Beta. Funder outcome reports where every reported figure is a receipt: the exact query, the rows it drew from, a content hash of that slice, and a timestamp. Deterministic, offline, and fail-closed. Export is refused if a number in the narrative, or in a chart or comparison claim, cannot be traced to the data that produced it.
i18n python privacy accessibility sqlite nonprofit reproducibility receipts human-in-the-loop grounding data-provenance github-actions responsible-ai local-first signed-bundles grant-reporting outcome-reporting funder-reporting deterministic-sql small-cell-suppression
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Updated
Sep 2, 2026 - Python