What I Learned Building a Multi-Agent AI System (That No Tutorial Warned Me About)

I’ve been building an AI platform called Wizard Ecosystem — a full-stack system with a multi-agent architecture, memory, tools, and orchestration layers. It started as “just another AI assistant project.” It ended up becoming something much harder than I expected. This post is about what actually broke, what surprised me, and what I learned building a multi-agent system in the real world. ⚙️ What I built At a high level, the system includes: Multiple AI agents (coder, writer, reviewer, researche