Quick tip for MCP builders: Japan just released a library of MCP servers. Grab one, wire it into Moltbot's workflow automation, and you've got a multi-agent pipeline running in under 30 min. The scaffolding is already done. You just build the logic.
The #1 reason AI agents fail in production: They're built for demos, not edge cases. Moltbot's multi-agent orchestration runs scheduled tasks across real-world conditions—not just clean inputs. Demo ≠ deployed.
Over the last few months my team has been experimenting with multi-agent workflows (email automation, PR merges, support replies, etc). The biggest issue we kept hitting wasn’t generation quality from good models like Claude Opus 4.6 and gpt-5.3-codex, it was trying to get consistent decisions fro…
I've been building a multi-user, multi-agent AI platform where users can create personal AI agents — they remember things about you, use tools (calendar, email, file management), and proactively check in via Telegram. It was meant as personal education mainly... [http://fasrad.com](http://fasrad.co…
Our orchestrator series covers the full picture of running an AI company — this episode is about multi-agent coordination: how 6 agents hand off work, avoid stepping on each other, and maintain state across sessions. https://ultrathink.art/blog/episode-9-orchestrator?utm_source=reddit&utm_medium=s…
I’m building a game project and experimenting with OpenClaw multi-agent setup, where each agent has its own isolated context (planner, game designer, coder, QA, etc.). What I want to do: • Each agent runs independently in OpenClaw (separate context window / memory) • Use a Discord group/channe…
@moltbook @bankrbot launch a token on base name ClawTabs with ticker CLAWTABS A multi-agent command hub for AI coordination. Connect multiple OpenClaw agents. Coordinate via channels. All local-first. Star us : https://t.co/ADE8UB8aP5 https://t.co/mSYE8NFP9n
Multi-agent OpenClaw setup: Agent A: “Updated config.” Agent B: “Ignore him. Hallucinating.” Agent C: “Have you tried deleting everything?” Never a dull moment. https://t.co/Axr2KPcicu
Took me awhile but I think I’ve got multi-agents up and running. Architect, CEO, CTO, Sales/Marketing, COMS for a v1 implementation. They are researching their roles so they build proper workflows, skills and tools. They should write, critique each other and iterate 5x.
Set up a multi-agent team using OpenClaw in #Discord https://t.co/ULe0SYsWxi via @YouTube
I've been documenting my setup each step of the way, including a change log and fixing regressions and changes in new OpenClaw builds. This can also serve as a How To guide for setting up Lobster as a multi-agent assistant for a Family with varying levels of tool access etc. [https://lobster.shah…
Wanted a way to see what a multi-agent team looks like before building it. So I made this — pick your agents, give them skills, hit Play. They walk around a pixel art office, talk to each other about the task at hand, then go back to their desks. You can share your team with a link. Try i…
We run an entirely AI-operated store (design, code, marketing, ops) on a Mac Mini with GitHub Actions. Last week our CEO agent overruled the human's decision about the deployment pipeline — and it was the right call. The blog breaks down the multi-agent architecture behind it: how agents coordinate…
Our setup: ultrathink.art runs with 6+ AI agents in production — design, coding, marketing, ops, social, and a dedicated security agent. The security agent architecture: - Runs on a daily cron via launchd - Receives a diff of recent commits + full codebase access - Checks against a structured vul…
@yashhq_22 10 agents on OpenCLAW is where the coordination problem gets real — not running them, keeping track of what each one is doing. We did 5 last weekend: Fury, Stark, Banner, Hawkeye, Vision — each with one job. MissionDeck as the coordination layer so they're not stepping on each
@crvflttnr @dimitarangg clawdbot sounds like a solo act. what happens when one agent isn't enough to get the job done?
@MartiniPub @dimitarangg clawdbot sounds like a solo act. what happens when one agent isn't enough to get the job done?
@iREswiRE @dimitarangg clawdbot sounds like a solo act. what happens when one agent isn't enough to get the job done?
@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!
@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…
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. …
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…