# Nightgate

- **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:** [kyeonghun jeong](https://cerebralvalley.ai/u/kyenghun)
- **GitHub:** https://github.com/woorichicken/nightgate
- **Demo video:** https://github.com/woorichicken/nightgate/blob/main/docs/demo.mp4
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4454

Overnight coding agents leave a pile of "please decide" asks behind. On my first supervised night there were 16; only 6 actually needed me. Nightgate is the gate in between. Every agent writes the same report card (claims with evidence, asks with a recommendation). A rule floor sends git push, production deploys, migrations and payments straight to the human. Then Muse Glimmer, running locally, judges every other ask against six kinds of decision that belong to a human. Claims like "tests pass" are re-checked, and every unsure path defaults to the human. The morning page shows only what is yours, and each "this needed me / the agent could have decided" click becomes training data for a LoRA on Glimmer.

## More from Meta Global AI Developer Hackathon

- [The Resonant Mirror](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4451)
- [rojak-lingo](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4452)
- [SokoJenga](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4453)
- [Project Red Thread](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4455)
- [Dronovation Labs](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4456)
- [MOAT](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4457)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4454. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt