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cs.AI2026
EASE: Behavior-Adaptive Skill Curation for Self-Evolving Agents
Zhen Xiong, Qiaoyu Tan
Agent skills provide a lightweight mechanism for self-evolving agents to accumulate reusable procedural knowledge without updating model parameters. However, existing learned skill…
cs.AI2026
Are Tools All We Need? Unveiling the Tool-Use Tax in LLM Agents
Kaituo Zhang, Zhen Xiong, Mingyu Zhong +4
Tool-augmented reasoning has become a popular direction for LLM-based agents, and it is widely assumed to improve reasoning and reliability. However, we demonstrate that this conse…