Building an Agent OS: A Technical Blueprint for Multi-Agent Systems with OpenClaw

OpenClaw Multi-Agent System: A Full Technical Breakdown of Building an “Agent OS” Under a Single Gateway Snippet This article presents a complete engineering breakdown of a five-role multi-agent collaboration system built on OpenClaw. Using a single Gateway process, 10 binding routes, per-account-channel-peer session isolation, layered memory architecture, and rule-driven orchestration, the system enables stable cross-platform collaboration between Discord and Telegram without context contamination. This Is Not “Five Bots” — It’s an Agent Operating System When people hear “five AI roles,” they often assume: So you’re just running five separate bots? Technically yes — but architecturally no. This system is not …