What would make a byte witness useful in an evaluation review?

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EMET 1.3.0 is public on PyPI and GitHub. It is a byte witness: it can re-check whether a file or evaluation packet still matches recorded bytes and report MATCH, DRIFT, or UNVERIFIABLE.

I am looking for one nonsensitive AI-workflow or eval-reporting failure case that would make this useless in a real review. Good examples: a generated summary that is cleaner than the source, an evaluation packet whose final score hides changed score history, or a receipt that is intact while the underlying task failed.

Install the public package or inspect its adapter tests:
pip install emet==1.3.0
or inspect the source/test:



Limits: byte integrity is not semantic truth, model safety, evaluator independence, or regulatory compliance. If this misses the failure case that matters to you, I want to test that.

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