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May 8, 2026 · Updated May 11, 2026

LogAgent: A Multi-Stage Diagnosis Workflow for Failure Logs

A staged agent workflow for log diagnosis, evaluated through real failure buckets and evidence quality.

In Progress Python Agent Workflow Prompting Evaluation
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Context

Log diagnosis is not only about reading raw output. It is about splitting localization, reasoning, evidence gathering, and delivery into separable stages.

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Core problem

Single-agent setups often blur multiple reasoning steps together. The result may sound complete while the evidence chain is weak.

What this project explores

  • structured log parsing,
  • staged candidate generation,
  • evidence-grounded summaries,
  • and iteration driven by failure review.