Token Budget Optimization in Recurrent Planning: Strategies for Efficient and Deep Agent Lookahead
As autonomous AI agents become more capable, their ability to plan ahead across multiple steps has become a defining factor of performance. Recurrent planning architectures allow agents to iteratively reason, evaluate outcomes, and refine decisions. However, this power comes at…