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Ming-Jie Ma

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Preprint Aug 2026

Update from Hell: Can Coding Agents Survive Hidden Breakage in Dependency Upgrades?

Evaluating mainstream coding agents on DEPBENCH, a benchmark consisting of 203 real-world dependency-upgrade tasks across five package ecosystems spanning five language communities, each involving hidden code-level changes that require source code adaptation.

Zi-Jian Luo, Runzhi He, Peng-Fei Gao et al. · 0 citations
Jul 2026

Can Large Language Models Generate Observability-Aware Code?

A systematic study of observability in agent-generated systems reveals a consistent gap between diagnostic semantics at the source level and fault signals at runtime, suggesting that current evaluations focusing primarily on functional correctness may overlook observability as an important dimension of practical softwa...

Yongliang Tao, Hong-Yu Zhang, Peng-Fei Gao et al. · 0 citations

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