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Author

Mohammad Wardat

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AgentInspect: Diagnosing Behavioral Failures in Artificial Intelligence Agents

This work developed AgentInspect, a framework that automatically detects six types of behavioral failures in LangChain-based AI agents by analyzing their execution trajectories across three evaluation settings: a baseline setting using real tool responses, a simulated setting incorporating synthetic tool responses, and a hybrid setting that combines the real and simulated tool responses.

Ruchira Manke, Mohammad Wardat, Hridesh Rajan et al. · 1 citation
Review Jul 2026

From Discussion to Execution: Replicating Buggy and Correct Data Science Code

Reprodgen is introduced, a large language model (LLM) based framework for automatically replicating executable buggy and patched data science programs from Q&A forum posts, and results show reliable replication with clear differences in model performance.

Ragib Shahariar Ayon, Mohammad Wardat, Shibbir Ahmed · 0 citations

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