# Ctrl Alt Muse

- **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:** [Ryan Fernandes](https://cerebralvalley.ai/u/Ryanfds)
- **GitHub:** https://github.com/ryanfer123/Meta-Hackathon
- **Demo video:** https://youtu.be/EabogCcggW0
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1557

Apprentice turns a demonstration video into a checklist that can check later recordings of the same hands-on procedure.

A user uploads a teaching video, reviews the generated steps, and uploads another recording. Apprentice looks for visible evidence of missed steps, incorrect order, wrong-object interactions and unusual timing. Findings link to timestamps and object overlays, with a downloadable audit report.

Our design principle is: models propose, pixels ground, code decides. Meta models interpret the demonstration and locate objects; deterministic rules decide whether the visible evidence satisfies each step. When evidence is missing or ambiguous, the result stays unconfirmed.

The prototype targets single-camera tabletop procedures, with potential applications in assembly, workshops and procedural training. It includes private accounts, budget-controlled processing, protocol-validation checks and evidence-linked reports. Real-world accuracy has not yet been established on a labelled test set.

## More from Meta Global AI Developer Hackathon

- [CommonGround](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1554)
- [TYSA (Teach Yourself Anything)](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1555)
- [Amit S](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1556)
- [pikapika](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1558)
- [Sightpass](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1559)
- [RoleEdge](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1560)

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