Hierarchical Planning

Interleaving reasoning and tool use.

Simple agent responding directly to inputs.

Agent reasoning about future outcomes.

Distributed agents producing emergent intelligence.

A system that perceives state, selects actions, and pursues goals—often combining LLM reasoning with tools and memory.

System that independently pursues goals over time.

Agent calls external tools dynamically.

Number of steps considered in planning.