The old robotics playbook is becoming legacy fast. Vision-Language-Action models are moving from research curiosities into production systems, and the teams building them are shipping into real warehouses, construction sites and overall 3D world.
What really stood out is that the leaders here aren't winning on architectures or compute — they're winning on data, with serious pipelines, daily episode reviews, and a discipline around collection that one team has actually gamified with an internal leaderboard.
Europe has more depth in Physical AI than outsiders appreciate, the technical talent is world-class — and increasingly, so is the execution.
And while humanoids keep taking the headlines, the real progress is happening in warehouses, on factory floors, and out on construction sites, wherever robots have to leave the lab and deal with the real world.