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Xian-Hai Zhao

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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 relying solely on final-outcome evaluation.

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