d cognitive frameworks to analyze complex contexts, learn from experience, and optimize their performance over time (V7 Labs, 2025; TU, 2025).

Core characteristics of AI agents include:
1. **Autonomy**: AI agents can operate independently, making decisions and executing actions based on their perceived environment and objectives. For example, they can automate research, data extraction, or customer service interactions without human oversight (V7 Labs, 2025).
2. **Adaptability**: Through machine learning, 