Author

Ying Zou

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Review Jul 2026

From Human-Centric to Agentic Code Review: The Impact of Different Generations of Generative AI Technology on Review Quality

The results show that agent-involved collaboration patterns, especially reviews initiated by AI agents or involving multiple AI agents, are associated with faster review decisions under Gradual AI Adoption and Rapid AI Agent Adoption, but these efficiency gains do not translate into better review quality.

Suzhen Zhong, Shayan Noei, Bram Adams et al. · 2 citations

Preprint Aug 2026

RefactorAssist: Agentic Refinement for Reliable Code Refactoring

Results indicate that static checks and test-guided, context-aware agentic repair can increase the reliability of LLM-generated refactorings, bringing them closer to practical integration within developer workflows.

Jonathan Cordeiro, Shayan Noei, Ying Zou · 0 citations