Bill Gates Proposes 'Human Reserved' Jobs and AI Taxes Amid Warnings of Permanent Job Losses

Microsoft co-founder Bill Gates has issued a stark warning about artificial intelligence's impact on employment, arguing in a nearly 6,000-word essay published August 26, 2026, on his Gates Notes site that 'many jobs will disappear forever' and calling for proactive policy measures including a new category of 'Human Reserved' roles and taxes on AI tokens and robots.[1][2]

Gates contends that AI differs fundamentally from prior technological shifts, such as the move from agriculture to office work, because it can replace human cognition directly and is already deployable across existing systems. He predicts rapid effects over the next decade on fields including law, customer service, medicine, software development, and manufacturing, with entry- and mid-level positions most vulnerable initially. Physical roles in construction and hospitality could follow as robotics advance.[3]

To mitigate disruption, Gates advocates designating certain tasks as 'Human Reserved'—analogous to nature preserves—where society deliberately keeps work for humans even when machines could perform it. Examples include delivering terminal medical diagnoses, aspects of education, mental health care, and caregiving, drawing from personal experience with his father's Alzheimer's care. He notes governments would face complex choices, potentially protecting up to 40% of jobs in an aggressive scenario, and suggests phasing in AI gradually in some areas.[4][5]

Gates also renews his call for taxing AI tokens (the units processed by models) and robots. He highlights a tax asymmetry: employers pay payroll taxes on human workers but can often deduct robots immediately as expenses, incentivizing automation. Revenue from such taxes could fund retraining and bolster safety nets, though he acknowledges this introduces economic inefficiency that society may need to accept.[6]

Broader concerns in the essay include AI enabling fraud, cyberattacks, bioterrorism, and disinformation, plus risks to children's critical thinking from AI companions. Positively, Gates highlights potential in medical research, diagnostics, education access, agriculture, energy, and climate solutions. He urges new national and international institutions, including U.S.-China cooperation, to manage these effects.[7]

The proposal echoes earlier ideas Gates floated in 2017, though it drew skepticism then from economists favoring unrestricted technological investment. Reactions include support from U.S. Rep. Greg Casar for an AI token tax bill and critiques from figures like the Cato Institute's Adam Michel, who argues such taxes hinder productivity gains, and University of Washington professor Oren Etzioni, who views the solutions as mostly flawed despite agreeing on displacement risks.[8]

This intervention arrives as automation debates intensify, connecting to longstanding discussions on labor market resilience and the need for policy to shape technological transitions rather than react to them.