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The Verifier is the Curriculum: Precision Sets the Return on Search in Code Self-Distillation
Post-training a code generator against a learned judge can optimize proxy features that raise the score without improving the artifact. We study the opposite signal: a deterministic, judge-free filter that asks only whet…