Bill Gates Proposes 'Human Reserved' Jobs and AI Token Tax

Gates warns AI transition could deepen global inequality

Bill Gates released a 6,000-word memo warning that artificial intelligence poses an urgent threat to economic fairness. "AI will either be the greatest equalizer ever invented, or the worst source of injustice," the Microsoft co-founder wrote in the essay published on his personal website Wednesday.

The billionaire philanthropist outlined a specific policy framework to address what he sees as very high odds of a negative outcome: designating certain roles as "Human Reserved" jobs that cannot be automated, and implementing a "token tax" that would make it more expensive for companies to replace workers with AI systems.

Why it matters

Unlike previous technology transitions that unfolded over decades, AI can spread through existing devices and infrastructure almost immediately. Gates expects this acceleration will eliminate entry- and mid-level positions before workers, companies, or governments can adapt—potentially creating a generation locked out of career ladders with no bottom rungs to climb.

The case for protecting caregiving roles

Gates drew from personal experience to illustrate which jobs should remain human. His father received round-the-clock care before dying of Alzheimer's in 2020. "Something in the care they gave my dad was irreplaceably human," Gates wrote. "No robot could or should have done it."

The essay acknowledges the difficulty of determining which positions qualify as Human Reserved. While robots could theoretically build houses, what happens to skilled carpenters? AI might deliver educational content efficiently, but can it replace a caring, empathetic teacher? Gates argues that technological capability alone should not dictate what society chooses to automate.

Three government interventions Gates recommends

The memo calls for immediate action rather than waiting for market forces to resolve disruption:

Create new institutions. Gates proposes establishing national and international bodies specifically designed to manage the AI transition and its economic consequences.

Protect Human Reserved positions. Certain jobs would be legally shielded from automation, preventing companies from replacing people simply because the technology exists.

Reform tax incentives. Gates advocates changing tax structures so companies are not economically rewarded for substituting AI and robots for human workers. Revenue from a token tax on AI replacement could fund support for displaced employees.

Disruption across professional fields

Gates predicts significant upheaval within the next decade for medicine, law, middle management, and manufacturing. Sales, customer support, and software engineering face immediate pressure as AI capabilities improve. The risk intensifies if AI systems reach a point where they produce consistently error-free work.

The challenge extends beyond individual careers. Gates worries that countries and communities with existing wealth and power will capture AI's benefits while vulnerable populations bear the costs. Addressing these questions of harm and injustice "should be the world's top priority," he wrote.

A call for democratic process

Gates characterizes the task as "monumental" and insists solutions must emerge through public democratic processes involving elected officials, policymakers, educators, health workers, and community leaders. He wants to help develop both domestic and international frameworks for managing AI's impact.

"This unprecedented technology demands an unprecedented global response," Gates concluded.

The details were first reported by CNBC in an essay by leadership expert Jeff Haden.