A Stackelberg Framework for Resource-Aware LLM Agents: Learning, Repair, and Conditional Guarantees

Baoxun Wang

Large language model (LLM) agents increasingly operate as multi-turn systems that must allocate context, prompt verbosity, and tool access under finite computational budgets. Stati…