On 26 August 2026, Bill Gates published a Gates Notes essay titled “The turbulent AI era is here. The choices we make now are critical.” Even under the best circumstances, he writes, the transition into a new AI era will be among the most turbulent periods in human history. On equity, AI “will either be the greatest equalizer ever invented, or the worst source of injustice.” Answering those questions and acting on the answers should be the world’s top priority, he argues—but he does not see leaders, experts, and communities confronting the challenges adequately: “There is no plan to ease the entry into the AI era.”
Analogies to past innovations mislead, he writes: societies have little experience with a technology that can be adopted quickly and that can think and move like a human. The PC took about twenty years to change work significantly; AI runs on devices people already have and uses natural language—“We don’t have to adapt to it because it can adapt to us.” He expects law, customer service, medicine, software, and manufacturing to be hit over about a decade rather than a few generations; without the right policies there will be far fewer new jobs than exist today.
Among the ideas he offers for a transition plan—in a section headed “Set aside some jobs for humans”—is this: even when AI and robots can perform certain work, society may still deliberately set some tasks aside for people only. He calls that domain Human Reserved.
What Human Reserved means
As AI and robots improve, Gates writes, “we’ll set aside certain things for only people to do.” He has started calling that domain Human Reserved. He likes the phrase because it recalls nature reserves—places where buildings and roads could go, but society chooses not to build because the loss would be too great.
His personal reference is caregiving. His father died of Alzheimer’s in 2020; in the later stages, paid caregivers who worked day and night understood him even when he struggled to say he was hungry. His family will always be grateful to that team. Something in the care they gave was “irreplaceably human.” “No robot could or should have done it.” He thinks of that team when the question arises of which jobs will disappear and which will remain.
Why reserve work
Economics: mass displacement of hard-to-retrain workers
Something may be set aside as Human Reserved for economic reasons—for example, because allowing machines to take over a role would displace a large number of people who cannot easily change jobs. You cannot tell a 55-year-old who has worked in construction their whole career that they need to go work at an elder-care facility and expect them to find it fulfilling, he writes.
Earlier in the same essay he also writes that “many jobs will disappear forever”; entry- and mid-level roles are most at risk, while new jobs will mostly require skills that take many years to learn; market forces will accelerate adoption, and without intervention there will be fewer good jobs and benefits will accrue to a small group. Human Reserved sits among his proposed forms of intervention.
Dignity and care: hard news should not come from a robot
Sometimes other factors drive the decision. In health, he asks readers to imagine a robot delivering the awful news that you have an incurable disease: “There’s no technical reason why it couldn’t. Yet it shouldn’t.” That point pairs with the “irreplaceably human” caregiving passage: what machines can do and what people should still do are not the same question.
The domain evolves; education and mental health as a mix
The Human Reserved domain will evolve over time. Gates writes that society should consider setting aside some jobs now and phasing in AI slowly over years or decades, with a commitment to preserve some jobs. Areas such as education and mental health care will be a mix: a human in charge who uses the technology to extend what they can do.
The lines will also vary from place to place. Some countries might insist on having humans take care of the elderly. A country like Japan, which has a shrinking workforce and not enough young people to care for the old, may welcome a caregiving robot.
Open questions Gates says he cannot answer
The idea of Human Reserved raises a host of questions he does not have answers to: Who gets to decide what we reserve for humans? What criteria should we use? How do you keep companies from cheating and using robots anyway? What happens to international trade when one country lets robots make something and another country doesn’t? These will need to be worked out in public as part of the transition plan. He places Human Reserved alongside a broader call for national and international institutions that can handle AI’s cross-cutting effects on jobs, tax, security, and health; this brief focuses on his naming of, and rationale for, deliberately human-kept work—not the full institutional blueprint.
Same-essay context: taxing AI tokens and robots
In a section on rebalancing how labor and capital are taxed, Gates argues that society should tax AI tokens and robots. Right now, he writes, hiring someone means paying payroll taxes on their earnings, but buying a robot can usually be written off right away as a business expense—so the tax system “nudges you toward replacing people with machines.” A tax would slow the rush away from human labor a little and raise money for retraining and a stronger safety net. It would need to be targeted so it does not slow purely beneficial uses of AI, such as making medicine and education cheaper. Critics say it is not optimally efficient in an economic sense; Gates replies that they are not considering the broader value of work for individuals and society, and that with accelerated innovation “we’ll be able to afford a little inefficiency as the price for keeping people employed.” He proposed a robot tax years ago, remains a strong proponent, and calls it part of a wise response though not the whole solution.
However funds are raised for more assistance, he writes, they need to reach people who need them most—including workers who lose jobs to AI and robots, people whose hours or wages decline, and communities where losses are concentrated—and that work should start now so systems are ready when need becomes acute. His message to leaders is that they have a chance to act before unemployment rises sharply, communities hurt, and public trust erodes—and to work with other governments on this national and global challenge.
Primary source:
- Bill Gates, Gates Notes, The turbulent AI era is here. The choices we make now are critical., 2026-08-26, https://www.gatesnotes.com/work/make-ai-work-for-everyone/reader/a-turbulent-ai-era-and-critical-choices-to-make
