The hidden human labor behind humanoid robots

Summary

A new wave of humanoid robots is entering homes and workplaces promising autonomy, yet much of the real work is still done by people, often out of sight of cameras and marketing. These workers remotely control robots, collect physical demonstration data and perform repetitive tasks so machines can learn how to move and handle objects.

This human labor is largely invisible to the public and only weakly reflected in company messaging, creating a gap between the image of “physical AI” and day-to-day operations. At the same time, it raises questions about working conditions, home privacy and the emergence of a global robot-focused gig economy.

In practice

The humanoid robotics industry relies on remote teleoperators wearing VR headsets and motion-capture gear to guide machines in real time. At public demos, whether at trade shows or investor events, robots may look autonomous, but many of their movements and tasks are in fact steered live by humans.

In some roles, operators spend long shifts acting out physically demanding motions to generate training data, which can lead to pain, injury and motion sickness from extended VR use. In other cases, workers in lower-wage countries remotely monitor and control robots in shops or other sites in richer countries, earning modest monthly pay while providing a cross-border service.

Privacy becomes a central concern once humanoid robots, equipped with cameras and network connections, move into the home. Even when companies offer features like face blurring, geofencing of rooms or user-approved connection windows, the idea of unknown people seeing into private spaces and doing housework at a distance is unsettling to researchers and privacy advocates.

Who benefits / who loses

Robotics companies benefit from showcasing robots that appear highly capable and autonomous, helping secure investment and preorders while downplaying how much human labor is required today. They also gain from remote work models that let them hire operators in regions with lower wages.

Remote workers, on the other hand, can end up with repetitive, physically tiring and low-paid jobs that receive little recognition or visibility. Meanwhile, consumers and the wider public lose clarity about how autonomous these systems truly are, increasing the risk of overestimating the technology and underestimating privacy and labor risks.

Why it matters

• The marketing of “autonomous” robots can hide dependence on human labor and shape investment and policy decisions.
• People may invite robots into their homes without understanding who is really watching and controlling the device.
• A new kind of remote, precarious work may grow, with operators in poorer countries serving wealthier markets.
• Without transparency, it is hard to assess risks, set rules for the sector and decide where humanoid robots should be allowed.