The 4 Layers Of Brain Behind One Of Europe’s Leading Humanoid Robots
Humanoid AI, a UK-based firm, is emerging as a significant European player in the humanoid robot market. Their HMND 01 robot primarily features a wheeled design, prioritizing industrial applications due to greater energy efficiency, stability, and easier CE...
Key takeaways
- The most recent headlines show a rapid expansion of humanoid robots across industry, consumer markets, and healthcare.
- Chinese automaker BYD, now the world’s top EV seller, is leveraging its fleet of about 200 factory‑floor robots to develop new humanoids for production lines, dealerships and, eventually, homes, with a goal of placing three units in every household.
- XPeng unveiled its next‑generation IRON robot, a 5‑foot‑8‑inch machine that combines 82 degrees of freedom with an electronic‑skin‑covered, bionic spine and a 3‑D curved facial display for lifelike expressions.
- Unitree continues to dominate volume shipments, reporting roughly 10,000 humanoids sold to date, including 5,500 in 2025, as it prepares for a Shanghai IPO.
- In the consumer space, San Francisco startup Weave Robotics began delivering its wheeled Isaac 1 home robot, priced at $7,999, to perform chores such as laundry folding and bed‑making.
Humanoid AI, a UK-based firm, is emerging as a significant European player in the humanoid robot market. Their HMND 01 robot primarily features a wheeled design, prioritizing industrial applications due to greater energy efficiency, stability, and easier CE certification compared to bipedal models. The company employs a four-layer AI architecture, from fleet coordination to whole-body control, leveraging vision-language models for deterministic task execution. Humanoid AI focuses on deploying flexible robot fleets capable of diverse tasks, aiming for performance exceeding human speed through reinforcement learning. Despite less capital than US competitors, strategic partnerships with Bosch and Schaeffler, and a commercial-first approach, position them for rapid growth and European Humanoid says its robots are now performing core tasks at roughly 80% of human speed and success rate on some tasks, up from around 60%, and it expects to approach — and eventually exceed — 100%.
That’s already pretty impressive, given the speed I’ve seen on humanoids so far.
That last claim though – exceeding human speed – rests on reinforcement learning, not teleoperation-based human-gathered data.
"If we're only to use imitation learning, based on the data we collect with humans, then human performance is the limit," Stasinopoulos said. "Reinforcement learning does not have this limit." The company now leaves robots working overnight, with System 2 automatically judging good and bad executions and feeding the wins back into a shared base model. "One robot will do something better, System 2 will say this is a good execution, retrain the base model, and then all the robots get the improved model," he said. "The progress is exponential."
That’s impressive, but not shocking given that the company has so quickly executed on launching significant humanoids. Two things explain the pace, he argued.
The first is commercial focus.
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