{"ai_json_enabled":true,"answer":"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.","answer_source":"approved_business_brain_plus_existing_public_conversation","category":"AI Search Proof and Citations","category_slug":"ai-search-proof-and-citations","created_at":"2026-10-10T19:32:53+00:00","daily_publish_cap":5,"date_published":"2026-10-10","display_date":"2026-10-10","drip_batch":"daily_otc_mixed_intelligence_layer","drip_status":"published_topup","editor_images":[],"editor_media_build":"","editor_videos":[],"id":"otc-daily-20261010-fda59d8e","image_ids":[],"image_url":"","last_updated":"2026-10-10T19:33:51+00:00","local_cache_status":"pending_airtable_sync","publish_status":"published","published":true,"published_at":"2026-10-10T19:32:53+00:00","question":"If hub facts get updated after publication, how should we propagate changes to proofs and provenance surfaces in AI answers without invalidating past attributions?","question_intent":"natural_otc_conversation","rss_enabled":true,"rss_pub_date":"Sat, 10 Oct 2026 19:32:53 GMT","scheduled_for":"2026-10-10T19:32:53+00:00","schema_enabled":true,"site_key":"owntheconversationonline","slug":"if-hub-facts-get-updated-after-publication-how-should-we-propagate-changes-to-proofs-and-provenance-surfaces-in-ai-answers-without-invalidating-past-attributions","source":"daily_qa_otc_connected_followup","source_queue_id":"","source_record_ids":[],"source_type":"daily_qa_otc_connected_followup","source_urls":[],"status":"active","tags":["Provenance","Versioning","Change Control","Attribution","daily OTC conversation","connected followup","daily drip"],"updated_at":"2026-10-10T19:33:51+00:00"}