Bill Gates is using a new GatesNotes essay to argue that governments are not preparing fast enough for artificial intelligence’s social impact. Techmeme’s summary of the GatesNotes post says Gates said that “the AI era will be one of the most turbulent times in human history” and that “we are not preparing adequately,” while calling for a regulatory framework. Tom’s Hardware reports that the billionaire philanthropist’s essay runs about 6,000 words and focuses on the societal risks of AI as well as potential policy responses. Its account says Gates contrasted AI with earlier technologies such as computers and the internet: those shifts gave society decades to adapt, while AI tools are already broadly available. The labor-market risk is central to Gates’ argument as reported by Tom’s Hardware. He warned that AI could displace workers before they have time to retrain, with entry-level jobs already falling significantly and new graduates finding it harder to gain experience. Gates’ examples, as quoted by Tom’s Hardware, include an accounting worker replaced by a bot and a $20-an-hour worker displaced by a $10-an-hour robot. One proposed response is to mark some work as “Human Reserved.” Tom’s Hardware says Gates compared the idea to nature reserves: areas that could have been developed, but were protected because the loss would be too great. In the labor context, the designation would not necessarily freeze a job forever; the report says Gates described it as a way to introduce AI tools more slowly over years or decades in areas where rapid displacement would be especially damaging. Gates also argued that some fields may continue to require a human element. Tom’s Hardware cites education and healthcare as examples of work where human touch remains important, even as AI systems become more capable. The broader point is not that AI is absent from those sectors, but that Gates sees limits to full replacement in roles built around care, judgment, and interpersonal trust. The essay also links automation to public finance. Tom’s Hardware reports that Gates warned fewer human employees could mean lower individual income-tax collections, and cited U.S. Treasury data saying more than half of federal revenue came from individual income taxes in 2025 and 2026. Under the current tax setup, the report says Gates argued, companies may have an incentive to replace people with robots that can be treated as tax-deductible expenses. His proposed fix, according to Tom’s Hardware, is to tax AI tokens and robots. Gates framed that as a way to support government revenue while changing the incentive structure around replacing workers. The summaries do not provide legislative details, tax rates, or a specific jurisdictional proposal, so the policy remains an argument rather than a concrete bill or program. Gates’ post also points to broader risks beyond employment. Tom’s Hardware says he identified the use of AI by bad actors and the replacement of genuine human relationships, especially among children, as concerns he plans to address further. For now, the reported focus is on job security, income-tax pressure, and whether governments should slow or redirect some AI-driven labor substitution. Who benefits: Workers in roles most exposed to rapid automation would benefit if policymakers adopted slower-transition rules or human-reserved categories. Governments could also benefit if new taxes offset any decline in income-tax receipts from displaced labor. Who's exposed: Companies counting on rapid labor replacement through AI or robotics would be exposed to any policy that taxes automation or preserves human-only work. The reports do not identify specific companies; examples mentioned include accounting, construction, education, and healthcare.