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| # 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. | |