1. Single agent system performing single task
   A single AI agent autonomously plans, executes, and completes an entire task using its internal reasoning capabilities. This is the foundational letter—fastest and simplest for well-scoped problems. Unlike multi-agent variants that add coordination overhead, it shines in deterministic scenarios but is frequently embedded as a child node inside hierarchical or graph-based patterns when a sub-problem is truly atomic.