65 kW
+  vibration=1.00 mm/s
+  health_index=93.34 percent
+Temporal Data:
+  temp_over_time=[47.0, 44.1, 42.6, 43.8, 45.1, 47.4, 47.7] °C
+  power_trend=[29.1, 43.2, 39.5, 37.0, 33.0, 26.6, 47.6] kW
+  performance_trend=[0.9, 0.9, 0.8, 0.7, 0.8, 0.9, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335484. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid engine system, config=supercharged
+Output: Diagnostic ID=f1722b25-105a-42f4-a77e-23c1026f6c2a
+Vehicle Type: hybrid
+System: engine
+Configuration: supercharged
+Status: optimal (level 0)
+Performance: 576.1 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=73.19 °C
+  oil-pressure=37.04 psi
+  compression=155.65 psi
+  rpm=2179.46 rpm
+Parameters:
+  efficiency=0.86 percent
+  load=72.83 percent
+  temperature=113.74 °C
+  power=208.27 hp
+  vibration=2.47 mm/s
+  health_index=92.37 percent
+Sensors:
+  oxygen_sensor=0.48 V
+  knock_sensor=95.6 mV
+  maf_sensor=7.08 g/s
+Temporal Data:
+  temp_over_time=[95.3, 100.0, 96.4, 113.1, 98.7] °C
+  power_trend=[191.5, 146.3, 157.0, 149.2, 162.7] hp
+  performance_trend=[608.3, 653.8, 623.4, 557.9, 567.1] hp
+Notes: Diagnostic scan performed at 1751287335486. Recommended maintenance interval: 3 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=basic
+Output: Diagnostic ID=905b08ab-7cea-4ce6-a4f9-b09a40a9938c
+Vehicle Type: hybrid
+System: regenerative
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: composite
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=1733.47 hours
+Parameters:
+  efficiency=0.79 percent
+  load=29.46 percent
+  temperature=65.68 °C
+  power=46.58 kW
+  vibration=4.27 mm/s
+  health_index=83.03 percent
+Temporal Data:
+  temp_over_time=[53.2, 46.7, 50.1, 54.0] °C
+  power_trend=[49.9, 56.3, 56.0, 49.9] kW
+  performance_trend=[0.8, 0.7, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335486. Recommended maintenance interval: 1 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric battery system, config=lithium-polymer
+Output: Diagnostic ID=d7237644-c3bd-41d5-9978-1f1b63340eff
+Vehicle Type: electric
+System: battery
+Configuration: lithium-polymer
+Status: optimal (level 0)
+Performance: 254.2 kWh
+Material: solid-state
+Measurements:
+  current=141.17 amps
+  state-of-charge=82.63 percent
+  voltage=561.45 volts
+  capacity=86.99 percent
+Parameters:
+  efficiency=1.00 percent
+  load=39.38 percent
+  temperature=44.31 °C
+  power=382.38 kW
+  vibration=0.62 mm/s
+  health_index=100.00 percent
+Sensors:
+  coolant_flow=1.9 L/min
+  cell_voltage=3.09 V
+  insulation=48.9 MΩ
+Temporal Data:
+  temp_over_time=[34.9, 33.2, 39.0, 39.6, 38.9, 33.6, 33.9] °C
+  power_trend=[433.1, 310.0, 417.1, 374.3, 297.9, 439.9, 410.9] kW
+  performance_trend=[222.4, 249.2, 220.9, 217.8, 250.8, 299.8, 203.9] kWh
+Notes: Diagnostic scan performed at 1751287335486. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck transmission system, config=manual
+Output: Diagnostic ID=f0fa4985-a8a7-4cc8-b43c-55f490599938
+Vehicle Type: truck
+System: transmission
+Configuration: manual
+Status: normal (level 1)
+Fault Code: P0720
+Performance: 1.0 efficiency
+Material: magnesium-alloy
+Measurements:
+  fluid-level=0.75 ratio
+  torque=410.96 Nm
+  shift-time=0.33 seconds
+  fluid-temperature=94.61 °C
+Parameters:
+  efficiency=0.78 percent
+  load=67.60 percent
+  temperature=66.20 °C
+  power=35.29 kW
+  vibration=4.77 mm/s
+  health_index=70.04 percent
+Temporal Data:
+  temp_over_time=[88.8, 96.3, 90.9, 89.0, 88.4] °C
+  power_trend=[38.1, 44.6, 41.6, 28.8, 28.0] kW
+  performance_trend=[1.2, 1.1, 1.1, 1.0, 0.8] efficiency
+Notes: Observed symptoms: hard shifting. Diagnostic trouble code: P0720. Diagnostic scan performed at 1751287335486. Recommended maintenance interval: 11 months. Recommended actions: seal inspection, fluid change, filter replacement. 
+Maintenance Recommendations: seal inspection, fluid change, filter replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=enhanced
+Output: Diagnostic ID=3a17c3df-5899-413b-95f6-4cfc65b93243
+Vehicle Type: electric
+System: charging
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: steel
+Measurements:
+  wear-level=0.46 ratio
+  operating-time=5690.21 hours
+Parameters:
+  efficiency=0.77 percent
+  load=21.20 percent
+  temperature=43.02 °C
+  power=46.40 kW
+  vibration=3.05 mm/s
+  health_index=86.31 percent
+Temporal Data:
+  temp_over_time=[60.7, 61.1, 67.9, 56.4, 61.7] °C
+  power_trend=[57.6, 59.4, 50.6, 33.3, 46.0] kW
+  performance_trend=[1.1, 1.0, 0.8, 0.8, 1.1] performance_index
+Notes: Diagnostic scan performed at 1751287335484. Recommended maintenance interval: 5 months. 
+
+Input: Generate comprehensive vehicle diagnostic for hybrid battery system, config=lead-acid
+Output: Diagnostic ID=b09df67a-38ab-4af2-8048-128595f79e1b
+Vehicle Type: hybrid
+System: battery
+Configuration: lead-acid
+Status: degraded (level 2)
+Fault Code: P0A1F
+Performance: 278.5 kWh
+Material: solid-state
+Measurements:
+  current=181.34 amps
+  state-of-charge=49.73 percent
+  voltage=579.79 volts
+  capacity=86.29 percent
+Parameters:
+  efficiency=0.96 percent
+  load=38.84 percent
+  temperature=48.04 °C
+  power=350.28 kW
+  vibration=1.72 mm/s
+  health_index=68.65 percent
+Sensors:
+  coolant_flow=1.9 L/min
+  cell_voltage=3.54 V
+  insulation=5.9 MΩ
+Temporal Data:
+  temp_over_time=[46.4, 49.7, 49.7, 45.8, 48.6, 48.1, 43.8] °C
+  power_trend=[293.7, 310.2, 429.4, 346.8, 452.4, 361.8, 258.0] kW
+  performance_trend=[241.8, 314.3, 317.5, 323.5, 311.8, 259.4, 310.6] kWh
+Notes: Observed symptoms: voltage fluctuations. Diagnostic trouble code: P0A1F. Diagnostic scan performed at 1751287335476. Recommended maintenance interval: 11 months. Recommended actions: charge test. 
+Maintenance Recommendations: charge test
+
+Input: Generate comprehensive vehicle diagnostic for electric thermal system, config=basic
+Output: Diagnostic ID=f873dcfe-900e-4e63-906e-665c4dca2a54
+Vehicle Type: electric
+System: thermal
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: steel
+Measurements:
+  wear-level=0.26 ratio
+  operating-time=3997.15 hours
+Parameters:
+  efficiency=0.79 percent
+  load=84.61 percent
+  temperature=60.76 °C
+  power=26.86 kW
+  vibration=3.79 mm/s
+  health_index=80.20 percent
+Temporal Data:
+  temp_over_time=[53.0, 54.8, 59.6, 56.5, 60.6] °C
+  power_trend=[32.9, 18.8, 30.4, 21.7, 32.3] kW
+  performance_trend=[0.6, 0.8, 0.7, 0.7, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335476. Recommended maintenance interval: 8 months. Recommended actions: connector check, software update. 
+Maintenance Recommendations: connector check, software update
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=standard
+Output: Diagnostic ID=b3dbaa3f-1aa1-46c6-b135-59a45c37683d
+Vehicle Type: suv
+System: 4wd
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.61 ratio
+  operating-time=4902.29 hours
+Parameters:
+  efficiency=0.79 percent
+  load=98.88 percent
+  temperature=40.94 °C
+  power=83.58 kW
+  vibration=0.34 mm/s
+  health_index=86.96 percent
+Temporal Data:
+  temp_over_time=[45.9, 47.7, 41.4] °C
+  power_trend=[98.7, 61.2, 77.2] kW
+  performance_trend=[0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335472. Recommended maintenance interval: 11 months. Recommended actions: connector check. 
+Maintenance Recommendations: connector check
+
+Input: Generate comprehensive vehicle diagnostic for hybrid regenerative system, config=enhanced
+Output: Diagnostic ID=f71d9b71-5842-4a98-9c2f-7237dc93920b
+Vehicle Type: hybrid
+System: regenerative
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.79 ratio
+  operating-time=458.31 hours
+Parameters:
+  efficiency=0.97 percent
+  load=32.82 percent
+  temperature=60.03 °C
+  power=45.20 kW
+  vibration=3.02 mm/s
+  health_index=89.69 percent
+Temporal Data:
+  temp_over_time=[55.9, 52.6, 51.4, 52.9, 55.2] °C
+  power_trend=[44.4, 40.1, 49.9, 43.6, 53.8] kW
+  performance_trend=[0.7, 0.7, 1.0, 0.9, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335472. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv 4wd system, config=basic
+Output: Diagnostic ID=487ad18c-29b3-4c20-8541-e5b2258dec87
+Vehicle Type: suv
+System: 4wd
+Configuration: basic
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.46 ratio
+  operating-time=9209.69 hours
+Parameters:
+  efficiency=0.82 percent
+  load=21.51 percent
+  temperature=49.33 °C
+  power=89.43 kW
+  vibration=0.11 mm/s
+  health_index=91.55 percent
+Temporal Data:
+  temp_over_time=[39.7, 39.8, 40.3, 41.9] °C
+  power_trend=[102.8, 99.3, 68.1, 64.0] kW
+  performance_trend=[0.7, 0.8, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335472. Recommended maintenance interval: 10 months. 
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=hybrid
+Output: Diagnostic ID=c8ec195a-0174-4139-8dc8-5c2c38ec5031
+Vehicle Type: sedan
+System: engine
+Configuration: hybrid
+Status: normal (level 1)
+Fault Code: P0300
+Performance: 421.6 hp
+Material: ceramic-coated
+Measurements:
+  oil-temperature=79.67 °C
+  oil-pressure=73.23 psi
+  compression=145.77 psi
+  rpm=5589.27 rpm
+Parameters:
+  efficiency=0.77 percent
+  load=15.71 percent
+  temperature=99.31 °C
+  power=410.98 hp
+  vibration=3.32 mm/s
+  health_index=78.63 percent
+Sensors:
+  oxygen_sensor=0.11 V
+  knock_sensor=425.6 mV
+  maf_sensor=5.26 g/s
+Temporal Data:
+  temp_over_time=[103.2, 104.2, 120.5, 110.0, 115.4, 119.8] °C
+  power_trend=[456.7, 404.7, 330.0, 298.0, 531.3, 297.8] hp
+  performance_trend=[378.1, 362.8, 401.4, 449.2, 397.8, 388.0] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0300. Diagnostic scan performed at 1751287335472. Recommended maintenance interval: 1 months. Recommended actions: fuel system cleaning, timing belt inspection. 
+Maintenance Recommendations: fuel system cleaning, timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for electric motor system, config=standard
+Output: Diagnostic ID=aa754dcd-d9f2-40af-8eae-dfaee5ef9fe4
+Vehicle Type: electric
+System: motor
+Configuration: standard
+Status: optimal (level 0)
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.10 ratio
+  operating-time=9021.74 hours
+Parameters:
+  efficiency=0.97 percent
+  load=58.91 percent
+  temperature=51.21 °C
+  power=180.10 kW
+  vibration=2.20 mm/s
+  health_index=85.25 percent
+Sensors:
+  voltage_ripple=1.90 V
+  temperature=78.7 °C
+  current_draw=117.1 A
+Temporal Data:
+  temp_over_time=[59.3, 53.5, 55.9] °C
+  power_trend=[217.1, 167.0, 175.3] kW
+  performance_trend=[0.8, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335472. Recommended maintenance interval: 4 months. 
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle brakes system, config=drum
+Output: Diagnostic ID=d55b97b0-9f6b-4a41-98c7-47555a7b3b0b
+Vehicle Type: motorcycle
+System: brakes
+Configuration: drum
+Status: normal (level 1)
+Fault Code: C0070
+Performance: 0.9 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=0.37 percent
+  rotor-thickness=24.14 mm
+  pad-thickness=5.66 mm
+  pressure=389.38 psi
+Parameters:
+  efficiency=0.79 percent
+  load=51.23 percent
+  temperature=52.97 °C
+  power=39.82 kW
+  vibration=3.46 mm/s
+  health_index=80.08 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=3.8 mm
+  pressure_sensor=1097.8 psi
+Temporal Data:
+  temp_over_time=[59.4, 62.3, 57.7, 54.9] °C
+  power_trend=[48.0, 29.1, 46.2, 36.8] kW
+  performance_trend=[1.0, 0.9, 0.8, 0.8] deceleration_g
+Notes: Observed symptoms: noise. Diagnostic trouble code: C0070. Diagnostic scan performed at 1751287335489. Recommended maintenance interval: 10 months. Recommended actions: caliper inspection. 
+Maintenance Recommendations: caliper inspection
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=standard
+Output: Diagnostic ID=97a69aa2-6759-41ef-9b9f-d34a534329ba
+Vehicle Type: sedan
+System: engine
+Configuration: standard
+Status: normal (level 1)
+Fault Code: P0606
+Performance: 198.0 hp
+Material: titanium
+Measurements:
+  oil-temperature=81.64 °C
+  oil-pressure=47.01 psi
+  compression=147.33 psi
+  rpm=3320.67 rpm
+Parameters:
+  efficiency=0.98 percent
+  load=62.94 percent
+  temperature=113.52 °C
+  power=163.58 hp
+  vibration=0.95 mm/s
+  health_index=72.97 percent
+Sensors:
+  oxygen_sensor=0.39 V
+  knock_sensor=80.5 mV
+  maf_sensor=10.24 g/s
+Temporal Data:
+  temp_over_time=[82.1, 86.5, 86.7, 96.6, 96.7] °C
+  power_trend=[208.9, 177.4, 152.0, 211.3, 212.4] hp
+  performance_trend=[210.9, 164.9, 172.2, 215.9, 162.7] hp
+Notes: Observed symptoms: unusual noises. Diagnostic trouble code: P0606. Diagnostic scan performed at 1751287335472. Recommended maintenance interval: 5 months. Recommended actions: fuel system cleaning, oil change. 
+Maintenance Recommendations: fuel system cleaning, oil change
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle cooling system, config=standard
+Output: Diagnostic ID=794a7a66-b751-499c-ba70-886ca4db3cd0
+Vehicle Type: motorcycle
+System: cooling
+Configuration: standard
+Status: normal (level 1)
+Fault Code: U0121
+Performance: 0.7 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.23 ratio
+  operating-time=3254.20 hours
+Parameters:
+  efficiency=0.77 percent
+  load=4.35 percent
+  temperature=66.02 °C
+  power=21.92 kW
+  vibration=4.97 mm/s
+  health_index=76.01 percent
+Temporal Data:
+  temp_over_time=[68.9, 66.7, 68.6, 72.5, 69.0] °C
+  power_trend=[17.3, 17.7, 18.4, 16.3, 21.2] kW
+  performance_trend=[0.8, 0.7, 0.7, 0.8, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335472. Recommended maintenance interval: 3 months. Recommended actions: system inspection, diagnostic scan. 
+Maintenance Recommendations: system inspection, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=enhanced
+Output: Diagnostic ID=8facf87f-3ebc-4e4b-be8e-21c79d4f8510
+Vehicle Type: truck
+System: diesel
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.92 ratio
+  operating-time=6082.52 hours
+Parameters:
+  efficiency=0.99 percent
+  load=76.11 percent
+  temperature=62.28 °C
+  power=29.02 kW
+  vibration=4.36 mm/s
+  health_index=92.51 percent
+Temporal Data:
+  temp_over_time=[55.4, 50.4, 56.3, 54.4] °C
+  power_trend=[31.9, 22.8, 32.6, 34.0] kW
+  performance_trend=[0.7, 0.8, 0.7, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335470. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for truck exhaust system, config=basic
+Output: Diagnostic ID=e44dbd81-2567-4491-a1e2-b7166f63fda7
+Vehicle Type: truck
+System: exhaust
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0140
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.89 ratio
+  operating-time=1555.75 hours
+Parameters:
+  efficiency=0.84 percent
+  load=81.05 percent
+  temperature=54.63 °C
+  power=28.75 kW
+  vibration=4.53 mm/s
+  health_index=83.43 percent
+Temporal Data:
+  temp_over_time=[49.1, 50.5, 43.8, 42.7, 42.8, 47.4] °C
+  power_trend=[30.9, 30.0, 27.2, 32.4, 26.2, 32.5] kW
+  performance_trend=[0.8, 0.7, 0.9, 0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0140. Diagnostic scan performed at 1751287335470. Recommended maintenance interval: 3 months. Recommended actions: diagnostic scan. 
+Maintenance Recommendations: diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan engine system, config=direct-injection
+Output: Diagnostic ID=ae2d8ab4-7db5-497b-b5c6-bfc501aa0a32
+Vehicle Type: sedan
+System: engine
+Configuration: direct-injection
+Status: degraded (level 2)
+Fault Code: P0522
+Performance: 266.4 hp
+Material: cast-iron
+Measurements:
+  oil-temperature=118.76 °C
+  oil-pressure=40.42 psi
+  compression=134.68 psi
+  rpm=5834.28 rpm
+Parameters:
+  efficiency=0.86 percent
+  load=30.45 percent
+  temperature=90.12 °C
+  power=415.61 hp
+  vibration=4.58 mm/s
+  health_index=57.36 percent
+Sensors:
+  oxygen_sensor=0.68 V
+  knock_sensor=5.5 mV
+  maf_sensor=8.94 g/s
+Temporal Data:
+  temp_over_time=[101.7, 110.4, 111.0, 101.6] °C
+  power_trend=[494.6, 418.5, 538.2, 423.0] hp
+  performance_trend=[258.6, 302.7, 229.2, 213.6] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0522. Diagnostic scan performed at 1751287335489. Recommended maintenance interval: 1 months. Recommended actions: spark plug replacement. 
+Maintenance Recommendations: spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=enhanced
+Output: Diagnostic ID=db9dd1d7-5694-4ae9-bd3d-ee620b20a540
+Vehicle Type: electric
+System: charging
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.38 ratio
+  operating-time=7971.40 hours
+Parameters:
+  efficiency=0.96 percent
+  load=20.57 percent
+  temperature=62.18 °C
+  power=42.49 kW
+  vibration=0.07 mm/s
+  health_index=78.25 percent
+Temporal Data:
+  temp_over_time=[53.5, 52.8, 50.7, 49.4] °C
+  power_trend=[54.4, 36.7, 44.7, 46.4] kW
+  performance_trend=[0.7, 0.6, 0.6, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335489. Recommended maintenance interval: 5 months. Recommended actions: system inspection, software update, connector check. 
+Maintenance Recommendations: system inspection, software update, connector check
+
+Input: Generate comprehensive vehicle diagnostic for truck diesel system, config=basic
+Output: Diagnostic ID=159fafb3-c3b6-488c-9f17-808d710756d5
+Vehicle Type: truck
+System: diesel
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.8 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.49 ratio
+  operating-time=4975.48 hours
+Parameters:
+  efficiency=0.98 percent
+  load=11.63 percent
+  temperature=58.24 °C
+  power=27.52 kW
+  vibration=0.31 mm/s
+  health_index=80.11 percent
+Temporal Data:
+  temp_over_time=[42.5, 45.3, 47.2] °C
+  power_trend=[19.6, 22.2, 22.4] kW
+  performance_trend=[0.8, 0.9, 0.9] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335489. Recommended maintenance interval: 3 months. Recommended actions: system inspection. 
+Maintenance Recommendations: system inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=enhanced
+Output: Diagnostic ID=0b979376-afbc-4a3c-ba1c-56acf5ffb001
+Vehicle Type: commercial
+System: safety
+Configuration: enhanced
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 0.7 performance_index
+Material: composite
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=6737.14 hours
+Parameters:
+  efficiency=0.82 percent
+  load=94.86 percent
+  temperature=56.66 °C
+  power=38.56 kW
+  vibration=1.85 mm/s
+  health_index=79.24 percent
+Temporal Data:
+  temp_over_time=[42.4, 41.3, 43.7, 39.1, 39.5, 41.6] °C
+  power_trend=[43.5, 44.2, 48.1, 43.7, 36.0, 35.0] kW
+  performance_trend=[0.8, 0.8, 0.6, 0.8, 0.7, 0.8] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335489. Recommended maintenance interval: 4 months. Recommended actions: diagnostic scan, system inspection, connector check. 
+Maintenance Recommendations: diagnostic scan, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for suv towing system, config=enhanced
+Output: Diagnostic ID=e7366293-c8ed-4c4a-afcb-8fe66ff036c2
+Vehicle Type: suv
+System: towing
+Configuration: enhanced
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.13 ratio
+  operating-time=4003.78 hours
+Parameters:
+  efficiency=0.77 percent
+  load=79.35 percent
+  temperature=60.20 °C
+  power=50.00 kW
+  vibration=0.18 mm/s
+  health_index=85.41 percent
+Temporal Data:
+  temp_over_time=[47.0, 48.7, 46.9, 50.2, 48.3] °C
+  power_trend=[46.0, 51.9, 56.0, 62.0, 35.9] kW
+  performance_trend=[0.9, 0.8, 1.1, 0.8, 0.8] performance_index
+Notes: Diagnostic scan performed at 1751287335470. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for electric charging system, config=optimized
+Output: Diagnostic ID=0aa2d9f6-0a52-4e14-9124-77e99f684048
+Vehicle Type: electric
+System: charging
+Configuration: optimized
+Status: normal (level 1)
+Fault Code: U0100
+Performance: 1.0 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.16 ratio
+  operating-time=1617.84 hours
+Parameters:
+  efficiency=0.81 percent
+  load=69.73 percent
+  temperature=51.98 °C
+  power=42.40 kW
+  vibration=3.75 mm/s
+  health_index=80.45 percent
+Temporal Data:
+  temp_over_time=[48.4, 47.1, 48.9, 47.7] °C
+  power_trend=[48.8, 42.0, 30.5, 35.9] kW
+  performance_trend=[0.8, 0.9, 1.0, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0100. Diagnostic scan performed at 1751287335470. Recommended maintenance interval: 5 months. Recommended actions: software update, diagnostic scan, system inspection. 
+Maintenance Recommendations: software update, diagnostic scan, system inspection
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=optimized
+Output: Diagnostic ID=a30b79e1-283f-44a7-87b3-6f2ad4f2ec17
+Vehicle Type: motorcycle
+System: electrical
+Configuration: optimized
+Status: degraded (level 2)
+Fault Code: B1300
+Performance: 1.0 voltage_stability
+Material: plastic
+Measurements:
+  wear-level=0.86 ratio
+  operating-time=95.76 hours
+Parameters:
+  efficiency=0.76 percent
+  load=87.25 percent
+  temperature=32.61 °C
+  power=39.92 kW
+  vibration=3.93 mm/s
+  health_index=69.30 percent
+Sensors:
+  current=17.9 A
+  voltage=241.2 V
+Temporal Data:
+  temp_over_time=[37.8, 36.7, 40.4] °C
+  power_trend=[32.6, 50.2, 48.3] kW
+  performance_trend=[0.9, 1.2, 1.1] voltage_stability
+Notes: Observed symptoms: system failures. Diagnostic trouble code: B1300. Diagnostic scan performed at 1751287335491. Recommended maintenance interval: 11 months. Recommended actions: wiring inspection. 
+Maintenance Recommendations: wiring inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck brakes system, config=disc
+Output: Diagnostic ID=635c9cec-9e83-409b-9cbd-f1dab95dd6e5
+Vehicle Type: truck
+System: brakes
+Configuration: disc
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: composite
+Measurements:
+  fluid-moisture=2.43 percent
+  rotor-thickness=23.19 mm
+  pad-thickness=3.93 mm
+  pressure=207.73 psi
+Parameters:
+  efficiency=0.97 percent
+  load=2.41 percent
+  temperature=60.61 °C
+  power=21.21 kW
+  vibration=4.37 mm/s
+  health_index=84.88 percent
+Sensors:
+  abs_status=active
+  wear_sensor=0.3 mm
+  pressure_sensor=1920.5 psi
+Temporal Data:
+  temp_over_time=[53.5, 55.8, 54.4, 58.1, 60.4, 62.7] °C
+  power_trend=[20.3, 25.4, 18.0, 22.0, 25.3, 16.3] kW
+  performance_trend=[0.9, 0.9, 1.0, 0.8, 1.1, 0.8] deceleration_g
+Notes: Diagnostic scan performed at 1751287335491. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial safety system, config=performance
+Output: Diagnostic ID=a0ab6580-d061-4869-812d-d3ab8e79f4f7
+Vehicle Type: commercial
+System: safety
+Configuration: performance
+Status: optimal (level 0)
+Performance: 0.9 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.55 ratio
+  operating-time=244.72 hours
+Parameters:
+  efficiency=0.94 percent
+  load=2.76 percent
+  temperature=49.10 °C
+  power=27.95 kW
+  vibration=1.31 mm/s
+  health_index=88.70 percent
+Temporal Data:
+  temp_over_time=[65.3, 72.3, 69.8] °C
+  power_trend=[30.8, 21.5, 24.3] kW
+  performance_trend=[1.0, 1.0, 0.9] performance_index
+Notes: Diagnostic scan performed at 1751287335489. Recommended maintenance interval: 11 months. 
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=hybrid
+Output: Diagnostic ID=efae6f20-c9fb-4450-94a9-f6dd05b93ce5
+Vehicle Type: commercial
+System: engine
+Configuration: hybrid
+Status: warning (level 3)
+Fault Code: P0420
+Performance: 488.4 hp
+Material: aluminum-alloy
+Measurements:
+  oil-temperature=73.28 °C
+  oil-pressure=41.17 psi
+  compression=127.30 psi
+  rpm=3581.72 rpm
+Parameters:
+  efficiency=0.89 percent
+  load=50.83 percent
+  temperature=97.57 °C
+  power=375.61 hp
+  vibration=3.05 mm/s
+  health_index=50.86 percent
+Sensors:
+  oxygen_sensor=0.82 V
+  knock_sensor=363.2 mV
+  maf_sensor=1.58 g/s
+Temporal Data:
+  temp_over_time=[97.1, 94.5, 90.4, 103.7] °C
+  power_trend=[425.9, 382.8, 326.8, 347.3] hp
+  performance_trend=[487.8, 471.9, 407.5, 455.1] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0420. Diagnostic scan performed at 1751287335491. Recommended maintenance interval: 8 months. Recommended actions: spark plug replacement. 
+Maintenance Recommendations: spark plug replacement
+
+Input: Generate comprehensive vehicle diagnostic for suv brakes system, config=regenerative
+Output: Diagnostic ID=8e57b99b-7815-49bb-a4fe-9f4fd54cba19
+Vehicle Type: suv
+System: brakes
+Configuration: regenerative
+Status: optimal (level 0)
+Performance: 1.0 deceleration_g
+Material: carbon-ceramic
+Measurements:
+  fluid-moisture=0.63 percent
+  rotor-thickness=24.61 mm
+  pad-thickness=8.51 mm
+  pressure=274.55 psi
+Parameters:
+  efficiency=0.82 percent
+  load=40.64 percent
+  temperature=63.85 °C
+  power=32.83 kW
+  vibration=4.69 mm/s
+  health_index=93.84 percent
+Sensors:
+  abs_status=inactive
+  wear_sensor=4.2 mm
+  pressure_sensor=1410.9 psi
+Temporal Data:
+  temp_over_time=[52.3, 47.9, 47.0, 46.7] °C
+  power_trend=[30.8, 31.8, 36.2, 41.0] kW
+  performance_trend=[0.9, 1.1, 1.1, 0.9] deceleration_g
+Notes: Diagnostic scan performed at 1751287335489. Recommended maintenance interval: 2 months. 
+
+Input: Generate comprehensive vehicle diagnostic for suv engine system, config=turbo
+Output: Diagnostic ID=a199d3e9-7a6d-4358-a694-77efd3a81bb2
+Vehicle Type: suv
+System: engine
+Configuration: turbo
+Status: normal (level 1)
+Fault Code: P0172
+Performance: 213.8 hp
+Material: steel
+Measurements:
+  oil-temperature=111.54 °C
+  oil-pressure=61.41 psi
+  compression=177.31 psi
+  rpm=1671.20 rpm
+Parameters:
+  efficiency=0.81 percent
+  load=10.58 percent
+  temperature=88.42 °C
+  power=338.64 hp
+  vibration=2.75 mm/s
+  health_index=73.39 percent
+Sensors:
+  oxygen_sensor=0.98 V
+  knock_sensor=116.7 mV
+  maf_sensor=5.95 g/s
+Temporal Data:
+  temp_over_time=[93.8, 97.4, 96.6, 83.9, 90.0, 97.3, 97.0] °C
+  power_trend=[306.1, 432.6, 280.0, 364.8, 377.0, 250.4, 388.4] hp
+  performance_trend=[177.3, 205.1, 214.2, 209.4, 245.8, 179.6, 230.9] hp
+Notes: Observed symptoms: power loss. Diagnostic trouble code: P0172. Diagnostic scan performed at 1751287335489. Recommended maintenance interval: 4 months. Recommended actions: air filter replacement, fuel system cleaning, oil change. 
+Maintenance Recommendations: air filter replacement, fuel system cleaning, oil change
+
+Input: Generate comprehensive vehicle diagnostic for motorcycle electrical system, config=basic
+Output: Diagnostic ID=2bdbc0b5-c065-4cd3-9176-4af242153e2b
+Vehicle Type: motorcycle
+System: electrical
+Configuration: basic
+Status: normal (level 1)
+Fault Code: B1500
+Performance: 1.0 voltage_stability
+Material: rubber
+Measurements:
+  wear-level=0.42 ratio
+  operating-time=8420.81 hours
+Parameters:
+  efficiency=0.92 percent
+  load=58.92 percent
+  temperature=33.61 °C
+  power=43.32 kW
+  vibration=3.54 mm/s
+  health_index=89.39 percent
+Sensors:
+  current=0.6 A
+  voltage=126.5 V
+Temporal Data:
+  temp_over_time=[31.2, 34.5, 29.8, 29.6] °C
+  power_trend=[34.1, 46.1, 31.9, 42.0] kW
+  performance_trend=[0.9, 1.0, 1.1, 0.9] voltage_stability
+Notes: Observed symptoms: warning lights. Diagnostic trouble code: B1500. Diagnostic scan performed at 1751287335489. Recommended maintenance interval: 10 months. Recommended actions: voltage test, current draw test, wiring inspection. 
+Maintenance Recommendations: voltage test, current draw test, wiring inspection
+
+Input: Generate comprehensive vehicle diagnostic for truck payload system, config=basic
+Output: Diagnostic ID=2c3ab25f-c4a7-4404-b005-c646232dd4a3
+Vehicle Type: truck
+System: payload
+Configuration: basic
+Status: normal (level 1)
+Fault Code: U0155
+Performance: 0.9 performance_index
+Material: plastic
+Measurements:
+  wear-level=0.71 ratio
+  operating-time=245.56 hours
+Parameters:
+  efficiency=0.88 percent
+  load=69.73 percent
+  temperature=40.34 °C
+  power=40.38 kW
+  vibration=0.09 mm/s
+  health_index=78.68 percent
+Temporal Data:
+  temp_over_time=[62.5, 56.4, 54.7, 55.2, 56.5, 62.5] °C
+  power_trend=[30.1, 35.9, 50.9, 36.6, 43.9, 39.8] kW
+  performance_trend=[0.8, 0.8, 0.8, 0.9, 0.9, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0155. Diagnostic scan performed at 1751287335488. Recommended maintenance interval: 12 months. Recommended actions: software update, system inspection, connector check. 
+Maintenance Recommendations: software update, system inspection, connector check
+
+Input: Generate comprehensive vehicle diagnostic for commercial engine system, config=standard
+Output: Diagnostic ID=d4273b2b-d785-4741-aa9d-87b4350c167f
+Vehicle Type: commercial
+System: engine
+Configuration: standard
+Status: normal (level 1)
+Fault Code: P0010
+Performance: 374.6 hp
+Material: titanium
+Measurements:
+  oil-temperature=79.31 °C
+  oil-pressure=46.41 psi
+  compression=136.92 psi
+  rpm=4318.28 rpm
+Parameters:
+  efficiency=0.93 percent
+  load=91.59 percent
+  temperature=107.28 °C
+  power=394.38 hp
+  vibration=3.45 mm/s
+  health_index=74.47 percent
+Sensors:
+  oxygen_sensor=0.51 V
+  knock_sensor=163.0 mV
+  maf_sensor=9.63 g/s
+Temporal Data:
+  temp_over_time=[82.2, 84.9, 83.3] °C
+  power_trend=[455.4, 475.4, 333.0] hp
+  performance_trend=[449.0, 427.7, 395.3] hp
+Notes: Observed symptoms: rough idle. Diagnostic trouble code: P0010. Diagnostic scan performed at 1751287335488. Recommended maintenance interval: 2 months. Recommended actions: oil change, fuel system cleaning, timing belt inspection. 
+Maintenance Recommendations: oil change, fuel system cleaning, timing belt inspection
+
+Input: Generate comprehensive vehicle diagnostic for commercial emissions system, config=enhanced
+Output: Diagnostic ID=bced6617-b200-4669-95ed-eaa9991d616b
+Vehicle Type: commercial
+System: emissions
+Configuration: enhanced
+Status: warning (level 3)
+Fault Code: U0121
+Performance: 0.8 performance_index
+Material: rubber
+Measurements:
+  wear-level=0.60 ratio
+  operating-time=6214.76 hours
+Parameters:
+  efficiency=0.86 percent
+  load=56.83 percent
+  temperature=52.17 °C
+  power=27.82 kW
+  vibration=4.44 mm/s
+  health_index=48.91 percent
+Temporal Data:
+  temp_over_time=[65.5, 67.9, 68.3, 64.6] °C
+  power_trend=[28.7, 36.1, 20.3, 20.6] kW
+  performance_trend=[0.7, 0.7, 0.7, 0.7] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0121. Diagnostic scan performed at 1751287335488. Recommended maintenance interval: 9 months. Recommended actions: connector check, diagnostic scan. 
+Maintenance Recommendations: connector check, diagnostic scan
+
+Input: Generate comprehensive vehicle diagnostic for sedan climate system, config=performance
+Output: Diagnostic ID=969e732a-c261-4030-b9a4-f3dc7466c191
+Vehicle Type: sedan
+System: climate
+Configuration: performance
+Status: warning (level 3)
+Fault Code: U0300
+Performance: 1.0 performance_index
+Material: aluminum
+Measurements:
+  wear-level=0.91 ratio
+  operating-time=6077.41 hours
+Parameters:
+  efficiency=0.79 percent
+  load=49.65 percent
+  temperature=26.95 °C
+  power=4.05 kW
+  vibration=3.16 mm/s
+  health_index=57.06 percent
+Temporal Data:
+  temp_over_time=[12.6, 11.5, 11.7, 11.5, 11.6] °C
+  power_trend=[4.3, 4.2, 3.4, 5.1, 5.1] kW
+  performance_trend=[1.1, 0.8, 1.1, 1.2, 1.1] performance_index
+Notes: Observed symptoms: performance issues. Diagnostic trouble code: U0300. Diagnostic scan performed at 1751287335488. Recommended maintenance interval: 8 months. Recommended actions: system inspection, connector check, software update. 
+Maintenance Recommendations: system inspection, connector check, software update