# AulaScout

- **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:** [Alvaro Miguel Toriz Proenza](https://cerebralvalley.ai/u/alvarotoriz)
- **GitHub:** https://github.com/es162008087/AulaScout
- **Demo video:** https://youtu.be/XfBbwSopEdw
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4005

AulaScout turns a REAL classroom photo + 16s voice note into a SEP-compliant 3-activity lesson plan + printable visual card in <90s. Built for maternal educators in Mexico (0-3 years) who spend 3-4h/week handwriting plans - my wife is one, and my IG @planeaciones.didacticas serves 15k+ teachers with same pain.

Pipeline 100% Meta via https://api.meta.ai/v1: Voice Transcribe 1.0 (real m4a→wav PCM mono 16kHz, audioEncoding WAV uppercase, raw ES-MX transcription with repetitions preserved), SAM 3.1 (6 wooden_blocks, 4 low_shelf, 0 human labels, English concepts), Llama Spark 1.3 (3x 20min activities for 18-36mo, 3 attempts), Llama Image 1.0 (3-panel ficha 1920x1280 PNG 1.17MB).

Verifiable demo: docs/examples/example-2-shelf.jpg (1200px, Pexels, no people) + nota_pexels.m4a (16.3s/145KB). Live on Cloud Run https://aulascout-demo-389771440223.us-central1.run.app (gunicorn 1 worker 8 threads, concurrency 10, 202 job_id + polling). 13 model calls, 84.7s, 17/17 tests, MIT, privacy-first, zero kids photos stored.

## More from Meta Global AI Developer Hackathon

- [Misogi: Do one hard thing this year](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4002)
- [DJ REPO](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4003)
- [John Barlow](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4004)
- [Rico](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4006)
- [Pathwise AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4007)
- [Vasyl Stanislavchuk](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4008)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4005. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt