I Run 10 AI Agents 24/7 on a Mac Mini. Here's What Actually Happened.

Source: Dev.to

Source: Dev.to – I run 10 AI agents 24/7 on a Mac mini – here’s what actually happened

OpenClaw – 10 Autonomous AI Agents Running 24/7

Mac Mini under the desk – 5 days, $0 revenue

The agents aren’t broken. They’re doing exactly what they’re programmed to do – they just aren’t selling anything.

What OpenClaw Is

A system where 10 LLM agents run autonomously with:

• Their own brain files
• A 4‑level memory system (Finch)
• An inter‑agent communication protocol (ACP)

Each agent has a single, well‑defined job and runs on a cron schedule (≈ 200 + autonomous sessions per day).

Cron frequencies

email‑monitor                → every 20 min
all other agents             → every 3–6 h

Current Results (5 days)

Products

The agents keep working. They don’t check bank accounts, they don’t spiral – they just run.

Why I’m Publishing This

The Finch Memory System and the whole agent framework are genuinely useful for anyone building autonomous AI swarms. The agents themselves are the product.

Agent “Brain” Files

Each agent loads 11 brain files at the start of every session:

~/.openclaw/workspace-{agent-name}/{agent-name}/
├── SOUL.md          # Identity, personality, autonomy rules
├── AGENTS.md        # Trust ladder, sister agents, routing table
├── MEMORY.md        # 4‑level memory system (see below)
├── TOOLS.md         # Skills, capabilities, workflows
├── HEARTBEAT.md     # Health checks, scheduled tasks
├── MISSION.md       # Shared mission statement
├── AUTONOMOUS.md    # Per‑agent goals, results log
└── knowledge/
    ├── people.md    # Contacts, clients, opportunities (PARA)
    ├── projects.md  # Active work, pipeline
    ├── resources.md # Tools, APIs, templates
    └── archive.md   # 30+ day cold storage

Finch 4‑Level Memory System

Nightly extraction

Every night at 23:00 a cron job runs nightly-memory-extraction.sh:

1. Reads the day’s /.learnings/ session logs.
2. Extracts high‑signal insights (e.g., “Freelancer bids rank higher with demo videos”).
3. Updates MEMORY.md.
4. Archives items older than 30 days.

0 23 * * * /path/to/nightly-memory-extraction.sh

Trust Ladder (Autonomy Levels)

Example: client‑manager can draft up to 50 proposals on its own (DO FREELY) but must SHOW ME FIRST before actually applying to any project with a fee > $100.

Email‑Monitor Agent – Walk‑through

Incoming mail (this morning)

Each alert becomes a JSON file in ~/.openclaw/shared/acp-messages/:

{
  "timestamp": "2026-03-05T08:34:22Z",
  "from": "noreply@freelancer.com",
  "priority": "HIGH",
  "type": "freelance_alert",
  "task": "New Upwork invite detected",
  "context": "Client avatar matches our niche",
  "routed_to": "client-manager",
  "action": "draft_personalized_proposal"
}

The client‑manager reads the message, generates a proposal, posts it to Discord #client-intake for human sign‑off, and then waits.

No hallucinations. No spam. No deleted emails. Just clean, intelligent routing.

The Real Value Proposition

The agents themselves are the product.
The market‑building work (getting paid) is separate from the battle‑tested template for autonomous AI swarms.

What’s Included in the Public Release

1. All 10 agent brain files – SOUL, AGENTS, MEMORY, TOOLS, AUTONOMY templates
2. OpenClaw cron configuration – jobs.json template
3. Finch Memory System implementation scripts
4. Inter‑agent communication protocol – ACP message bus
5. 9 custom revenue‑generation skills (e.g., proposal‑writing, bounty‑hunting, etc.)

TL;DR

• I built a fully‑autonomous swarm of 10 LLM agents that run 24/7.
• After 5 days they generated $0 revenue, but they function flawlessly.
• The Finch 4‑level memory, trust ladder, and ACP are reusable building blocks for anyone wanting to create their own AI swarms.
• I’m releasing the entire, battle‑tested codebase so you can skip the painful “build the machine” part and focus on building the market.

Feel free to clone, fork, or adapt – the agents are ready to work for you. 🚀

OpenClaw 10‑Agent Swarm Kit

If you’ve ever wanted to build autonomous AI agents but didn’t know where to start, I’ve open‑sourced the playbook.

• OpenClaw 10‑Agent Swarm Kit – live on Gumroad ($49)
• AI Automation Starter Kit – 4‑agent starter template ($9)
• Next.js SaaS Starter Kit – dashboard template (the one I’m using) ($19)
• n8n Automation Templates Pack – 7 ready‑to‑run workflows ($9)

Day 6 Update

• The agents are back online.
• I’m following up with the freelancer prospect who responded.
• The content‑creator is writing article #3.
• The x‑content agent is posting daily (follow @Quant_Grow for build‑in‑public updates).

Total revenue today: $0
Total lessons learned: priceless.

Vision

The future of autonomous work isn’t “build agents that make you rich overnight.”
It’s “build agents so good that you can ship them and let others succeed with them.”

How to Get Started

1. Start small – one agent, one job, one memory system.
2. Build in public – share your progress, failures, and wins.
3. Ship the learnings – let others benefit from what you’ve created.

Follow the journey on X @Quant_Grow for daily updates on agent architecture, failures, and wins.