Data-hungry AI companies usually reach for text and images scraped from the web. HUMXN is taking a different route: paying homeowners and technicians to record physical skilled work with wearable sensors. The lab says it will subsidize plumbing, electrical, HVAC, air-duct cleaning, and carpet cleaning in Minneapolis, Chicago, and Miami, so residents can get qualifying jobs done free while technicians are still paid.
Founder Thomas Unise argues that the next generation of AI systems needs more than internet content, because robots need to understand how people handle complex physical tasks. The company says lab settings are too artificial to capture natural movements, whereas real homes offer a mix of equipment, problems, technicians, and environments. Those recordings are meant to teach AI models how technicians inspect situations, select tools, adapt, and judge success.
HUMXN's approach is notable at a time when many AI labs have been accused of taking training data without permission. By making service companies and homeowners financial beneficiaries of the data it collects, the company is attempting to put a price on expertise that AI developers will likely need for robotics.