Washington Examiner
· collected 2026-10-06 · by Meda Parameswara Reddy
Bill Gates has spent the past year warning that this wave of automation is different — that artificial intelligence replaces human thinking itself, faster than any previous technology gave workers time to adjust.
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technology → spend → time
On Aug. 26, 2026, he laid out his answer in a nearly 6,000-word essay on Gates Notes, in two parts: tax AI tokens and robots the way a human paycheck is taxed, and carve out a category of jobs — “Human Reserved,” capped at 40% of the workforce — that society deliberately keeps for people even where a machine could do the work just as well.
uncertain
machine → lay → work
Gates offers a vivid reason: a robot could technically deliver a cancer diagnosis, he writes, but it shouldn’t.
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it → offer → diagnosis
He has personal reason to feel this — his father spent 13 years in decline from Alzheimer’s, and Gates has written movingly about how much the quality of that caregiving mattered.
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quality → have → caregiving
A tax nobody can define, a list everyone will fight over
Gates proposed a robot tax once before, in 2017, and Harvard economist Lawrence Summers called it “profoundly misguided” at the time, asking how a law could tax a robot but not the spreadsheet or algorithm doing the same job.
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law → define → job
A large language model has no chassis to tax; it runs on a shared token stream used for a dozen tasks at once, in proportions no auditor can separate.
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auditor → have → proportions
Any tax base narrow enough to catch “the robot” is narrow enough to dodge; any base broad enough to catch the model is broad enough to catch the office software every American knowledge worker already uses.
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worker → catch → software
The jobs list has a worse problem.
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list → have → problem
The moment an agency exists to decide which jobs are “Human Reserved,” every trade group in the country has a reason to lobby for its members’ inclusion.
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group → exist → inclusion
The occupations that end up protected will not be the ones where human judgment matters most — they will be the ones with the best-organized lobby.
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they → end → lobby
I have written elsewhere about what I call Asymmetric Capitalism: policy that shelters one favored group from risk while everyone else absorbs the full impact
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everyone → write → impact
A reserved-jobs list would do that at the scale of an entire occupation, handing some workers a government-guaranteed moat while the next job category over gets none.
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category → reserve → none
That is not equity; it is a lottery dressed up as policy.
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it → dress → policy
The disruption is real — the fix is not
The upheaval Gates describes is already visible in the numbers, which is exactly why a static list is the wrong answer.
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list → describe → numbers
Challenger, Gray & Christmas attributed roughly 101,700 of the 443,600 announced U.S. layoffs in the first half of 2026 to AI — about 23%, the single largest named cause.
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Challenger → attribute → AI
Stanford’s 2026 AI Index found employment for software developers aged 22 to 25 down nearly 20% since 2024, even as demand for AI skills in the information sector nearly doubled.
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demand → find → sector
A Mercer survey of 825 C-suite executives found 99% expect AI to cut headcount within two years, and a separate survey found a fifth of U.S. companies have already frozen entry-level hiring because of it.
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fifth → find → it
A labor market moving that fast will outdate any government list before the ink dries.
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ink → move → list
What government should actually do
Government has a real role — enforcing nonnegotiable safety standards on the technology itself: cyber defense, containment for autonomous systems, hard limits on weapons-relevant uses.
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Government → have → uses
That sets boundaries on the technology without deciding which humans keep which jobs, the way aviation codes ground a defective plane without picking which airline survives.
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airline → set → plane
Beyond that, portable benefits and wage insurance that travel with the worker, not the job, will do more good than any list.
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that → travel → list
Human preference will do the rest without anyone’s permission.
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preference → do → permission
Families already pay a premium for a human contractor’s workmanship, a human adviser’s accountability, a human hospice worker’s presence — that premium is a market signal, not a policy choice.
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premium → pay → workmanship
Where a machine is simply safer or more accurate, and in aging societies such as Japan’s, sometimes the only option at all, blocking it to protect an incumbent occupation protects incumbents, not workers.
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blocking → age → incumbents
Gates is right that this transition will be turbulent, and right that leaving workers unsupported is not an option.
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leaving → leave → workers
But the fix has never been a government list of protected jobs.
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fix → protect → jobs
It is a government that keeps the technology safe, and a labor market flexible enough to keep up with everything else.
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that → keep → everything
A former R&D executive holding 30 U.S. patents, he specializes in interdisciplinary research and public policy analysis.
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he → hold → research
His writing has appeared in Proc. Natl. Acad. Sci. (PNAS), RealClear platforms, Washington Examiner, The Fulcrum, The Humanist, AFRO American, and South Asia Monitor, where he serves on the editorial board.
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he → appear → board
He also hosts the interview show “SAM Dialogues with Dr. M. P. Reddy.”
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He → host → Reddy
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