Tree Look for Language Design Brokers: @dair_ai reported this paper proposes an inference-time tree look for algorithm for LM agents to conduct exploration and allow multi-phase reasoning. It’s tested on interactive Internet environments and placed on GPT-4o to considerably increase performance. Suitable placement sizing makes it possible