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Author

David Lo

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Preprint Aug 2026

Fail-Fast, Restart-Smart: Early Failure Prediction and Restart for SWE Agentic Tasks

FailFast-RestartSmart, a two-stage controller for a single active trajectory that supports early termination with sequential same-policy recovery, and results support early termination with sequential same-policy recovery.

Chenyu Wang, Yunbo Lyu, Junda He et al. · 1 citation
Jul 2026

ICAE-Bench: Evaluating Coding Agents as Interactive Project Builders

ICAE-Bench, a benchmark for evaluating coding agents under interactive project-building settings, starts from a fuzzy product requirement, simulating the dynamic paradigm with an automated User Agent, and introduces three key designs.

Zhongyuan Peng, Dan Huang, Chuyu Zhang et al. · 3 citations · ⚡1
Review Jul 2026

How Do Practitioners Build SE Agents? Insights from a Mixed-Methods Study

This paper is the first to study how SE processes are changing in the development of SE agents and what challenges developers face, and describes a seven-stage workflow and five process shifts, including a move toward evaluation-driven development.

Yunbo Lyu, David Williams, Jieke Shi et al. · 0 citations

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