Multi-Agent Systems: Architecture Patterns for Developers

Most production agent projects do not fail because the model is weak. They fail because one agent was asked to hold too much at once: routing, planning, tool use, memory, and error recovery all inside a single growing prompt. By 2026, this failure mode shows up in nearly every engineering retro, and the fix is usually the same.