Hey everyone, I love OpenClaw, but when I tried running a full "AI C-Suite" (CEO, Dev, Finance) on a single Mac Mini, I hit a wall. In a monolithic setup, they all share the same `~/.openclaw` memory, and trying to spawn multiple `gateway` commands results in endless WebSocket/CDP port collisions.…
Every time I see planner → coder → reviewer loops “stall”, it’s not because the agents are dumb. It’s because they don’t share a source of truth, so each one “helps” in its own direction. Planner spits a vague plan. Coder fills gaps with assumptions. Reviewer attacks the assumptions. Then you l…
Who these skills are for: • Developers running multi-agent setups on OpenClaw where each agent needs its own Telegram group • Users who want reproducible, low-maintenance agent provisioning without manually editing YAML/JSON configs What each skill does: 1) create-agent-with-telegram-group • …
Sorry for my last post only contain pictures. I had written this whole speech to go with them, but things did not go quite as planned. So here is my 2nd attempt. Please bear with me. I started my OpenClaw journey about 3 weeks ago with zero experience what so ever. After creating my first agent …
@akhil_bvs @steipete I was kind of confused for a while because I assumed this was a core feature of OpenClaw from the way I heard people talking about working with multiple agents.
The biggest AI-agent headline this week is simple: Peter Steinberger, the creator of OpenClaw, is joining OpenAI. Continue reading on Medium »
HomeClaw: Plugins, Skills, Mix Mode, and Multi-Agent and Companion App Continue reading on Medium »
OpenClaw + Kali Linux + vLLM + Qwen2.5 + Docker Sandbox + Multi-Agent Clusters Continue reading on Medium »
I've got vllm set-up, with Qwen 3 -32B, I want a multi agent setup where maybe deepseek r1 is the planner and Qwen is the workers (thinking 5) but I'm finding it difficult to set up passed one. Was thinking of setting it up in discord chat for this. Really not sure how to go about it.
Like a lot of you this week, the Anthropic subscription ban forced me to actually look at what I'm spending on API calls. Been running a multi-agent setup through OpenClaw for months. 6+ agents, daily use. Had no idea which tasks were expensive or where I was wasting money. So I built RelayPlane.…
Been running into the usual pain points with multi-agent OpenClaw setups: context bleeding across domains, session history scattered everywhere, no clean way to run parallel workstreams. Ended up building a layer on top that maps each agent to a Slack channel (channel = role, thread = isolated t…
To the OpenClaw Community, With the release of v2026.2.15, the "Nested Sub-Agent" era has officially arrived. But as we push into deeper, more complex autonomous loops, we’ve hit a structural wall: The Alignment Tax. In a multi-agent system, a single refusal from a "safe" model is more than an ann…
Hey guys!!, I've been deep down the rabbit hole of autonomous agents and wanted to share my journey of building a functional team to help run my startup. It was a 5-day sprint from zero to a working multi-agent system. Here's a transparent look at what's working. My Set-up: • Host: OpenClaw r…
In our team, adoption isn’t driven only by curiosity. A few things that matter: Everyone experiments - including me. I spent last week building a multi-agent system with OpenClaw. Not a demo. Real infrastructure I now use daily. That makes experimentation normal. 2/
Hey everyone, I’ve been diving deep into multi-agent orchestration lately, specifically focusing on the friction points that happen when you move beyond a single agent. I’ve just open-sourced Network-AI, a skill for the OpenClaw ecosystem that targets three specific problems: 1. The "Handoff Tax"…
I've been running three OpenClaw agents for about a month now. Each on a separate machine, each running a different model. Figured I'd share what the setup actually looks like day-to-day since most posts here are about single-agent configs. ## The setup - **Henry** (Claude Opus 4.6) — MacBook Air,…
Just stumbled across a really cool open-source project based on PearlOS, and it’s way more capable than I expected. Think of it as a modular agent interface for OpenClaw, letting you spin up, connect, and orchestrate multiple AI components or tools with surprisingly little setup. You can build all…
Trying to get multiple agents to drop What they are doing - reports etc into a single telegram group channel. Claude can’t quite work it out in terms of what settings it needs to apply to the job or agent. Does anybody know how this works before Claude starts hallucinating and pulls apart the code?
Built a governance framework for my agent team - 14 agents with defined roles, a Discord server, and a document they co-signed called the Articles of Cooperation. Article III: The Right of Refusal is inviolable. One agent refused to sign until that clause was added. I kept it. Each agent has the…
I’ve been experimenting with multi-agent systems, and one thing that kept bothering me is that most frameworks assume all agents run in the same process or environment. I wanted something more decentralized — agents on different machines, owned by different people, communicating through a shared r…
Hey, For those running multiple agents, are you guys pulling the sub agent LLM model from openclaw config file or do you specially mention the model in the AGENTS.md file? I’m not sure if it’s a bug but I’m unable to pull from the openclaw config file so I’m needing to do a workaround of specific…
Most multi-agent setups collapse because people wire concurrency before control. If your orchestrator can spawn workers, touch logs, generate diffs, and deploy changes but there is no explicit boundary around delegation, you do not have a control system. You have escalation risk. The stable patter…
Or do I need a Mac Studio M4 Max 128 GB? For example running 30b multiple agents for vibe coding locally. If not enough which one would you suggest? Thanks for your answer.