Unlocking Unsupervized Learning for Physical AI.

Three questions behind what we build.

1. Why hasn't unsupervized learning been unlocked for humanoid policy yet?

   Language, images, and code scaled because the world was full of raw data that needed no labelling. Robots have no such abundance. Until they can generate auto-verifiable training data, there won't be a general-purpose humanoid brain.

2. Why is this a full-stack problem?

   Today's robots capture what they see and discard the physics of everything they do. We own both the hardware and the software so our robots can capture ground truth in every action, with millimetre-level perception and 20x more information per second.

3. Why will understanding physics unlock not just Earth, but what lies beyond and within?

   Physics changes everywhere: beside a blast furnace, deep in a mine, on the ocean floor. A humanoid that truly understands physics can go where humans shouldn't have to.