[KongchangAI]
Unverified50% confidenceSolutionExact time

Writing the ledger row before the first model call (recording intent before recording result) rather than after success is the key design principle for keeping failed runs traceable.

1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen

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