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Jinqiu Yang

2 papers indexed

arxivcs.SE2026-07-30

Preventing Premature Commitment in Coding Agents with an Evidence-Conditioned Execution Layer

Yisen Xu, Chenglin Li, Zehao Wang, Jinqiu Yang, Tse-Hsun Chen

LLM-based coding agents often edit source code or submit patches before examining enough repository evidence to justify the change, a failure pattern we call premature commitment. We present ECLoop, an execution layer that interposes between the agent and the repository to enforc…

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arxivcs.CRcs.AIcs.SE2026-07-22

IssueTrojanBench: Benchmarking AI Coding Agents Against Malicious Issue Requests

Ankur Singh, Jinqiu Yang, Tse-Hsun Chen

AI coding agents powered by LLMs are increasingly integrated into real-world software development, where they generate, edit, and execute code with autonomous access to local files and tools. Coding agents inherit security risks from both the LLM backbone, where adversarial promp…

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