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. · 0 citations

Preprint 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, Haozhe Cui, Wenbin Hu et al. · 0 citations