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#machine learning Preprint Oct 2026

FC-SWE: Failure-Conditioned RL for Long-Horizon Software Engineering Agents

Repository-level software engineering (SWE) is a challenging long-horizon setting: agents must reason over extended interactions, use tools, and adapt to stateful environments. Recent work trains SWE agents with reinforcement learning methods such as Group Relative Policy Optimization (GRPO), which independently sample...

Liu-Fu Jia, Bin Hu, Lin Jing et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Empty Commitments: When Agents Promise What They Cannot Deliver

A chatbot that says"I will remind you tomorrow"will not run again until the user writes. We call such a promise an empty commitment: a promise of action after the current turn that nothing in the agent's tools or runtime can carry out. Unlike a broken promise, its emptiness is decided by the agent's configuration at th...

Jia-Qi Tang, Bingyu Shen, Lan Wei et al. · 0 citations

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