Author

Yun-Long Wang

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Review Oct 2026

Benchmarking Coding Agents under Evolving Requirements

Software development with coding agents often begins with a rough request that users refine after trying the implementation. Final correctness alone does not capture the repeated guidance this process requires. We introduce FeatureLoop, a benchmark of 61 human-reviewed tasks from 34 repositories across five primary pro...

Jia Feng, Alyssa Wu, Cui-Yun Gao et al. · 0 citations

#artificial intelligence Review Oct 2026

FeatureArc: Benchmarking Coding Agents on Evolving Features

A software feature usually evolves over time: developers extend its first version as new use cases and requirements arrive, and each extension builds on code written earlier. Most feature benchmarks evaluate a single request on a fixed codebase. Feature evolution requires evaluating successive extensions on an agent's...

Yun-Long Wang, Alyssa Wu, Cui-Yun Gao et al. · 0 citations