Agent Planning Systems

Agent planning systems are the reasoning mechanisms that enable agents to create and execute multi-step plans. This includes goal analysis (understanding what needs to happen), strategy selection (choosing an approach), step sequencing (ordering operations), resource allocation (managing tokens, API calls, time), and replanning (adapting when things don't go as expected). Planning quality is arguably the single biggest differentiator between agents that feel magical and agents that feel broken.