[KongchangAI]
Unverified50% confidenceBenchmarkExact time

In the ablation experiment, replacing the gate with the naïve check commonly used in unconstrained systems (fewer visible errors in recent trajectories), the same loop admitted 309 harmful changes and left the miss rate above 10% in 49 out of 90 runs.

1
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50%
Confidence
Long-term
Relevance
10/9/2026
First Seen

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