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Finding 6267Emerging EvidenceValidation V0

Counterintuitively, highest-quality layers shouldnt maximize error cuts; their job is minimizing new errors. Model predicts asymmetric effort: early stages lighter, correction-focused; later heavier, caution-focused, with closed-form ordering and comparative statics.

72%Confidence
1Evidence objects
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Evidence trail

Supporting72% linkage confidence
Counterintuitively, highest-quality layers shouldnt maximize error cuts; their job is minimizing new errors. Model predicts asymmetric effort: early stages lighter, correction-focused; later heavier, caution-focused, with closed-form ordering and comparative statics.

key_findings bullet 2 · key_findings

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This Finding was extracted from the configured corpus. It is versioned, traceable, and may evolve through editorial review or new corpus evidence.