# Pixels to Proof

- **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:** [Sam Nodehi](https://cerebralvalley.ai/u/samnodehi)
- **GitHub:** https://github.com/samnodehi/pixels-to-proof
- **Demo video:** https://www.youtube.com/watch?v=1L_HC-seEo8
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/194

Journals now publish the data behind a paper — tables, and sometimes high-speed videos — but almost nobody checks a paper's printed numbers against them. Pixels to Proof does. You give it exactly what the journal published, nothing more. Muse Spark 1.3 reads everything and proposes a plan: what each file and table column means, every number the paper claims, what is printed on each video. Code checks every proposal; rejected ones go back to Muse Spark with the reason. Statistics are recomputed from the paper's own table, by arithmetic only. When a video is usable, SAM 3.1 tracks the animal, the agent finds the matching row of the data blind, from the jump's shape alone, and re-measures the take-off speed from physics, with self-checks on gravity and free flight.

On 13 papers audited hands-off, 63 of 319 printed numbers reproduce to the printed digit, and every other one gets a named reason. It recognises angles that only add up as circular means, and values printed truncated instead of rounded. One beetle-larva jump is re-measured and REPRODUCED; two peacock-spider jumps are refused because the flights are not ballistic; for the male, the extra acceleration points against the motion, as air drag would. Twelve kinds of deliberately wrong model answers produced no wrong verdict.

## More from Meta Global AI Developer Hackathon

- [Hoops ClinIQ](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/191)
- [VergeCare- Property Caretaker AI Agent](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/192)
- [TracePilot AI](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/193)
- [Stint](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/195)
- [ArchSense](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/196)
- [Degordons](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/197)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/194. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt