Skip to Main Content

graph

Built at National Security Hackathon (by Army xTech) · May 2, 2026 · San Francisco, CA

graph — Demo video

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.

Team