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Dev.to
Dev.to
7/20/2026
AI Agent Run Log Template: Track Cost, Failures, Evidence, and Approval

AI Agent Run Log Template: Track Cost, Failures, Evidence, and Approval

Short summary

A structured run log template for AI agent workflows that captures outcome, role shape, status, evidence, cost, time, failures, and approval decisions — fields a chat transcript alone cannot provide. The author argues that without these operational records, fluent AI output can mask missing deliverables, unsupported claims, or unauthorized actions. The post includes a free browser-based tool (Operator Control Room) and guidance on iterating role shapes after comparable runs.

  • Run logs should track outcome, evidence, cost, time, failure, and human approval — not just chat history
  • Six release conditions must be verified before accepting an AI-generated artifact
  • Compare role shapes across runs and change one variable at a time to improve quality

Generated with AI, which can make mistakes.

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