AINeutralarXiv – CS AI · 14h ago6/10
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Agent Mentor: Framing Agent Knowledge through Semantic Trajectory Analysis
Researchers introduce Agent Mentor, an open-source analytics pipeline that monitors and automatically improves AI agent behavior by analyzing execution logs and iteratively refining system prompts with corrective instructions. The framework addresses variability in large language model-based agent performance caused by ambiguous prompt formulations, demonstrating consistent accuracy improvements across multiple configurations.