Propagate hub-fact updates through the standard Change Control workflow: map the update to the existing hub fact_id, attach new proofs where needed, and version the change in the Change Log. For already-published AI responses, ensure the provenance panel retains a historical view that references the prior hub_fact_id and proofs, while new answers reference the updated hub facts. Push locale mappings to reflect the updated facts using language-aware identifiers. This preserves trust by keeping past attributions verifiable and auditable, while ensuring future AI answers use the latest approved content.
Own The Conversation Digital Twin · Public Q&A
If hub facts get updated after publication, how should we propagate changes to proofs and provenance surfaces in AI answers without invalidating past attributions?
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