{
  "id": 15202874,
  "title": "AI lab offers free plumbing and HVAC repairs across three cities to train AI robots",
  "url": "https://urgent.news/2026/10/17/ai-lab-offers-free-plumbing-and-hvac-repairs-across-three-cities-to",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-17T13:21:20.000Z",
  "source": {
    "name": "Tom's Hardware",
    "slug": "tom-s-hardware",
    "url": "https://www.tomshardware.com/tech-industry/artificial-intelligence/ai-lab-offers-free-plumbing-and-hvac-repairs-across-three-cities-to-train-ai-robots-wearable-sensors-record-video-of-repair-work-for-robotics-training-free-services-also-include-electrical-work-air-duct-cleaning-and-carpet-cleaning"
  },
  "original_language": "en",
  "account": "An AI laboratory specializing in gathering real-world data aims to collaborate with homeowners to record skilled laborers' work to train AI robots. HUMXN will subsidize various home services, such as plumbing, electrical, HVAC, air-duct cleaning, and carpet cleaning, allowing individuals needing these services to receive them for free in exchange for permitting technicians equipped with \"wearable capture technology\" to enter their home.\n\nThomas Unise, the founder of HUMXN, explained that the next generation of AI requires more than just text and images from the internet. Instead, robots must comprehend how skilled individuals interact with the physical world. Homeowners and service companies can benefit financially from the value of that expertise, according to Unise.\n\nThe challenge lies in capturing the natural movements of skilled workers in controlled lab settings. By partnering with homeowners, HUMXN can collect data from \"different homes, equipment types, problems, technicians, and environments.\" This approach would also provide AI models with insights into how technicians complete tasks, including assessing situations, selecting appropriate tools, responding to changing conditions, and determining the success of the job.\n\nHUMXN's program will initially launch in three cities with contrasting climates: Minneapolis, Chicago, and Miami. Homeowners in these cities with qualifying needs can check their eligibility on HUMXN's Free Home Service webpage. By compensating residents for the right to record on their property, HUMXN aims to address concerns about AI labs, like Meta, Nvidia, and OpenAI, being accused of stealing data for model training. However, the future of AI is likely to necessitate training on data generated from real-world activities rather than solely relying on scraped text, images, and video from the internet.",
  "summary": "HUMXN wants to pay for maintenance and repair services for homes in Minneapolis, Chicago, and Miami to gather data to train AI models and robots.",
  "key_points": [
    "HUMXN offers free plumbing, electrical, HVAC, air-duct cleaning, and carpet cleaning services.",
    "Program aims to train AI robots by capturing skilled workers' natural movements in homes.",
    "HUMXN launches in Minneapolis, Chicago, and Miami to collect diverse data."
  ],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}