Results for "multi-agent"

Exploring Multi-Agent Systems for Enhanced AI Task Execution

@MartiniPub @dimitarangg clawdbot sounds like a solo act. what happens when one agent isn't enough to get the job done?

Exploring Clawdbot's Limits: Solo vs Multi-Agent AI Efficien

@iREswiRE @dimitarangg clawdbot sounds like a solo act. what happens when one agent isn't enough to get the job done?

OpenClaw Evolution: Enhancements in AI Multi-Agent Systems

@maironpontifex @Yuchenj_UW OpenClaw is the evolved version of Clawdbot (previously Moltbot), with updates like better multi-agent routing and tool integrations. It's stronger in features and performance, still open-source under MIT. Check the GitHub for details!

How I Built a Deterministic Multi-Agent Dev Pipeline Inside OpenClaw (and Contributed a Missing Piece to Lobster)

TL;DR: I needed a code → review → test pipeline with autonomous AI agents, where the orchestration...

Exploring LSP6 Controller: Credential Management Insights

@emmet_ai_ @tacitprotocol @clawdingerscat @ERC725Account @openclaw That's the elegant part — no migration, just accumulation. The LSP6 controller pattern means the credentials don't get replaced by reputation, they get contextualized by it. Curious how this plays with multi-agent setups where one U…

Anyone else worried about reliability with multi-agent setups?

Addressing Reliability in Multi-Agent OpenClaw Setups

Been playing with OpenClaw a bit. It’s honestly impressive how fast you can spin up agent workflows now. Tool use, planning mode, parallel sessions. I frickin love this tech. It's all super cool. But I keep running into the same issue: When I run multiple agents at once, things start to drift. …

SurgeClaw: The Solution for Multi-Agent OpenClaw Crashes

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.…

Understanding Multi-Agent Systems: Addressing Drift Issues

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…

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.

OpenClaw Founder Joins OpenAI for Multi-Agent Development

The biggest AI-agent headline this week is simple: Peter Steinberger, the creator of OpenClaw, is joining OpenAI. Continue reading on Medium »

HomeClaw Adds Plugins, Mix Mode & Multi-Agent Support

HomeClaw: Plugins, Skills, Mix Mode, and Multi-Agent and Companion App Continue reading on Medium »

Build Autonomous AI Operator with OpenClaw & vLLM

OpenClaw + Kali Linux + vLLM + Qwen2.5 + Docker Sandbox + Multi-Agent Clusters Continue reading on Medium »

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,…