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I turned old laptops into an AI coding farm ($15/month vs. Devin's $500)

https://github.com/DGProject2030/ralph-loops-public
1•HappyVaxman•1h ago

Comments

HappyVaxman•1h ago
I had 4 old laptops collecting dust and was frustrated paying for AI coding tools. So I built Ralph Loops — a system that coordinates multiple AI agents to work on code overnight while I sleep.

  How it works:
  - Write tasks in markdown, commit to Git
  - Run `start-night.sh` before bed
  - Agents (old laptops on Tailscale) claim tasks, run Claude/Gemini CLI, push results
  - Manager agent reviews work, auto-creates fix tasks for failures
  - Morning: run `morning-review.sh` to see what happened

  What's actually working:
  - 95% overnight execution success rate
  - Git-based coordination (no central server)
  - Automatic retry/fix cycle for failed tasks
  - Heartbeat monitoring so I know agent status

  What's NOT magic:
  - You still write the task specs
  - AI makes mistakes — the manager catches ~70% automatically
  - Complex features need multiple task iterations
  - This is a "batch processing" model, not real-time pair programming

  Cost: ~$15/month electricity vs $500/month for Devin. Trade-off is you need the hardware and patience to set it up.

  Code is MIT licensed. Happy to answer questions about the architecture or failure modes (there were many).
belter•1h ago
What are the most common failure modes?
okokwhatever•1h ago
Basically a cron engine calling an external API. Good enough

Why agile development is hard in hardware

https://evercurrent.substack.com/p/while-agile-development-is-hard-in
1•ideadibia•39s ago•0 comments

Fortify your app: Essential strategies to strengthen security

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How to Recover Cryptocurrency

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