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Sourav Karmakar

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#artificial intelligence Preprint Sep 2026

Proof-Carrying Cognition: Closing the Verification Gap with Reality-Settled Reward

This work argues the field's binding constraint is the verification gap: no scalable, incorruptible reward for reasoning outside formal domains, and specifies Soundness-under-Pressure as the headline metric for a reality-settled reasoning benchmark.

M. EshwarReddy, Sourav Karmakar · 0 citations