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

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Usman Karim

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Review Open access Sep 2026

Rethinking Code Review in the Age of Generative AI: A Conceptual Framework for Layered Software Verification

It is concluded that generative AI does not eliminate the need for human code review but requires a redesign of its role and proposes a four-layer verification architecture comprising deterministic automated verification, AI-assisted contextual verification, independent human technical review, and human accountability...

Usman Karim · 0 citations

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