Author

Emerson Murphy-Hill

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Review Oct 2026

(When) Should a Software Factory be Lights-off? Benchmarking Code Review Agents on Bug Detection

With the advances of coding agents, software developers are spending more time reviewing code than writing code. As human review velocity falls behind agentic code generation, it is tempting to build automated review agents towards a future of"lights-off"software factory with little to no human supervision. To assess t...

Chenyang Yang, Hao He, Ti-Chung Cheng et al. · 0 citations

Preprint Jul 2026

Plans Work in Mysterious Ways: Evaluating a Plan Mode for Spreadsheet Agents

A prototype of a Plan Mode for spreadsheet programming is built and evaluated against a non-planning baseline and it is found that using Plan Mode led to a reduction in refinement and a better perception of the tool across dimensions of creativity support and human-machine collaboration.

Aayush Kumar, Avik Dutta, Sumit Gulwani et al. · 0 citations