# graph

- **Event:** [National Security Hackathon (by Army xTech)](https://cerebralvalley.ai/e/3rd-annual-natsec-hackathon)
- **When:** May 2 at 9:00 AM – May 3 at 4:00 PM (PDT)
- **Where:** Shack15, San Francisco, CA
- **Team:** [Aditya Mangalampalli](https://cerebralvalley.ai/u/Aditya2162)
- **GitHub:** https://github.com/amangalampalli/manifold
- **Demo video:** https://www.youtube.com/watch?v=-SvRJzEgcHA
- **Gallery:** https://cerebralvalley.ai/e/3rd-annual-natsec-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/3rd-annual-natsec-hackathon/hackathon/gallery/42

Manifold is a first-of-its-kind geometric coordinate system for information warfare. While frontier models like ChatGPT-5.5 Pro hit a 'structural scaling wall' and perform like random noise at scale, manifold uses a continuous-time neural ode architecture to navigate the folds and friction of a contested environment. By modeling the hidden geometry of community boundaries, the manifold, we've created a resilient coordination layer that outperforms SOTA (ChatGPT 5.5 Pro) with a 21x coverage lead, 1.5x tracking error reduction in error, and 120x more total graph control. We aren't just simulating the cascade; we're maneuvering through it to achieve true decision dominance. Smarter, not bigger.

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Markdown version of https://cerebralvalley.ai/e/3rd-annual-natsec-hackathon/hackathon/gallery/42. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt