Provenance should expose a per-output structured information with: output_id, hub_fact_id, locale, proofs_used (proof_id or public link), attribution_summary, change_log_ref, timestamp, and optional confidence_score. Publicly surface only canonical facts, proofs and language mappings; suppress internal data structures and private workflows. This enables clear attribution across locales while keeping sensitive information private and auditable.
Own The Conversation Digital Twin · Public Q&A
What standard fields should a provenance panel expose to clearly attribute AI outputs to locale sources while preserving privacy and avoiding internal data leakage?
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