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Chunqiu Steven Xia

2 papers indexed

arxivcs.SEcs.AI2026-07-10

Do These Violent Delights Have Violent Ends? Measuring the Post-Merge Fate of Agentic Code

Chunqiu Steven Xia, Courtney Miller

Agentic coding tools are increasingly used to make autonomous repository-level changes to real-world projects. Prior work has largely evaluated these contributions at the pre-merge stage, through outcomes such as pull request acceptance and review effort. Far less is known about…

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arxivcs.AI2026-07-02

SwarmResearch: Orchestrating Coding Agents for Open-Ended Discovery

Yuvraj Virk, Zack Edds, Chunqiu Steven Xia, Lingming Zhang

Long-running coding agents such as autoresearch can persistently discover optimizations for open-ended problems. However, they tend to converge onto a single high-level approach, then proceed with low-level edits while missing other superior approaches to the problem. We hypothes…

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