3 key takeaways from Bill Gates’ stark warning about AI and jobs Bill Gates, cofounder of Microsoft, warned in a nearly 5,900-word blog post published Wednesday that the world must prepare for a 'turbulent AI era' before workers are 'displaced or underemployed,' predicting that dexterous robots could compete with humans on physical tasks in construction and hospitality by the end of the decade. Gates proposed 'Human Reserved' jobs for people only, and suggested taxing AI tokens and robots to fund retraining and a stronger safety net, arguing that 'waiting until people are already displaced or underemployed will be too late.' Bill Gates https://www.businessinsider.com/bill-gates has warned that the world needs to do more to prepare for a "turbulent AI era" before workers are "displaced or underemployed." In a nearly 5,900-word blog post published on Wednesday, the Microsoft cofounder https://www.businessinsider.com/bill-gates-net-worth said that AI and robotics will eventually reach beyond the white-collar jobs already under pressure from the technology. "In terms of equity, AI will either be the greatest equalizer ever invented, or the worst source of injustice," Gates wrote https://www.gatesnotes.com/a-turbulent-ai-era-and-critical-choices-to-make . "The challenge is monumental." He said policymakers should consider protecting certain jobs for humans and taxing automation to help fund retraining and a stronger safety net. Here are three takeaways from Gates' warning about AI and jobs. 1. Robots could bring AI disruption to blue-collar jobs So far, most of the job fallout from AI has centered on white-collar work https://www.businessinsider.com/sam-altman-ai-jobs-prediction-wrong-white-collar-openai-australia-2026-5 . Gates said blue-collar workers will eventually be affected too as robots become cheaper and more capable. "Many Americans I talk to don't realize how fast dexterous robots are advancing," he wrote. He said "smart" robots could start competing with people on some physical tasks in construction and hospitality "by the end of the decade." 2. Some jobs could be set aside for humans Gates said that, as AI and robots improve, society may decide to set aside some work for people only, an idea he calls "Human Reserved." He gave the example of receiving an incurable disease diagnosis from a robot. "There's no technical reason why it couldn't," he wrote. "Yet it shouldn't." He said fields such as education and mental health care could become a mix of humans and AI, with people remaining in charge. 3. Taxing AI tokens and robots can fund reskilling Gates also said that governments should tax AI tokens https://www.businessinsider.com/ai-token-price-crash-nvidia-blackwell-gpus-2026-6 — the units into which AI models divide and process text and other data — and robots to slow the push to replace workers and to raise money for the transition. "I believe we should tax AI tokens and robots," he wrote. He said the current tax system nudges companies toward replacing workers with machines because employers pay payroll taxes when they hire people, while robots can generally be written off as a business expense. "Waiting until people are already displaced or underemployed will be too late," he wrote.