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arXiv cs.AI·

Insights Generator: Systematic Corpus-Level Trace Diagnostics for LLM Agents

Signal
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Hype
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In three linesInsights Generator is a multi-agent system for diagnosing LLM agent failures at corpus scale. It formulates and tests hypotheses across execution traces to produce evidence-backed insight reports. Human experts using IG improve performance by 30.4pp; coding agents show consistent gains.
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Summary generated by Claude — human-verified