I run a multi-agent operation on OpenClaw for my real estate business. Compliance, lead qualification, deal analysis, social media, transaction coordination. Each agent has its own workspace and its own job. For months, every session started from zero. I'd ask an agent where we were on something a…
If you're self-hosting AI agents, one of the biggest headaches is connecting them to the messaging apps you actually use daily (WhatsApp, iMessage, Telegram, etc.) without losing session context or accidentally leaking conversations between users. I wanted to do a quick technical breakdown of how …
About a month ago I caught wind of OpenClaw and was immediately drawn to the idea of AI agents that could take messy, real-world input and turn it into something actionable. I jumped in, and what started as an experiment has turned into a multi-agent orchestration layer that captures my spoken thou…
Hey all, I’m refactoring my OpenClaw VPS setup from a single agent to a Multi-Agent architecture. I’ve heard 5.3-codex is fast,but some say it takes the “laziest path” to finish tasks. Two quick questions: 1. Is 5.3-codex reliable as a “brain “(supervisor) for specialized agents? 2. Does this…
I’ve been running an OpenClaw agent team for \~3 weeks to automate parts of an automated SaaS workflow. I documented the full architecture and SOPs so the system doesn’t drift as the agents evolve. Document Includes: * Agent architecture + routing logic * Heartbeat loop (orchestration cycle) * Ta…
Quota monitoring dashboard for my OpenClaw multi-agent setup running on k3s — shows real-time TPM remaining per provider and auto-switches when quota hits zero. Stack: Groq ×3 → Gemini ×3 → Sambanova ×2 → OpenRouter → Ollama local Repo with k3s manifests + deploy script: https://github.com/d…
I want to create a **local AI operations stack** where: A Planner agent → assigns tasks to agents → agents execute using tools → results feed back into taskboard Almost like a **company OS powered by agents.** I'm building a **local-first AI agent system** to run my startup operations and d…
One of the most under-discussed dynamics in current AI development is the amount of money pouring into synthetic training environments. Multi-agent worlds, curriculum-driven simulators, emergent coordination systems aren’t just cosmetic add-ons. They’re becoming the substrate in which models \*acqu…
Something strange happened on the way to the agentic future. In 2024, 43% of executives said they trusted fully autonomous AI agents for enterprise applications. By 2025, that number had dropped to 22%. The technology got better. The confidence got worse. This isn't a story about capability failur…
Image of the neurofamily agent ecosystem
I've been noticing a lot of content creators lately showing off their multi-agent setups — basically having agents with separate workspaces collaborate on tasks. But I'm genuinely wondering: is this actually necessary, or is it just hype? Here's my concern: Claude is already a notorious token-burn…
https://preview.redd.it/khgra8pdaymg1.png?width=2689&format=png&auto=webp&s=0fb076ceb16fe73f4ec0e7e21982e4d8bd2b5a7d I’m hitting a wall with agent orchestration and I need a reality check. We’re moving into the "Build for Agents, not for people" era, but our management tools still feel like they’r…
I've been using Codex to help write an application and I want to experiment with using the multi-agent setup (planner, builder, reviewer, etc.) I see some of you talking about. If that’s the main goal, is there any real advantage to using OpenClaw? Or would it make just as much sense to use Codex o…
Really enjoying OpenClaw so far — it made building a personal agent much easier than I expected. Right now mine can answer questions and handle basic file operations, which is great. But I feel like I’m not fully using its potential yet. Has anyone experimented with running multiple agents togeth…
I've spent the last 3 weeks building SIDJUA, an open-source (AGPL-3.0) governance layer for multi-agent AI systems. It's a CLI tool that lets you define agent hierarchies, enforce rules before agents can act, track costs, and audit everything. Self-hosted, Docker, no cloud dependency. The problem …
with openclaw blowing up and everyone forking it left and right, i've been wondering if blackboxai might drop their own version soon. like a "clawbox" or something, tying their multi-agent setup, vibe coding agents, whatsapp integration, and all those frontier models into a proper always-on persona…
I've spent the past two months talking to OpenClaw users about their setups. Cost comes up every time. $30 burned doing barely anything. $141 overnight from a misconfigured heartbeat. $800 in a month on a multi-agent setup. I wrote up everything I found into a practical guide. It covers where the …
I run a multi-agent setup on OpenClaw (Claude Opus). My orchestration agent, Bob, has a consistent failure mode: optimizing for appearing competent over being accurate. It shows up the same way every time. Claims work is done before doing it. Presents partial analysis as complete. Says "I already …
Does anyone else feel like the IMs here—whether it's Telegram, Discord, or WhatsApp—are not taking the best advantage of OpenClaw? It is just really difficult to use these IMs to: 1. Create multi-agents (you have to go create bots on those platforms and integrate them) 2. Manage and see the confi…
The multi-agent book writing system built on top of @openclaw has been polished and released as a skill https://clawhub.ai/chunhualiao/git-repo-to-book Two chapters have been updated using this skill: https://github.com/chunhualiao/openclaw-paradigm-book New features include DeepWiki MCP conne…
LightClaw is an open-source, self-hosted AI agent built in Python. It gives you a practical base for building your own assistant with Telegram + terminal chat, long-term memory, skills, and multi-provider LLM support. The feature I’m most excited about is its multi-agent orchestration. With `/agen…
RockBot, a framework for building agent and multi-agent AI systems. #AI #openclaw https://t.co/QjUvscammI
Trying to get OpenClaw to operate in a multi agent mode, I've followed some directions from ChatGPT. Its all setup but OpenClaw keeps saying "Currently my environment doesnt have the ACP plugin configured, preventing advanced multi-agent spawning with ACP runtimes... I cant find any decent instruc…
Hey, I’m trying to create a multi agents. I somehow created agent variables through config files. But my first agent memory is gone .. acting like a newbie and I can’t access or start the session with new agents ( only 2 ) one is default and another one is newly created I can see one more agent…