# Kolmo

- **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:** [Tejaskumar Reddy J](https://cerebralvalley.ai/u/Tejaskumar315)
- **GitHub:** https://github.com/TEJASKUMAR-REDDY-J/Kolmo
- **Demo video:** https://youtu.be/jF4sdbe19CQ
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2133

AI surrogates can simulate physics fast, but they fail silently: nobody tells you when the prediction stops being true. Kolmo pairs exact JAX spectral solvers with neural surrogates and measures trust explicitly. The solvers cover 2D Navier–Stokes, heat convection, β-plane cyclones, a PDE compiler (Cahn–Hilliard, Gray–Scott and more) and 3D turbulence. The surrogates are a hybrid neural cellular automaton (NCA), an FNO, a CNN and a JEPA-style latent world model. Kolmo measures error vs horizon, steps to failure, spectra and energy drift. A hybrid mode lets the solver step in whenever the AI drifts.

## More from Meta Global AI Developer Hackathon

- [Yigitcan Kizil](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2130)
- [Realroom](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2131)
- [team cheetah](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2132)
- [BanglaGuard](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2134)
- [Tracklab](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2135)
- [Chawanvit Vuthikornudomkit](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2136)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2133. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt