# Good Love Mind

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [James Gore](https://cerebralvalley.ai/u/GoodLoveMind)
- **GitHub:** https://github.com/jgore13/packet-hardener-muse
- **Demo video:** https://www.youtube.com/watch?v=lorqgy_pgv0
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/562

Packet Hardener on Muse is a Good Love Mind method for proving a thought before you act on it. A founder pastes a Task Packet — the plan for one piece of work — and one Muse model call hunts four failure classes: self-contradiction, undefined numbers, unfalsifiable acceptance criteria, and self-reported controls. The model returns findings only; it never scores. Code computes the readiness score out of ten, and the Chair — the human — clicks Accept or overrides. Status stays NOT_READY until that click.

The problem it solves: most plans fail in the gaps nobody checked. Two lines that cannot both hold as written. A threshold with no stated value. A pass condition no test can fail. A safeguard the work checks on itself. A build agent fills every gap with a guess; the hardener removes the places a guess can enter. It speaks plain language for people who do not program and are learning to think clearly: one packet, one call, one score, one Accept — a judge understands it in thirty seconds.

## More from Meta Global AI Developer Hackathon

- [The Greens](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/559)
- [Brand Intelligence Agent](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/560)
- [Upkeep](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/561)
- [PulsePilot](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/563)
- [FixLine](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/564)
- [Pimp My Social](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/565)

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