[mustfaaaa]

Summary

• regenerate the evaluation report from the current checkpoint and five benchmark files
• reconcile the stale 300-case total with the actual 268-case suite
• record partial at 60/60 and gradient at 12/18 with exact reproducibility settings
• add machine-readable evidence, input hashes, and report freshness tests

Validation

• full 268-case evaluation: 259/268 exact match, 268/268 verified, 0 exceptions
• python -m unittest tests.unit.test_eval_report_freshness -v: 2 tests passed
• Markdown output matches the JSON summary

This PR updates reporting and measurement only; it does not change model quality.

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