Rohan Paul@rohanpaul_ai · XX Square Robot正将其下一代家庭机器人投入真实家庭环境进行测试。该机器人基于WALL-B世界模型运行，该模型旨在连接视觉、语言、触觉、动作和物理预测，以适应家庭中非受控的复杂场景。此举旨在克服机器人领域的“莫拉维克悖论”（即对人类轻松完成的家务任务对机器人而言异常困难）。官方声明指出，这些机器人在发布会后正逐步进入家庭，它们仍在学习阶段，动作可能缓慢或笨拙，但每个家庭环境都将帮助它们更好地理解世界。
Home robots are leaving stage demos and entering the only test that really matters： ordinary family life.
X Square Robot is starting to move its next-gen home robot into real households.
It runs on WALL-B， a world model designed to connect vision， language， touch， action， and physical prediction， which is exactly what a home robot needs when the real world refuses to stay neat.
A kitchen is not a controlled environment of a factory floor. it is a moving negotiation between habits， clutter， pets， children， half-finished chores， and objects that never return to the same place twice.
That is where Moravec's paradox shows up： tasks that feel effortless to humans， like picking up clutter， avoiding pets， or judging what belongs where， are often brutally hard for robots.