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From Harness to Loop: Managing Agent Badcases

From Harness to Loop: Managing Agent Badcases
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📚Read original on InfoQ中国
#agent-operations#production-debugging#evaluation-loop阿福-agent-小队阿福-agentharness

💡Learn how an Agent team turns nonstop production failures into a repeatable improvement loop.

⚡ 30-Second TL;DR

What Changed

The 阿福 Agent team is dealing with continuously arriving badcases from live production.

Why It Matters

The practices may help AI teams move from ad hoc bug fixing toward a repeatable production evaluation loop. This is particularly relevant for teams operating agents where failure cases evolve continuously after deployment.

What To Do Next

Create a production badcase replay set and connect it to a Harness-based evaluation loop before changing your agent prompts or tools.

Who should care:Developers & AI Engineers

Key Points

  • The 阿福 Agent team is dealing with continuously arriving badcases from live production.
  • Harness is used as part of the agent evaluation and issue-handling workflow.
  • An iterative Loop connects production feedback, diagnosis, and agent improvement.
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Original source: InfoQ中国

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