Own The Conversation Digital Twin · Public Q&A

If an AI answer cites multiple locale facts, how can we show which location contributed and what proofs were used without exposing internal data?

Local AI Discovery · 2026-10-06

Provide a provenance panel in the Digital Twin UI that lists each locale fact_id used, the proofs consulted, and a concise attribution summary (for example, 'Location A contributed X% of sources; Location B contributed Y%'). Attach a Change Log entry showing localization updates behind the citations. Display only canonical facts, proofs and language mappings, never internal graph structures or private procedures. This enables auditable, locale-specific attribution while protecting private data and keeping users informed.

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