Stage 2 Works builds the infrastructure between discovery and deployment — starting with the hardest physics problems on Earth.
Learn more ↓Every year, American universities produce thousands of scientifically validated breakthroughs. Most never become products.
The institutions that once bridged that gap — Bell Labs, Xerox PARC, IBM Research — have faded away. Venture capital, universities, government laboratories: each fills part of the void, but none are set up to support the decade-long, market-driven, capital-intensive work that hard technology demands.
The result is a structural gap between what science shows is possible and what reaches the world.
Our first vertical: AI-accelerated simulation of the most demanding physics in the world.
Some problems are too expensive to be exclusively prototyped on a bench. Nuclear reactions, high-energy particle dynamics, exotic material behavior under extreme conditions — these require computational environments that match the complexity of the physics itself.
Our Simulation Engine builds that environment. We have developed an advanced physics simulation platform that models frontier problems from first principles, integrated with machine learning to accelerate discovery and reduce the computational cost of exploring vast parameter spaces.
Simulating the extreme multi-physics of stellar environments. We model magnetohydrodynamic instabilities, plasma-wall interactions, and high-flux neutron bombardment.
Predicting the behavior of novel materials — from metamaterials to superconductors — before they’re synthesized.
Modeling particle interactions and collision dynamics at high energies.
Our structure enables technologies to develop at the pace the science requires.
Scientists, engineers, and businesspeople work under the same roof, on the same problems, from day one.
Every project begins with a deployment thesis. We build toward markets. The measure of success is working technology in the world.
We partner with national laboratories, universities, and research institutions whose discoveries are ready for the next stage of development.
We also work with strategic partners and investors who share our commitment to patient, high-impact technology development.
If you build the future of physics, materials, or energy — we’d like to hear from you.