A humanoid learning to work in the home cannot rely on text alone. It needs to see how people actually move through kitchens, bedrooms, gardens, bathrooms, and living rooms while doing ordinary chores.
CNN reports that a new type of gig work is emerging around humanoid robot training. Workers record first-person videos of themselves doing household tasks such as cooking, cleaning, gardening, pet care, folding laundry, washing dishes, and making beds.
The home angle is direct. These videos are meant to help robots learn the small physical details of real homes: how hands grasp objects, how people move around furniture, how chores vary from one household to another, and how messy everyday environments differ from controlled lab demonstrations.
The scale also shows how early the field still is. Micro1 says it has about 4,000 “robotics generalists” across 71 countries submitting more than 160,000 hours of video each month, but the company says humanoid robots may ultimately need billions of hours of training data.
The takeaway for Humanoid Home News readers: future home humanoids may depend on a hidden data workforce recording ordinary chores today, but collecting household videos is not the same as proving that robots can safely and reliably do those chores inside real homes.
Source: CNN
Published: April 4, 2026
