Author

Shuai Li

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Preprint Aug 2026

Explicit State Elicitation Is Not Enough: A Controlled Audit of Memory-Policy Classification

Family-level and seed-stability analyses show that example-level accuracy overstates counterfactual consistency: complete four-way family success is rare, and an exploratory follow-up that elicits decomposed semantic evidence fails to improve routing for the cleanly evaluated endpoint.

Yi-Hang Chen, Pinyan Qian, Su Wang et al. · 0 citations

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