4.1Why Single Agents Hit Limits

Single agents hit limitations: they lose context over long sessions, they cannot parallelize, and they conflate generation with evaluation. Multi-agent systems solve this by splitting responsibilities.

The Orchestrator pattern uses one coordinator agent to delegate work to specialist agents and merge their results. It is the most structured and predictable multi-agent pattern.