Securing Physical AI
at the Frontier

Margrave builds the security infrastructure needed to deploy physical AI safely in the real world. Our research tests embodied systems before deployment and shapes the controls that govern them while they operate.

Robot foundation models enable machines to perceive, plan, and act autonomously alongside people. They are beginning to take on dangerous and difficult work, accelerate discovery, and extend what people can accomplish.

With physical AI, software decisions carry force and momentum. Whether an unsafe action is accidental or malicious, its consequences can be irreversible. Every action must stay within clear limits and leave a reliable record.