This repository accompanies a book on designing multi-agent systems with LLMs. It includes PicoAgents, a minimalist multi-agent framework implemented from scratch to teach core concepts like agent reasoning loops, task decomposition, and inter-agent communication. The code covers orchestration patterns, evaluation strategies, and production considerations for building autonomous multi-agent applications.