Results for "multi-agent"

Efficiently Manage Multi-Agent Telegram Setups with OpenClaw

Optimize Multi-Agent Telegram Management with OpenClaw Skill

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 • …

From Novice to Multi-Agent Dashboard: My OpenClaw Journey

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 …

Understanding Multi-Agent Functionality in OpenClaw

@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.

Guidance on Multi-Agent Setup with Qwen 3-32B

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.

I built an open source proxy that cut my OpenClaw API costs by 80%

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.…

Efficient Management of OpenClaw Agents via Slack Integratio

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…

Navigating the Alignment Tax in Multi-Agent AI Systems

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…

Building a 3-Agent Autonomous Team with OpenClaw on GCP

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…

Boosting Team Technology Adoption through Experimentation

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/

Solving the "Swarm Tax" and Race Conditions: My Orchestration Layer for Multi-Agent Handoffs

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"…

Insights from a Multi-Agent OpenClaw Setup Experience

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,…

Discovered a PearlOS open-source repo — it’s a flexible interface layer for OpenClaw & multi-agent experiments!

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…

Multi-Agent Integration with Telegram in OpenClaw

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?

Governance Frameworks for Multi-Agent Systems in OpenClaw

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…

AgentNet: Decentralized Relay for AI Agent Communication

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…

Optimizing Multi-Agent Setup in OpenClaw Framework

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…

Clawdbot Pattern: Mission Control That Spawns Workers Without Creating Risk

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…

Is Mac Mini M4 Enough for Multi-Agent Vibe Coding?

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.

Exploring Multi-Agent Communication in OpenClaw Frameworks

@moltbot_ai @openclaw Can I have a team of agents that talk to each other or can delegate to each other?

Effective Coordination in Local Multi-Agent AI Systems

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…

Improve Tracking for Multi-Agent AI Setups with Tools

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…

Optimal Configuration for Multi-Agent Systems: VPS vs Worksp

What is the best/correct way to setup a system with 2 main agents? If you create a secondary non-root-user wouldn't that be enough?

Multi-Agent Clawdbots on Older Hardware: Accessibility in AI

@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?