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LLMs can plan complex trips far more effectively when their reasoning is structured as a "forest" of parallel behavior trees, each handling a subtask and coordinated globally.
Forget chain-of-thought prompting – iterative refinement guided by structured verbal critique from a stronger LLM can achieve SOTA reasoning performance without any training.