Assess whether generated content is attributable enough for regulators

SITUATION An examiner asking who authorized last Tuesday's model output put content-attribution tags missing on customer-facing copy in front of vendor-contract AI counsel's operations partner in a regulated entity that cannot reconstruct last month's decisions. This AI Governance Layer / Audit and Vendor Terms close is generated content is attributable from content-attribution tags missing on customer-facing copy, and the live options are Policy or governance breach, Model defect, Dual failure.

DECISION Vendor-contract AI counsel's operations partner in a regulated entity that cannot reconstruct last month's decisions must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using content-attribution tags missing on customer-facing copy after an examiner asking who authorized last Tuesday's model output.

HYPOTHESES TO TEST 1. Authorize Policy or governance breach now; content-attribution tags missing on customer-facing copy already has the discriminator after an examiner asking who authorized last Tuesday's model output. 2. Keep Model defect in force until content-attribution tags missing on customer-facing copy is completed after an examiner asking who authorized last Tuesday's model output for vendor-contract AI counsel's operations partner. 3. Treat content-attribution tags missing on customer-facing copy as Dual failure because both readings appear after an examiner asking who authorized last Tuesday's model output. 4. Refuse a AI Governance Layer close: vendor-contract AI counsel's operations partner does not have the decision generated content is attributable turns on in content-attribution tags missing on customer-facing copy.

ANALYSIS REQUIRED 1. Map the control-plane score in content-attribution tags missing on customer-facing copy to the policy gate vendor-contract AI counsel's operations partner can enforce. 2. Name the override that would let generated content is attributable proceed without a silent bypass. 3. Test whether an examiner asking who authorized last Tuesday's model output changed routing, logging, or human-in-the-loop on the live agent path. 4. For this AI Governance Layer Audit and Vendor Terms file, read content-attribution tags missing on customer-facing copy against an examiner asking who authorized last Tuesday's model output and write the one fact that would move generated content is attributable for vendor-contract AI counsel's operations partner.

RECOMMENDATION Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance Layer / Audit and Vendor Terms packet (content-attribution tags missing on customer-facing copy after an examiner asking who authorized last Tuesday's model output). The follow-on Audit and Vendor Terms action is what vendor-contract AI counsel's operations partner does next: implement the option, assign an owner, and log the missing fact.