Algorithmic fairness metrics

Per-span citations mean your document store's version history is now part of the audit trail

A dev.to write-up specifies a response contract where every sentence names the doc_version and char_range supporting it. That is good engineering. It also puts ingestion immutability, rather than logging, under review.