SOURCE 0 - THE OPPOSABILITY STANDARD

Certification of an AI system before deployment and proof that a specific decision was lawful at the moment it occurred are two distinct evidentiary claims, routinely conflated under the same vocabulary of compliance and audit trails. This article sets out where qualified timestamping, blockchain anchoring, and runtime governance stop, and where legal opposability begins.