Where Did the Update Go? Certifying Declared Change Envelopes for Model Updates

This paper proposes methods to certify and verify declared changes in AI model updates, addressing the challenge of ensuring transparency and accountability when models are modified in production. The work provides technical approaches to validate that model updates conform to their stated intentions, relevant for regulated industries requiring audit trails and change control compliance.

This paper proposes methods to certify and verify declared changes in AI model updates, addressing the challenge of ensuring transparency and accountability when models are modified in production. The work provides technical approaches to validate that model updates conform to their stated intentions, relevant for regulated industries requiring audit trails and change control compliance.

Legal AI must preserve privilege, satisfy ethics rules, and keep client data within a defensible perimeter. QuettaMinds helps law firms and legal departments deploy AI that is structurally compliant, not just policy-compliant.