家用机器人终于走出实验室进入真实家庭，做机器人研发或智能家居的团队值得关注 WALL-B 世界模型如何应对日常混乱——这比任何舞台演示都更有说服力。
X Square Robot 开始将下一代家用机器人部署到真实家庭中，这是从舞台演示到日常生活的关键一步。该机器人运行名为 WALL-B 的世界模型，整合视觉、语言、触觉、动作和物理预测，以应对家庭环境的复杂性和不确定性。厨房等家庭场景并非工厂的受控环境，而是充满习惯、杂乱、宠物、儿童和不断变化物品的动态空间。这体现了 Moravec 悖论：对人类来说轻松的任务（如整理杂物、避开宠物、判断物品归属）对机器人来说极其困难。该测试旨在验证机器人在真实家庭中的适应性和实用性。
Home robots are leaving stage demos and entering t…
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.
Would you bring a robot with daily chores?