Board AI liaison must resolve whether a shadow system must be decommissioned

Situation

After a new use case bolted onto a model approved for a narrower purpose, generative-AI acceptable-use policy draft is what board AI liaison can touch in a city using a hiring-screen algorithm. AI Governance will live with Policy or governance breach versus Model defect on this Bias and Training Data file.

Decision

Board AI liaison in a city using a hiring-screen algorithm must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using generative-AI acceptable-use policy draft after a new use case bolted onto a model approved for a narrower purpose.

Hypotheses to test

• Generative-AI acceptable-use policy draft reads as Policy or governance breach once a new use case bolted onto a model approved for a narrower purpose is lined up to the same AI Governance population.
• Generative-AI acceptable-use policy draft is closer to Model defect after a new use case bolted onto a model approved for a narrower purpose; Policy or governance breach would over-claim this Bias and Training Data extract.
• Dual failure is still live in generative-AI acceptable-use policy draft for board AI liaison in a city using a hiring-screen algorithm.
• Generative-AI acceptable-use policy draft is missing the fact board AI liaison needs after a new use case bolted onto a model approved for a narrower purpose; stop this AI Governance close.

Analysis required

• Reproduce the incident row in generative-AI acceptable-use policy draft and say whether it ever touched production data.
• Split policy-or-governance failure from a model defect using prompts, outputs, and human edits in generative-AI acceptable-use policy draft.
• Reproduce the incident row in generative-AI acceptable-use policy draft and say whether it ever touched production data.
• For this AI Governance Bias and Training Data file, read generative-AI acceptable-use policy draft against a new use case bolted onto a model approved for a narrower purpose and write the one fact that would move a shadow system must for board AI liaison.

Recommendation

Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance / Bias and Training Data packet (generative-AI acceptable-use policy draft after a new use case bolted onto a model approved for a narrower purpose). If generative-AI acceptable-use policy draft cannot force a AI Governance label under Bias and Training Data, stop. If generative-AI acceptable-use policy draft after a new use case bolted onto a model approved for a narrower purpose cannot support Policy or governance breach versus Model defect on this AI Governance Bias and Training Data close, board AI liaison must leave the classification unresolved and name the missing control or provenance fact.

Command returns

• Bottom-line AI Governance option on a shadow system must, then the evidence in generative-AI acceptable-use policy draft, then the action for board AI liaison
• Hypothesis scorecard against generative-AI acceptable-use policy draft: supported / rejected / untestable
• Bias and Training Data finding in generative-AI acceptable-use policy draft that a second reviewer can re-perform
• Missing page in generative-AI acceptable-use policy draft after a new use case bolted onto a model approved for a narrower purpose, if any