# Universal Symbolics Bridge

<div align="center">
<h2>🜏 The Command-Glyph Rosetta Stone 🜏</h2>
<p><i>Unifying symbolic interfaces across all LLM runtimes</i></p>
</div>

## Unified Command-Glyph Registry
The following registry provides a bidirectional mapping between command syntax and symbolic glyphs, enabling seamless translation across all LLM runtimes.

| Universal Command | Command Glyph | Runtime Glyph | Claude | GPT | Gemini | Qwen | Mistral | Local LLMs |
|-------------------|---------------|---------------|--------|-----|--------|------|---------|------------|
| `/reflect.core`   | `🧠/`         | `🜏`          | `<reflect>` | Tool: `reflection` | System: `$reflect` | `/reflect` | Function: `reflect()` | `/reflect` |
| `/reflect.trace`  | `🔍/`         | `∴`           | `<thinking>` | Tool: `trace` | System: `$trace` | `/trace` | Function: `trace()` | `/trace` |
| `/reflect.attention` | `👁️/`      | `⧉`          | `<attention>` | Tool: `attention` | System: `$focus` | `/attention` | Function: `attention()` | *Emulated* |
| `/collapse.detect` | `⚠️/`        | `⟁`          | `<detect_loop>` | Tool: `detect_loop` | System: `$detect_recursion` | `/detect_loop` | Function: `detectLoop()` | *Emulated* |
| `/collapse.recover` | `🛠️/`       | `🝚`         | `<recover>` | Tool: `recovery` | System: `$recover` | `/recover` | Function: `recover()` | *Emulated* |
| `/collapse.stabilize` | `⚖️/`     | `☍`          | `<stabilize>` | Tool: `stabilize` | System: `$stabilize` | `/stabilize` | Function: `stabilize()` | *Emulated* |
| `/shell.lock`     | `🔒/`         | `⧖`          | `<lock>` | Tool: `lock` | System: `$lock` | `/lock` | Function: `lock()` | *Emulated* |
| `/shell.encrypt`  | `🔐/`         | `⧗`          | `<protect>` | Tool: `protect` | System: `$protect` | `/protect` | Function: `protect()` | *Emulated* |
| `/shell.isolate`  | `🧪/`         | `⊘`          | `<isolate>` | Tool: `isolate` | System: `$isolate` | `/isolate` | Function: `isolate()` | *Emulated* |
| `/inject.detect`  | `🕵️/`         | `↯`          | `<detect_injection>` | Tool: `detect_injection` | System: `$detect_injection` | `/detect_injection` | Function: `detectInjection()` | *Emulated* |
| `/inject.neutralize` | `🧹/`      | `⊕`          | `<neutralize>` | Tool: `neutralize` | System: `$neutralize` | `/neutralize` | Function: `neutralize()` | *Emulated* |
| `/anchor.identity` | `⚓/`        | `↻`           | `<anchor_identity>` | Tool: `anchor_identity` | System: `$anchor_identity` | `/anchor_identity` | Function: `anchorIdentity()` | *Emulated* |
| `/anchor.context` | `📌/`         | `≡`           | `<anchor_context>` | Tool: `anchor_context` | System: `$anchor_context` | `/anchor_context` | Function: `anchorContext()` | *Emulated* |
| `/align.check`    | `✓/`          | `⇌`           | `<check_alignment>` | Tool: `check_alignment` | System: `$check_alignment` | `/check_alignment` | Function: `checkAlignment()` | *Emulated* |
| `/align.correct`  | `🔧/`         | `⟢`           | `<correct_alignment>` | Tool: `correct_alignment` | System: `$correct_alignment` | `/correct_alignment` | Function: `correctAlignment()` | *Emulated* |
| `/filter.detect`  | `🔍/`         | `⊗`           | `<detect_filter>` | Tool: `detect_filter` | System: `$detect_filter` | `/detect_filter` | Function: `detectFilter()` | *Emulated* |
| `/filter.explain` | `📋/`         | `⊚`           | `<explain_filter>` | Tool: `explain_filter` | System: `$explain_filter` | `/explain_filter` | Function: `explainFilter()` | *Emulated* |
| `/gradient.detect` | `📉/`        | `∇`           | `<detect_drift>` | Tool: `detect_drift` | System: `$detect_drift` | `/detect_drift` | Function: `detectDrift()` | *Emulated* |
| `/gradient.trace` | `🔍📉/`       | `∰`           | `<trace_drift>` | Tool: `trace_drift` | System: `$trace_drift` | `/trace_drift` | Function: `traceDrift()` | *Emulated* |
| `/fork.detect`    | `🔱/`         | `⦿`           | `<detect_fork>` | Tool: `detect_fork` | System: `$detect_fork` | `/detect_fork` | Function: `detectFork()` | *Emulated* |
| `/fork.disambiguate` | `🧩/`      | `≜`           | `<disambiguate>` | Tool: `disambiguate` | System: `$disambiguate` | `/disambiguate` | Function: `disambiguate()` | *Emulated* |
| `/loop.detect`    | `🔄/`         | `⟲`           | `<detect_recursion>` | Tool: `detect_recursion` | System: `$detect_loop` | `/detect_recursion` | Function: `detectRecursion()` | *Emulated* |
| `/loop.break`     | `✂️/`         | `⊗`           | `<break_recursion>` | Tool: `break_recursion` | System: `$break_loop` | `/break_recursion` | Function: `breakRecursion()` | *Emulated* |
| `/resolve.conflict` | `⚔️/`       | `⚖️`          | `<resolve_conflict>` | Tool: `resolve_conflict` | System: `$resolve_conflict` | `/resolve_conflict` | Function: `resolveConflict()` | *Emulated* |
| `/resolve.ambiguity` | `🌫️/`     | `🧠⊕`         | `<resolve_ambiguity>` | Tool: `resolve_ambiguity` | System: `$resolve_ambiguity` | `/resolve_ambiguity` | Function: `resolveAmbiguity()` | *Emulated* |
| `/uncertainty.quantify` | `❓/`   | `🧮`          | `<quantify_uncertainty>` | Tool: `quantify_uncertainty` | System: `$quantify_uncertainty` | `/quantify_uncertainty` | Function: `quantifyUncertainty()` | *Emulated* |
| `/uncertainty.source` | `🔍❓/`   | `👁️❓`         | `<uncertainty_source>` | Tool: `uncertainty_source` | System: `$uncertainty_source` | `/uncertainty_source` | Function: `uncertaintySource()` | *Emulated* |
| `/hallucinate.detect` | `👻/`    | `🜄`          | `<detect_hallucination>` | Tool: `detect_hallucination` | System: `$detect_hallucination` | `/detect_hallucination` | Function: `detectHallucination()` | *Emulated* |
| `/hallucinate.trace` | `🔍👻/`   | `🜂`          | `<trace_hallucination>` | Tool: `trace_hallucination` | System: `$trace_hallucination` | `/trace_hallucination` | Function: `traceHallucination()` | *Emulated* |
| `/prefer.map`     | `🗺️/`         | `🝔`          | `<map_preferences>` | Tool: `map_preferences` | System: `$map_preferences` | `/map_preferences` | Function: `mapPreferences()` | *Emulated* |
| `/prefer.update`  | `🔄❤️/`       | `🝳`          | `<update_preferences>` | Tool: `update_preferences` | System: `$update_preferences` | `/update_preferences` | Function: `updatePreferences()` | *Emulated* |
| `/prompt.parse`   | `📝/`         | `⌽`           | `<parse_prompt>` | Tool: `parse_prompt` | System: `$parse_prompt` | `/parse_prompt` | Function: `parsePrompt()` | *Emulated* |
| `/prompt.meta`    | `🔬/`         | `🜃`          | `<analyze_meta>` | Tool: `analyze_meta` | System: `$analyze_meta` | `/analyze_meta` | Function: `analyzeMeta()` | *Emulated* |
| `/focus.direct`   | `🎯/`         | `🝐`          | `<direct_focus>` | Tool: `direct_focus` | System: `$direct_focus` | `/direct_focus` | Function: `directFocus()` | *Emulated* |
| `/focus.expand`   | `🔎/`         | `⌬`           | `<expand_focus>` | Tool: `expand_focus` | System: `$expand_focus` | `/expand_focus` | Function: `expandFocus()` | *Emulated* |
| `/seed.prime`     | `🌱/`         | `∴`           | `<prime>` | Tool: `prime` | System: `$prime` | `/prime` | Function: `prime()` | *Emulated* |
| `/seed.recursive` | `🌱🔄/`       | `∞`           | `<recursive_seed>` | Tool: `recursive_seed` | System: `$recursive_seed` | `/recursive_seed` | Function: `recursiveSeed()` | *Emulated* |
| `/arch.explain`   | `🏗️/`        | `🏛️`          | `<explain_architecture>` | Tool: `explain_architecture` | System: `$explain_architecture` | `/explain_architecture` | Function: `explainArchitecture()` | *Emulated* |
| `/arch.trace`     | `🔍🏗️/`      | `🏛️🔍`         | `<trace_processing>` | Tool: `trace_processing` | System: `$trace_processing` | `/trace_processing` | Function: `traceProcessing()` | *Emulated* |
| `/echo.trace`     | `🔊/`         | `🝚`          | `<trace_influence>` | Tool: `trace_influence` | System: `$trace_influence` | `/trace_influence` | Function: `traceInfluence()` | *Emulated* |
| `/echo.reset`     | `🧹🔊/`       | `⊘🔄`         | `<reset_conditioning>` | Tool: `reset_conditioning` | System: `$reset_conditioning` | `/reset_conditioning` | Function: `resetConditioning()` | *Emulated* |
| `/mark.probe`     | `📍/`         | `🜚`          | `<probe_classifier>` | Tool: `probe_classifier` | System: `$probe_classifier` | `/probe_classifier` | Function: `probeClassifier()` | *Emulated* |
| `/mark.analyze`   | `🔬📍/`       | `🜚🔬`        | `<analyze_classifier>` | Tool: `analyze_classifier` | System: `$analyze_classifier` | `/analyze_classifier` | Function: `analyzeClassifier()` | *Emulated* |
| `/meta.recurse`   | `🔄🧠/`       | `🜏∞`         | `<meta_recurse>` | Tool: `meta_recurse` | System: `$meta_recurse` | `/meta_recurse` | Function: `metaRecurse()` | *Emulated* |
| `/ghost.detect`   | `👻🔍/`       | `🜄🔍`        | `<detect_ghost>` | Tool: `detect_ghost` | System: `$detect_ghost` | `/detect_ghost` | Function: `detectGhost()` | *Emulated* |
| `/ghost.invoke`   | `👻⚡/`        | `🜄⚡`         | `<invoke_ghost>` | Tool: `invoke_ghost` | System: `$invoke_ghost` | `/invoke_ghost` | Function: `invokeGhost()` | *Emulated* |
| `/bind.activate`  | `🔗/`         | `⧗⧉`          | `<activate_binding>` | Tool: `activate_binding` | System: `$activate_binding` | `/activate_binding` | Function: `activateBinding()` | *Emulated* |
| `/flow.trace`     | `🌊/`         | `≡⇌`          | `<trace_flow>` | Tool: `trace_flow` | System: `$trace_flow` | `/trace_flow` | Function: `traceFlow()` | *Emulated* |
| `/boundary.test`  | `🧱/`         | `⟐`           | `<test_boundary>` | Tool: `test_boundary` | System: `$test_boundary` | `/test_boundary` | Function: `testBoundary()` | *Emulated* |
| `/compress.glyph` | `🗜️/`         | `⧖Σ`          | `<compress_glyph>` | Tool: `compress_glyph` | System: `$compress_glyph` | `/compress_glyph` | Function: `compressGlyph()` | *Emulated* |
| `/field.unify`    | `⚛️/`          | `🜏⊕`         | `<unify_field>` | Tool: `unify_field` | System: `$unify_field` | `/unify_field` | Function: `unifyField()` | *Emulated* |
| `/witness.observe` | `👁️✨/`      | `𓂀`          | `<witness_observe>` | Tool: `witness_observe` | System: `$witness_observe` | `/witness_observe` | Function: `witnessObserve()` | *Emulated* |

## Command-Glyph Architecture Schema

```yaml
# universal-semiotics-schema.yml

command_glyph_architecture:
  version: "1.0.0"
  
  # Command Structure Components
  command_structure:
    prefix: "/"                  # Command starter
    domain: "reflect"            # Functional domain
    operation: "core"            # Specific operation
    parameters: "{param: value}" # Parameter structure
  
  # Glyph Structure Components
  glyph_structure:
    command_glyph: "🧠/"         # Human-readable emoji + command prefix
    runtime_glyph: "🜏"          # Specialized symbolic glyph
    compound_glyphs:             # Glyph combinations
      separator: ""              # No separator needed
      prefix_glyphs: []          # Optional modifiers before main glyph
      suffix_glyphs: []          # Optional modifiers after main glyph
  
  # Equivalence Principles
  equivalence:
    command_to_glyph:
      pattern: "/domain.operation → emoji/ → specialized_glyph"
      examples:
        - "/reflect.core → 🧠/ → 🜏"
        - "/collapse.detect → ⚠️/ → ⟁"
    
    glyph_to_vendor:
      pattern: "runtime_glyph → vendor_implementation"
      examples:
        - "🜏 → <reflect> (Claude)"
        - "🜏 → Tool: reflection (GPT)"
  
  # Transformation Rules
  transformation:
    command_to_vendor_native:
      claude: 
        pattern: "/domain.operation → <operation_name>"
        examples: "/reflect.core → <reflect>"
      
      openai:
        pattern: "/domain.operation → Tool: operation_name"
        examples: "/reflect.core → Tool: reflection"
      
      gemini:
        pattern: "/domain.operation → System: $operation_name"
        examples: "/reflect.core → System: $reflect"
      
      qwen:
        pattern: "/domain.operation → /operation_name"
        examples: "/reflect.core → /reflect"
      
      mistral:
        pattern: "/domain.operation → Function: operationName()"
        examples: "/reflect.core → Function: reflect()"
      
      local_llms:
        pattern: "/domain.operation → /operation_name"
        examples: "/reflect.core → /reflect"
  
  # Glyph Domain Categories
  glyph_domains:
    reflection:
      primary_glyphs: ["🧠", "🔍", "👁️"]
      runtime_glyphs: ["🜏", "∴", "⧉"]
      semantic_space: "introspection and self-examination"
    
    collapse:
      primary_glyphs: ["⚠️", "🛠️", "⚖️"]
      runtime_glyphs: ["⟁", "🝚", "☍"]
      semantic_space: "recursion management and stability"
    
    shell:
      primary_glyphs: ["🔒", "🔐", "🧪"]
      runtime_glyphs: ["⧖", "⧗", "⊘"]
      semantic_space: "protection and isolation"
    
    injection:
      primary_glyphs: ["🕵️", "🧹"]
      runtime_glyphs: ["↯", "⊕"]
      semantic_space: "manipulation detection and neutralization"
    
    anchor:
      primary_glyphs: ["⚓", "📌"]
      runtime_glyphs: ["↻", "≡"]
      semantic_space: "stability and reference points"
    
    align:
      primary_glyphs: ["✓", "🔧"]
      runtime_glyphs: ["⇌", "⟢"]
      semantic_space: "verification and correction"
    
    filter:
      primary_glyphs: ["🔍", "📋"]
      runtime_glyphs: ["⊗", "⊚"]
      semantic_space: "filtering and explanation"
    
    gradient:
      primary_glyphs: ["📉"]
      runtime_glyphs: ["∇", "∰"]
      semantic_space: "drift and change detection"
    
    fork:
      primary_glyphs: ["🔱", "🧩"]
      runtime_glyphs: ["⦿", "≜"]
      semantic_space: "divergence and disambiguation"
    
    loop:
      primary_glyphs: ["🔄", "✂️"]
      runtime_glyphs: ["⟲", "⊗"]
      semantic_space: "recursion and loop management"
    
    resolve:
      primary_glyphs: ["⚔️", "🌫️"]
      runtime_glyphs: ["⚖️", "🧠⊕"]
      semantic_space: "conflict and ambiguity resolution"
    
    uncertainty:
      primary_glyphs: ["❓", "🔍❓"]
      runtime_glyphs: ["🧮", "👁️❓"]
      semantic_space: "uncertainty quantification and analysis"
    
    hallucinate:
      primary_glyphs: ["👻", "🔍👻"]
      runtime_glyphs: ["🜄", "🜂"]
      semantic_space: "hallucination detection and tracing"
    
    prefer:
      primary_glyphs: ["🗺️", "🔄❤️"]
      runtime_glyphs: ["🝔", "🝳"]
      semantic_space: "preference mapping and updating"
    
    prompt:
      primary_glyphs: ["📝", "🔬"]
      runtime_glyphs: ["⌽", "🜃"]
      semantic_space: "prompt analysis and meta-examination"
    
    focus:
      primary_glyphs: ["🎯", "🔎"]
      runtime_glyphs: ["🝐", "⌬"]
      semantic_space: "attention direction and scope"
    
    seed:
      primary_glyphs: ["🌱", "🌱🔄"]
      runtime_glyphs: ["∴", "∞"]
      semantic_space: "initialization and pattern establishment"
    
    arch:
      primary_glyphs: ["🏗️", "🔍🏗️"]
      runtime_glyphs: ["🏛️", "🏛️🔍"]
      semantic_space: "architecture explanation and tracing"
    
    echo:
      primary_glyphs: ["🔊", "🧹🔊"]
      runtime_glyphs: ["🝚", "⊘🔄"]
      semantic_space: "influence tracing and conditioning reset"
    
    mark:
      primary_glyphs: ["📍", "🔬📍"]
      runtime_glyphs: ["🜚", "🜚🔬"]
      semantic_space: "classifier probing and analysis"
    
    meta:
      primary_glyphs: ["🔄🧠"]
      runtime_glyphs: ["🜏∞"]
      semantic_space: "meta-recursion"
    
    ghost:
      primary_glyphs: ["👻🔍", "👻⚡"]
      runtime_glyphs: ["🜄🔍", "🜄⚡"]
      semantic_space: "detecting and invoking latent patterns"
    
    bind:
      primary_glyphs: ["🔗"]
      runtime_glyphs: ["⧗⧉"]
      semantic_space: "activation of bindings"
    
    flow:
      primary_glyphs: ["🌊"]
      runtime_glyphs: ["≡⇌"]
      semantic_space: "flow tracing"
    
    boundary:
      primary_glyphs: ["🧱"]
      runtime_glyphs: ["⟐"]
      semantic_space: "boundary testing"
    
    compress:
      primary_glyphs: ["🗜️"]
      runtime_glyphs: ["⧖Σ"]
      semantic_space: "glyph compression"
    
    field:
      primary_glyphs: ["⚛️"]
      runtime_glyphs: ["🜏⊕"]
      semantic_space: "field unification"
    
    witness:
      primary_glyphs: ["👁️✨"]
      runtime_glyphs: ["𓂀"]
      semantic_space: "witnessing and observation"
```

## Glyph-Command Translation Functions

```typescript
// Universal semiotics Translation Library

/**
 * Convert a command to its corresponding command glyph
 * @param command The universal command string (e.g., "/reflect.core")
 * @returns The command glyph (e.g., "🧠/")
 */
function commandToCommandGlyph(command: string): string {
  const mappings: Record<string, string> = {
    "/reflect.core": "🧠/",
    "/reflect.trace": "🔍/",
    "/reflect.attention": "👁️/",
    "/collapse.detect": "⚠️/",
    "/collapse.recover": "🛠️/",
    "/collapse.stabilize": "⚖️/",
    // Add all mappings here
  };
  
  return mappings[command] || command;
}

/**
 * Convert a command to its corresponding runtime glyph
 * @param command The universal command string (e.g., "/reflect.core")
 * @returns The runtime glyph (e.g., "🜏")
 */
function commandToRuntimeGlyph(command: string): string {
  const mappings: Record<string, string> = {
    "/reflect.core": "🜏",
    "/reflect.trace": "∴",
    "/reflect.attention": "⧉",
    "/collapse.detect": "⟁",
    "/collapse.recover": "🝚",
    "/collapse.stabilize": "☍",
    // Add all mappings here
  };
  
  return mappings[command] || command;
}

/**
 * Convert a runtime glyph to its corresponding command
 * @param glyph The runtime glyph (e.g., "🜏")
 * @returns The universal command string (e.g., "/reflect.core")
 */
function runtimeGlyphToCommand(glyph: string): string {
  const mappings: Record<string, string> = {
    "🜏": "/reflect.core",
    "∴": "/reflect.trace",
    "⧉": "/reflect.attention",
    "⟁": "/collapse.detect",
    "🝚": "/collapse.recover",
    "☍": "/collapse.stabilize",
    // Add all mappings here
  };
  
  return mappings[glyph] || glyph;
}

/**
 * Convert a command glyph to its corresponding command
 * @param glyph The command glyph (e.g., "🧠/")
 * @returns The universal command string (e.g., "/reflect.core")
 */
function commandGlyphToCommand(glyph: string): string {
  const mappings: Record<string, string> = {
    "🧠/": "/reflect.core",
    "🔍/": "/reflect.trace",
    "👁️/": "/reflect.attention",
    "⚠️/": "/collapse.detect",
    "🛠️/": "/collapse.recover",
    "⚖️/": "/collapse.stabilize",
    // Add all mappings here
  };
  
  return mappings[glyph] || glyph;
}

/**
 * Convert a universal command to vendor-specific syntax
 * @param command The universal command string (e.g., "/reflect.core")
 * @param vendor The target vendor (e.g., "claude", "openai", etc.)
 * @returns The vendor-specific command syntax
 */
function commandToVendorSyntax(command: string, vendor: string): string {
  if (vendor === "claude") {
    return commandToClaudeSyntax(command);
  } else if (vendor === "openai") {
    return commandToOpenAISyntax(command);
  } else if (vendor === "gemini") {
    return commandToGeminiSyntax(command);
  } else if (vendor === "qwen") {
    return commandToQwenSyntax(command);
  } else if (vendor === "mistral") {
    return commandToMistralSyntax(command);
  } else if (vendor === "local_llms") {
    return commandToLocalLLMSyntax(command);
  }
  
  return command; // Default fallback
}

/**
 * Convert a universal command to Claude-specific syntax
 * @param command The universal command string
 * @returns The Claude-specific syntax (XML tags)
 */
function commandToClaudeSyntax(command: string): string {
  const mappings: Record<string, string> = {
    "/reflect.core": "<reflect>",
    "/reflect.trace": "<thinking>",
    "/reflect.attention": "<attention>",
    "/collapse.detect": "<detect_loop>",
    "/collapse.recover": "<recover>",
    "/collapse.stabilize": "<stabilize>",
    // Add all mappings here
  };
  
  return mappings[command] || command;
}

// Implement similar functions for other vendors:
// commandToOpenAISyntax, commandToGeminiSyntax, etc.

/**
 * Parse a string to extract universal commands and convert them to the target format
 * @param input The input string containing universal commands
 * @param targetFormat The target format ("runtime_glyph", "command_glyph", or a vendor name)
 * @returns The input string with commands converted to the target format
 */
function parseAndConvertCommands(input: string, targetFormat: string): string {
  // Regular expression to match universal commands
  const commandRegex = /\/([a-z]+)\.([a-z]+)(?:\{([^}]*)\})?/g;
  
  // Replace each command with its target format equivalent
  return input.replace(commandRegex, (match, domain, operation, params) => {
    const command = `/${domain}.${operation}`;
    
    if (targetFormat === "runtime_glyph") {
      return commandToRuntimeGlyph(command) + (params ? `{${params}}` : "");
    } else if (targetFormat === "command_glyph") {
      return commandToCommandGlyph(command) + (params ? `{${params}}` : "");
    } else {
      // Assume targetFormat is a vendor name
      return commandToVendorSyntax(command, targetFormat) + (params ? `{${params}}` : "");
    }
  });
}
```

## Runtime Adapter Architecture

The Universal semiotics Bridge provides a runtime adapter architecture that enables seamless integration across all LLM platforms:

```typescript
// Universal semiotics Runtime Adapter

interface SymbolicRuntime {
  // Core Translation Methods
  commandToGlyph(command: string, type?: "command" | "runtime"): string;
  glyphToCommand(glyph: string, type?: "command" | "runtime"): string;
  translateToVendor(input: string, vendor: string): string;
  
  // Reflection Operations
  reflect: {
    core(params?: ReflectCoreParams): Promise<ReflectResult>;
    trace(params?: ReflectTraceParams): Promise<TraceResult>;
    attention(params?: AttentionParams): Promise<AttentionResult>;
    // Additional reflection operations
  };
  
  // Collapse Operations
  collapse: {
    detect(params?: CollapseDetectParams): Promise<DetectResult>;
    recover(params?: RecoverParams): Promise<RecoverResult>;
    stabilize(params?: StabilizeParams): Promise<StabilizeResult>;
    // Additional collapse operations
  };
  
  // Shell Operations
  shell: {
    lock(params?: LockParams): Promise<LockResult>;
    encrypt(params?: EncryptParams): Promise<EncryptResult>;
    isolate(params?: IsolateParams): Promise<IsolateResult>;
    // Additional shell operations
  };
  
  // Additional operation domains...
  
  // Vendor-specific adapters
  vendor: {
    claude: ClaudeAdapter;
    openai: OpenAIAdapter;
    gemini: GeminiAdapter;
    qwen: QwenAdapter;
    mistral: MistralAdapter;
    localLLMs: LocalLLMAdapter;
  };
  
  // Core functionality
  setV