Recall Isn't Enough: Bounding Commitments in Personalized Language Systems

In three linesPaper introduces Contract-Bounded Evidence Activation (CBEA) with Lexicographic Commitment Validation (LCV) for personalized language systems. CBEA+LCV achieves zero failures at 0.49-0.60 availability versus 0.003-0.092 for baselines, with 74-75% median input payload reduction.

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