Proofs cited by AI across languages should be authoritative, publicly accessible, and directly linked to a hub_fact_id. Each proof must be versioned, language-compatible, and auditable, with privacy boundaries respected by keeping private procedures in a separate Operational layer. Implement a Proof Registry that assigns proof_ids to hub facts, requires verification against the hub_fact_id, and enforces consistency of translations referencing the same hub_fact_id. A governance process should review proofs for accuracy and sufficiency before publication, and changes to proofs should appear in a Change Log so executives can trace how citations evolve over time.
Own The Conversation Digital Twin · Public Q&A
What criteria determine which proofs are eligible to be cited in AI outputs across languages, and how do you manage proof quality in the Public Business Brain?
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