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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Nabeel A. Khan

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#explainable ai Open access Sep 2026

The AI Incident Response Protocol: Six Stages, and the Evidence a Reconstruction Requires

An institution asked to explain an AI failure discovers, at that moment and not before, what it wrote down. The discovery is unrecoverable. Evidence is a property of the moment a decision was taken, and an institution that did not capture it then is left assembling an account from what it can still find. It reconstruct...

Nabeel A. Khan · 0 citations
#small language model Open access Aug 2026

PARA: Perception, Action, Reasoning, Adaptation. Four Faculties an Institution Can Revoke

The fourth faculty is Adaptation. Any source rendering it as Reflection is in error, including sources by this author, and the distinction is not cosmetic: reflection is a private act with no external consequence, while adaptation writes to institutional memory, which is why it needs a guardrail and why misnaming it re...

Nabeel A. Khan · 0 citations
#small language model Open access Aug 2026

PARA: Perception, Action, Reasoning, Adaptation. Four Faculties an Institution Can Revoke

The fourth faculty is Adaptation. Any source rendering it as Reflection is in error, including sources by this author, and the distinction is not cosmetic: reflection is a private act with no external consequence, while adaptation writes to institutional memory, which is why it needs a guardrail and why misnaming it re...

Nabeel A. Khan · 2 citations

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