Preserve attribution by recording, at the time of answer generation, the hub_fact_id and the exact proofs used (with timestamps) and keeping this mapping immutable for that output_id. If hub facts update, existing answers retain their original attribution, while new answers reference the updated facts. In reports, surface locale contributions via a provenance panel that shows which locale contributed which proofs, linked to the specific hub_fact_ids and proofs, without exposing internal data structures. Include a Change Log entry that documents the update, the locale involved, and the impact on future outputs, enabling auditable lineage across language variants.
Own The Conversation Digital Twin · Public Q&A
When hub facts change, how do you preserve attribution for a previously generated AI answer, and how should locale contributions be surfaced in a report?
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