TraceSIR: A Multi-Agent Framework for Structured Analysis and Reporting of Agentic Execution Traces

Researchers introduce TraceSIR, a multi-agent framework that analyzes execution traces from AI agentic systems to diagnose failures and optimize performance. The system uses three specialized agents to compress traces, identify issues, and generate comprehensive analysis reports, significantly outperforming existing approaches in evaluation tests.