[KongchangAI]
Unverified50% confidenceOpinionExact time

If permissions are patched in at the upper layer later, it often means having to go back and refactor the entire retrieval pipeline; if provenance is not recorded synchronously at generation time, it is almost impossible to reconstruct the context at the time afterward; and if evaluation metrics are not defined in advance, after launch the only way to discover problems is through user complaints.

1
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50%
Confidence
Long-term
Relevance
10/14/2026
First Seen

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