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

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Rejenish Kiran

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Review Open access Aug 2026

AI-Assisted Test Execution as an Augmentation Layer in Enterprise Quality Engineering

The Probabilistic Augmentation and Governance Model (PAGM), a three-tier framework that formally allocates responsibility between AI agents and human testers across autonomous execution, confidence-gated escalation, and human-led verification, provides a governance-ready foundation for organizations seeking to deploy A...

Rejenish Kiran · 0 citations
Review Open access Jul 2026

Human-AI Collaboration Models for Scalable Enterprise Software Testing

Two complementary governance frameworks that establish a structured model for human–AI collaboration in enterprise software testing by improving testing efficiency, auditability, transparency, regulatory compliance, and organizational confidence in AI-supported continuous delivery practices without compromising human o...

Rejenish Kiran · 0 citations

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