# FlowForge

- **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:** [Juan Amoretti](https://cerebralvalley.ai/u/Polars), [steven Martinez Jara](https://cerebralvalley.ai/u/stevenijm)
- **GitHub:** https://github.com/jamorett/FlowForge
- **Demo video:** https://youtu.be/ukR_4M8lB6s
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1414

FlowForge: AI proposes, physics decides.

Every plane, turbine and car is designed with a fast simulator that has to guess how turbulence behaves, and it's wrong exactly where air separates from a surface. FlowForge uses AI agents on Muse Spark (Meta Model API) to propose corrections to that turbulence model. A deterministic referee fits, checks and tests every proposal on flows it never trained on, so no score depends on the AI's own judgment.

In frozen tests on a 3-D flow no agent had ever seen, the AI-found formula cut the turbulence-model error by 47%; classical sparse regression managed 38%. In our latest loop the AI acts as a physicist, choosing which physical quantities to measure, and on 11 unseen flows those choices beat the textbook features in 4 of 5 runs. Every result, including where we didn't win, is published at github.com/jamorett/FlowForge.

## More from Meta Global AI Developer Hackathon

- [Muse Live](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1411)
- [Project Checkpoint](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1412)
- [Delta-V](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1413)
- [Punta de Lanza — PROOF](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1415)
- [IdeaNirvana](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1416)
- [Grounded](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1417)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/1414. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt