Author

He Ye

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Preprint Jul 2026

LoopsBench: From Harness Engineering to Loop Engineering in Coding Agent Evaluation

Coding agent infrastructure is shifting from harness engineering toward loop engineering as coding agents are deployed for sustained long-horizon software development. Existing benchmarks often center on localized tasks or end-state outcomes, offering limited insight into sustained execution. We introduce LOOPSBENCH, a...

Han Li, Zhemin Fang, Rili Feng et al. · 1 citation

Preprint Jul 2026

Failure as a Process: An Anatomy of CLI Coding Agent Trajectories

The findings show that coding-agent failures are predominantly driven by epistemic errors, typically begin within the first few execution steps, and often remain hidden until recovery is no longer possible, suggesting that improving coding-agent reliability requires earlier validation and intervention rather than relyi...

Xian-Hai Zhao, Han Li, Shuai Li et al. · 4 citations