The robots are arriving.

A humanoid robot has a body form intended to resemble or reproduce aspects of human movement or interaction. Some use legs, while others combine a torso and arms with a wheeled base. Human-like form does not prove general capability, autonomy, safety or readiness for a particular task.

Embodied AI is a broad term for AI systems that perceive and act through a physical body or simulated agent. In robotics it may combine perception, planning and control, but performance still depends on hardware, sensing, training data, environment and the specific task.

Some humanoid systems are being evaluated in workplace pilots, while mature industrial arms and mobile robots already perform defined tasks in many sectors. Evidence for one task or site does not transfer automatically to another. Ask whether the system is a prototype, pilot or repeatable production deployment and who measured its performance.

Effects on work depend on the task, sector, process redesign and local conditions. A useful assessment maps which activities could change, what supervision and maintenance remain, and how people will be trained or redeployed. A robot purchase alone cannot predict job outcomes.

Ask whether the machine is a concept, pilot or supported product; whether a person is teleoperating it; what task, environment and success measure were used; how often humans intervene; and whether evidence comes from the manufacturer or an independent operator. Repeatable results matter more than one edited demonstration.