Utility-Guided Agent Orchestration for Efficient LLM Tool Use

Boyan Liu, Gongming Zhao, Hongli Xu

Tool-using large language model (LLM) agents often face a fundamental tension between answer quality and execution cost. Fixed workflows are stable but inflexible, while free-form…