# Devisi Coder

- **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:** [Andy Clemente](https://cerebralvalley.ai/u/andycg)
- **GitHub:** https://github.com/AndyCG03/handful-recipes
- **Demo video:** https://youtu.be/tsUVpbcjqhM
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2104

Handful Recipes turns a video of someone cooking into a living family recipe.

The most valuable family recipes have no measurements. "Un puñito." "Until it looks right." When that person is gone, the recipe is gone too, because it was never in words.

Every step links to its moment in the video. Informal measures stay as they were said and are never converted into grams or cups. Missing details become questions: the owner can answer them, or send a link so the cook replies with a voice note, with no app or account. The answer is placed on the right step, and an unclear answer leaves the question open.

The demo uses one short test recording of a simple bowl of cereal, and a synthetic voice for the sample answer. Results come from that single recording, not a benchmark: accuracy on a labeled set has not been measured.

All code was built during the event, starting October 27, 2026 (see docs/BUILD_LOG.md).

Live product: https://handful-recipes.vercel.app

## More from Meta Global AI Developer Hackathon

- [CausalFly](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2101)
- [Synapse Three](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2102)
- [Kepler](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2103)
- [PROPERTY OS](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2105)
- [Brieblue](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2106)
- [NULLPTR](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2107)

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