# Claim 5 evaluation

Provisional verdict: `VERIFIED`, conditional on the formal run reproducing the
certificate.

This replaces the judge-criticized soft-histogram proxy with the actual
scaled-dot-product attention operation. It verifies the exact architectural
equivalence asserted by Definition 2; it does not claim that arbitrary
nonuniform attention is permutation invariant.