2026-07-01 · Build Journal

Multi-Agent Systems Are Not Chatbots

The value of multi-agent systems is not more chat windows, but a new structure for tasks, roles, evidence, and review.

A chatbot answers questions. A multi-agent company system carries workflows. It must know where work comes from, who executes it, how evidence returns, and how failure escalates.

The Build Journal documents how this structure is being built in practice.