One to Many - from OpenClaw to organisations of ambient agents

Over the last 2 weeks, I went from n8n, to openclaw, to now paperclipAI, where I run a team of 5 ambient agents working on shared goals, with a common task manager. All of this on the side of our main project, building a multi-agent system for local businesses. I’ll share a walkthrough of what the organisation of agents have built over the last week, and talk about where they have failed, and what is still needed in harness development for multi-agent systems.