Training any system governed by physics.
01 / Physics
A drone navigating without GPS. A robot adapting to unseen terrain. Any physical system converging to a target state without constant intervention. The binding constraint across every discipline is physics. Governing dynamics cannot be broken. That immutability is what makes the problem solvable.
We start from the physics. Everything else is downstream.
02 / Intelligence
Rules break when conditions change. Trained intelligence adapts. We produce control policies that learn the mechanistic structure of their domain. They generalize to conditions never explicitly programmed for.
03 / Compound
The same engine that trains an aerial platform to navigate without GPS can train any physics-governed system to reach its target state. Different governing equations. Same solution structure. The domain changes. The capability compounds.
04 / Method
Reduce every system to the state variables that govern the outcome. Discard the rest.
Find the bottleneck. Not the stated one. The real one, the one that blocks scale.
Optimize the constraint obsessively. Design for failure. Filter it. Iterate until it yields.
Turn the solved constraint into a compounding loop. Every cycle makes the next cycle cheaper.
05 / Receipts
06 / Founder
Third-time founder. Former intelligence operator, 6 Intelligence Company, Canadian Army. Previously QA lead engineer, business operations, and sales across compliance-heavy Canadian software startups. Shipped multiple production releases and opened doors at the Pentagon, US Navy, and US Marine Corps.
“I don’t out-resource. I out-compound.”
Physics-first intelligence at OP8.ai
07 / Contact
Investor, partner, and operator conversations welcomed.