We are in the middle of what might be called a global AI freakout: Researchers warn of systems escaping human control, tech executives propose slowing their own frontier models, and Washington is consumed by debates over regulation.
uncertain
Washington → call → regulation
Anxiety over jobs, safety, data centers, and the concentration of wealth and power is coalescing into a huge backlash.
asserted
Anxiety → coalesce → backlash
Hovering over every proposal for restraint is China.
asserted
China → hover → restraint
If America slows down, the idea goes, China races ahead.
asserted
China → slow → ?
House Speaker Mike Johnson put it plainly this week, saying there can be no moratorium on AI development because America would lose its edge to China.
asserted
America → put → China
President Donald Trump, who has said “whoever wins AI wins,” is scheduled to meet Chinese President Xi Jinping on September 24, with AI expected on the agenda.
asserted
AI → say → agenda
He should rethink his maximalist position, which projects indifference to the welfare of his citizens.
asserted
which → rethink → citizens
The meeting with Xi offers a chance to test whether the AI race really must proceed without brakes.
asserted
race → offer → brakes
Into this uproar has stepped an unlikely advocate of restraint — billionaire Bill Gates.
asserted
advocate → step → restraint
On August 26, the Microsoft co-founder published “The turbulent AI era is here.
asserted
era → publish → August
The choices we make now are critical.”
asserted
we → make → ?
Gates remains enthralled by AI’s possibilities in medicine, science, and education, yet believes its ability to substitute for human cognition could make this technological revolution different.
uncertain
revolution → remain → cognition
New jobs will emerge, he writes, but without the right policies, “there will be far fewer than exist today” — potentially upending a civilization essentially built around human employment.
asserted
he → emerge → employment
Gates proposes designating some occupations “Human Reserved,” comparing them to nature reserves society preserves despite the economic value of developing them.
asserted
society → propose → them
He cites the “irreplaceably human” caregivers who tended his father through Alzheimer’s and also proposes taxing robots and AI tokens to discourage some worker replacement and finance a stronger safety net.
asserted
who → cite → net
Most strikingly, he accepts some resulting economic inefficiency, arguing that conventional measures overlook the broader value of work.
asserted
measures → accept → work
Call this the Gates Doctrine: A machine’s ability to replace a human being more efficiently does not settle whether society should let it.
asserted
society → call → it
This makes Gates, of all people, something resembling a Luddite.
asserted
Gates → make → Luddite
The word today evokes someone baffled by an iPhone or reflexively hostile to technology, but the historical Luddites were skilled English textile workers whose trades required years of apprenticeship.
asserted
trades → evoke → apprenticeship
They worked with machinery and understood it intimately.
asserted
They → work → it
Their rebellion concerned machinery used to replace skilled labor with cheaper workers, depress wages, and transfer productivity gains to factory owners.
asserted
rebellion → concern → owners
Their argument was ultimately about the purpose of technology: Greater output did not automatically constitute progress when the people producing it became poorer and less secure.
asserted
people → constitute → it
The Luddites eventually lost more than an economic battle.
asserted
Luddites → lose → battle
They lost the argument over how we think about technology.
asserted
we → lose → technology
A powerful story took hold: Technological progress is inevitable and always ultimately beneficial, because of greater efficiency and productivity (of whoever’s working).
asserted
whoever → take → efficiency
Sure, machines destroy jobs, but displaced workers find new and better ones; productivity rises, society grows richer, and the market somehow produces enough work for everyone.
asserted
market → destroy → everyone
There is an almost religious faith embedded in this idea — that, however wrenching the disruption, all will be fine.
asserted
all → be → disruption
For two centuries, history seemed to vindicate that faith.
asserted
history → seem → faith
The steam engine, electricity, and the digital computer destroyed countless occupations, yet mass employment survived, and living standards rose spectacularly.
asserted
standards → destroy → occupations
Against that record, the Luddites came to look ridiculous: men swinging hammers against the unstoppable march of progress.
asserted
Luddites → come → progress
Artificial intelligence now resurfaces the central Luddite question: What if this time really is different?
asserted
time → resurface → question
Tech maximalists still answer with the technological inevitability idea: super-intelligent AI is coming no matter what; jobs will disappear; companies will automate; everyone will adapt.
asserted
everyone → answer → idea
This narrative turns thousands of decisions made by governments, corporations, universities, investors, and engineers into some sort of law of nature.
asserted
narrative → turn → nature
Governments financed research, universities trained scientists, investors supplied capital, and companies built the models and data centers.
asserted
companies → finance → models
The institutions that accelerated AI development also possess considerable power to steer it.
asserted
that → accelerate → it
I would go beyond the Gates Doctrine to a broader proposition.
asserted
I → go → proposition
Call it, with self-indulgence unbecoming to a columnist, the Perry Doctrine: Technology is not destiny, and efficiency is not an end in itself.
asserted
efficiency → call → itself
Both are instruments whose value derives from their contribution to human welfare.
asserted
value → derive → welfare
Societies can encourage useful technologies, steer their development, slow applications demanding more thought, and prohibit those whose costs overwhelm benefits.
asserted
costs → encourage → benefits
Applied to AI, this can still be enthusiastically pro-technology.
asserted
this → apply → AI
…and 20 more, not listed.
The Aporia
