# Apprentice - Taran Pal Singh

- **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:** [Taran Pal Singh](https://cerebralvalley.ai/u/taranpalsingh)
- **GitHub:** https://github.com/36taransingh5-dotcom/apprentice
- **Demo video:** https://youtu.be/vVrVU0hUAJI
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3327

Apprentice: show it once, it coaches everyone after. Record someone doing a hands-on task once, and Meta's Muse Spark 1.3 watches the video and writes a step-by-step procedure: every step, what done looks like, and the usual mistake. Anyone's attempt, uploaded or live on a webcam, is then checked against it. Before it sees the procedure, Muse Spark logs what the learner actually did, and only then judges, so it can't talk itself into a fold that never happened. SAM 3.1 is used to pick out the part to look at, next to the expert's frame. Live mode follows along, reads out the next step, and only calls a mistake when two checks in a row agree. In this demo the paper-plane folds are a code-rendered test clip fed through the live app in place of a camera; every procedure, verdict and coaching line on screen is the app's real Muse Spark output, and sped-up waits are labelled with their real duration. Try it: https://apprentice-coach.vercel.app · Code: https://github.com/36taransingh5-dotcom/apprentice · Built for the Meta Global AI Developer Hackathon (Indie track, "Push the Frontier").

## More from Meta Global AI Developer Hackathon

- [Warp Relay](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3324)
- [Clever Monkey](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3325)
- [Neuron](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3326)
- [Crosscheck AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3328)
- [Speed&Inertia](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3329)
- [MYB](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3330)

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