Author

Hanyu Yang

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Review Jul 2026

Isolation as a First-Class Principle for LLM-Agent System Safety: Concepts, Taxonomy, Challenges and Future Directions

This survey treats isolation as a first-class principle for LLM-agent system safety, and organizes the literature with a boundary-centric taxonomy of five boundaries: user-agent, agent-tool, agent-execution, agent-agent, and system-environment.

Huihao Jing, Wenbin Hu, Shaojin Chen et al. · arXiv.org · 0 citations

Jul 2026

RLPF: Reinforcement Learning from Performance Feedback for Code Generation

This work proposes RLPF, reinforcement learning from performance feedback, which turns execution outcomes into a staged reward, and suggests that code agents can be trained not only to pass tests, but also to optimize the programs they write.

Huihao Jing, Hao-Zhe Cui, Wenbin Hu et al. · arXiv.org · 0 citations