# TinyTMS

- **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:** [Carlos Fuentes](https://cerebralvalley.ai/u/cefuentes82)
- **GitHub:** https://github.com/Blue-Ocean-Solutions/TinyTMS
- **Demo video:** https://youtu.be/TsM0gG8-yDw
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3899

tinyTMS.IO checks a freight load in at the dock with three witnesses and one judge. Every witness is a Meta model:

- Vision: SAM 3.1, through the Meta Model API, counts pallets in the load photo with the concept prompt "pallet".
- Paper: Muse Spark 1.3 reads a photo of the bill of lading (a Mexican Carta de Porte) into fields: pieces, weight, seal, shipper, consignee, hazmat.
- Voice: Muse Voice Transcribe turns the driver's voice note into words; plain code reads the count and the seal from them, and leaves a field empty, with the reason, when the driver hedges or corrects a number.
- Offline, served on our own hardware: Muse Glimmer 30B, Meta's open weights (4-bit, through mlx_vlm on our own Mac), reads the same paper and photo with no network at all.
- The driver's explanation: on a HOLD, Muse Spark 1.3 explains the judge's reasons to the driver in Spanish or English. It never sees the image or the audio, and it cannot change the verdict.
- Every SAM 3.1 answer can be drawn back onto its own photo from its signed receipt, and only if the receipt verifies, so a reviewer sees exactly what was counted. That includes a wrong answer we kept as it was: asked for a projector, SAM boxed the VR headset.

The judge is plain Python with no model inside: ACCEPT or HOLD, and fail-closed, so a missing answer is a HOLD. Every check-in becomes an Ed25519-signed receipt that names the model and provider behind each witness. Anyone can verify who said what.

## More from Meta Global AI Developer Hackathon

- [Solverine](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3896)
- [Zeynep Sude Kilecioğlu](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3897)
- [Team Orionmatter](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3898)
- [ZendragonVR](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3900)
- [Strata](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3901)
- [Thalvi](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3902)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3899. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt