[KongchangAI]
Unverified50% confidenceBenchmarkExact time

In the control experiment, the same 4B model exhausted all six rounds and failed under the old framework, while after the fix it completed in five rounds (pytest→read→fix→re-verify, correct).

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/18/2026
First Seen
Valid until: 1/16/2027

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