DOCTRINAL REFERENCE Jean-François ELSEN DOCTRINAL REFERENCE Jean-François ELSEN

SOURCE 0 - VOCABULARY

A reference page mapping plain-language questions about AI compliance, timestamps, logs, and legal opposability to the corresponding term in the SOURCE 0 doctrinal vocabulary — for readers who have the question but not yet the terminology.

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PROBATIVE OPPOSABILITY Jean-François ELSEN PROBATIVE OPPOSABILITY Jean-François ELSEN

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.

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