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An AI agent inherits the quality of the data under it. A model can reason well and still be wrong because the fact it stood on was stale, misattributed, or quietly edited after it was read. Most data
"Signed" gets used as a synonym for "true." It is not. A provenance receipt proves exactly two things, and it is worth naming them, because selling the third is how trust gets burned. What a receipt p
There is no shortage of datasets. There is a shortage of datasets you can put in production and defend when someone asks where a number came from. The gap between the two is provenance. Start with dis
An audit of an AI system rarely turns on model quality. It turns on evidence. The auditor asks you to show, for a given output, what data went in, what the system did, and how you know the record you
