This compares to a typical ReAct style agent where you think one step at a time. The advantages of this "plan-and-execute" style agent are:
Explicit long term planning (which even really strong LLMs can struggle with)
Ability to use smaller/weaker models for the execution step, only using larger/better models for the planning step
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