I spent 3 weeks building a complex multi-agent system. 5 specialized agents. Orchestration layer. State management. Message queues. It was beautiful. Sophisticated. Complex. And completely unnecessary. The problem: Answer customer FAQs. **What I built:** - Agent 1: Intent classifier - Agent 2: FAQ retrieval - Agent 3: Knowledge search - Agent 4: Response generator - Agent 5: Quality checker - Plus orchestration, state management, message queues **Time invested:** 3 weeks **Users helped:** Zero **Real feedback:** None **Then I built the simple version:** - 1 agent - 1 prompt - Vector search **Time invested:** 1 afternoon **Shipped:** Week 1 **Real feedback:** Continuous **The comparison:** Complex: 87% accurate, $0.08/query, 2,847 lines, never shipped Simple: 84% accurate, $0.02/query, 156 lines, live in production This is my biggest architecture mistake. And the one decision that changed everything. #AgentArchitecture #OverEngineering #SimplifyFirst #ProductionReady #EngineeringLessons