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Your Agent Aced the Task. Will It Do It Again?
The post introduces the Consistency Analyzer, a cheap black‑box diagnostic that flags flip‑prone decision steps in LLM agent traces, and shows how feeding the resulting consistency guidelines back into ALTK‑Evolve halves the gap between mean success and all‑run success (Pass⁵) on the AppWorld benchmark without hurting average accuracy.
Hugging Facehuggingface.co8 minHN21
