Bill Gates wants to wall off some jobs for people only. In a new essay on artificial intelligence, the Microsoft co-founder proposes a concept he calls 'Human Reserved' — roles that stay human, either permanently or until workers can retrain. He's also pushing for a tax on AI and robots, arguing the current tax code pushes employers to swap staff for machines.
How the 'Human Reserved' idea works
Gates compares the concept to nature reserves: societies could build on protected land, but choose not to because the loss would outweigh the gain. Under his plan, some jobs would never be automated. Others would get temporary protection for workers too far along in their careers to retrain easily. He names childcare and jury service as clear fits for the permanent category. Education and healthcare, he says, would be a mix — protected workers using AI to stretch their output.
The proposal has a ceiling: Gates puts the most aggressive version at roughly 40% of all jobs.
Why the tax code gets blamed
Gates argues the system pushes employers toward machines. Payroll taxes are paid on staff, but equipment costs are deductible — so replacing a worker with a robot saves money on both fronts. He first floated a robot tax years ago and says he's still a big proponent. 'It is part of a wise response to AI,' he wrote.
The tax idea isn't just about revenue. Gates acknowledges that AI-driven job loss will shrink the tax base and strain government budgets. Displaced workers, he says, need retraining and social support — but someone has to pay for it.
The labor data behind the proposal
AI's impact is already visible in the numbers. Employers have cited AI in 184,538 job cut announcements since 2023, according to Challenger, Gray and Christmas. In July, AI led all stated reasons for cuts for the fifth straight month — 10,970 cuts, or 33% of the monthly total. The 2026 tally of AI-related cuts hit 112,713, about 24% of all cuts.
Yet overall July cuts fell to 33,429, the lowest monthly total in two years. Hiring plans rose 25% year to date to 107,500. Andy Challenger, chief revenue officer at the firm, said: 'Hiring has also increased over last year by 25%, so while AI is shifting the labor market, it is not dismantling it.'
Goldman Sachs finds the strain concentrated among entry-level workers. US call center employment sits 39% below its long-run trend.
Who decides what's protected?
Gates leaves a big question open: who gets to decide what counts as 'Human Reserved' work, and how would governments police it? He doesn't propose a specific agency or rulebook. That's a gap between the idea and any real policy.
The debate won't stay theoretical for long. With AI-related cuts still running at a third of all monthly layoffs, the pressure on politicians to respond is only growing. The next question is whether any government takes up Gates' proposal — and how they'd define a job that's worth saving from the machine.
