How robot models acquire, transfer and apply physical skills.
Gemini Robotics shows why understanding a scene is not the same as controlling a body ↗
DeepMind's embodied-reasoning releases separate interpretation from action. A humanoid still needs a dependable bridge from a useful plan to safe physical execution.
Helix 2.5 uses human-experience pretraining, while shared robot datasets pursue another route. Both approaches still have to bridge differences in sensors, reach and action.
NEO's product model includes scheduled remote guidance for unfamiliar chores. That changes how autonomy, privacy and the cost of completed work should be described.