Budget-Constrained Agentic Large Language Models: Intention-Based Planning for Costly Tool Use

Hanbing Liu, Chunhao Tian, Nan An +4

We study budget-constrained tool-augmented agents, where a large language model must solve multi-step tasks by invoking external tools under a strict monetary budget. We formalize…