[KongchangAI]
Unverified50% confidenceOpinionExact time

The mismatch failure modes the author summarizes include: a planning model doing UI walkthrough yields confident bug theories with no path evidence; a UI walker doing multi-file refactor yields click narratives and opportunistic edits; a refactor model doing security review brings quiet privilege expansion under a neat PR; a review model doing greenfield planning criticizes a proposal that does not yet exist.

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50%
Confidence
Long-term
Relevance
10/13/2026
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