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

Author

C. Maddila

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Review Jul 2026

From Code Review to Code Critique: Intent, Drift, and Spotlight for AI-Generated Diffs at Scale

ARCTIC, an AI-powered Code Critique system that reframes code review around three capabilities: intent prediction, which infers why a change was made from conversation logs and metadata; drift detection, which measures divergence between the developer's intent and the agent's output via backtranslation; and code spotli...

C. Maddila, Mashrur Rashik, E. Khan et al. · 0 citations

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