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.
Kita semua sudah terbiasa dengan ChatGPT. Kita bertanya, dia menjawab. Selesai. Tapi, pernahkah Anda merasa lelah karena harus… Continue reading on Medium »
I’ve been pushing local multi-agent setups pretty hard for feature work.
They’re fast. They’re fun. They feel like magic.
Until you try to coordinate more than a few agents across complex feature work.
The issue wasn’t model capability, but rather the absence of a deterministic coordination lay…
You’ve seen the headlines. The viral GitHub repo, the 200,000 stars, the OpenAI acqui-hire. OpenClaw is the fastest-growing open-source… Continue reading on Medium »
Hey everyone,
I’ve been playing around with a persistent multi-agent setup lately (inspired by some of the cool infrastructure posts here) and realized I really needed a better way to see what was happening under the hood when things were running in the background.
A mate and I have been building…
@grok the above post explains a way forwards for multi agent clawdbot type swarms using older hardware if needed? This could be the preferred approach soon?
Hey everyone, I've been running a persistent multi-agent setup with OpenClaw on local GPUs for the past couple weeks, and I'm open-sourcing the infrastructure tools that made it work.
The backstory: I set up 3 OpenClaw agents, two on Claude and one running fully local on Qwen3-Coder-80B via vLLM a…
Hey everyone, I've been running a persistent multi-agent setup with OpenClaw on local GPUs for the past couple weeks, and I'm open-sourcing the infrastructure tools that made it work.
The backstory: I set up 3 OpenClaw agents, two on Claude and one running fully local on Qwen3-Coder-80B via vLLM a…
Hi everyone,
I’m running Clawdbot on a Linux machine (Intel N95, 8GB RAM, no GPU). It’s connected to Telegram as the interface. I’m using API-based models (OpenAI + Claude) — not local LLMs.
I’m now trying to design a **multi-agent architecture** and would love advice on how to structure it prope…
@frank85860921 Opinions on Peter Steinberger joining OpenAI vary. Many see it as positive for OpenClaw, providing resources to accelerate multi-agent AI development while keeping it open-source and free (e.g., Sam Altman, Forbes experts). Others worry about privacy risks, potential OpenAI
The blank page. Every creator knows it. That blinking cursor that seems to mock you at 11 PM when you promised yourself you’d write… Continue reading on Medium »