# LabVision

- **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:** [Simon Luque](https://cerebralvalley.ai/u/lugosian)
- **GitHub:** https://github.com/Cmon3/LabVision
- **Demo video:** https://youtu.be/PfShzpW2SkE
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4352

LabVision Copilot: colony counts you can audit. It turns a photo of an agar plate and a plain-language request (typed or spoken) into a colony count a technician can check. Microbiology labs in pharma quality control, food and water testing still count colonies by eye, and those counts decide whether a batch is released. An agent built on Muse Spark Open plans the work: it checks image quality, asks SAM 3.1 to segment every colony, and measures sizes in plain Python, so no number in the report comes from a language model. A verification layer rejects any report whose numbers don't match the measurements. Plates with more than 300 colonies are reported as "too numerous to count: dilute and re-plate". The technician can fix a missed colony with one click (SAM point prompt). Photos from a camera inbox or a folder go to a review queue, where only flagged plates need a person. Every step and every human edit is logged. On 20 held-out real plates (AGAR dataset), the count is off by 11.8% on average: 6/20 are exact and 13/20 are exact or within one colony. We also document what did not work and why.

## More from Meta Global AI Developer Hackathon

- [joshtol](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4349)
- [MuseFocus](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4350)
- [Proofbraid](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4351)
- [CONTEXT](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4353)
- [Wassalha](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4354)
- [CapyVerse](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4355)

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