







In the face of automation, the free market failed completely to provide horses jobs that paid a living wage. Why this happened is critical…
If you think your profession is dying, it could soon be gone
Younger workers once foresaw the demise of horse-drawn carriages — but anticipating obsolescence can be self-fulfilling

Companies Are Blaming AI for Layoffs. The Real Reason Will Piss You Off.
180,000 tech workers lost their jobs in 2025. Companies say it’s because of AI. Oxford researchers call BS.


Why Big Tech pays poor Kenyans to teach self-driving cars
The data that powers the most cutting edge technology in Silicon Valley begins in Nairobi's slum.

Workers around the world are not getting what they want from AI
A survey of workers in 60 countries found that a majority of those facing the threat of AI-driven job loss do not trust companies or governments to manage the transition fairly.

Will AI Destroy the Economy? (According to Economists: No.) | AI Reality Check | Cal Newport
Why I'm Worried About Job Loss + Thoughts on Comparative Advantage — LessWrong
David Oks published a well-written essay yesterday arguing that the current panic about AI job displacement is overblown. I agree with a few of his p…
The Fork in the Road: AI Horseless Carriages or Collective Intelligence for Science - Cosmik Labs
Tech companies are cutting jobs and betting on AI. The payoff is far from guaranteed
AI experts say we’re living in an experiment that may fundamentally change the model of work

Labor market impacts of AI: A new measure and early evidence
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
The Unaccountability Machine: Why Big Systems Make Terrible Decisions—and How the World Lost Its Mind
Longlisted for the 2024 Financial Times Book of the Year. How life and the economy became a black box—a collection of systems no one understands, producing outcomes no one likes. Passengers get bumped from flights. Phone menus disconnect. Automated financial trades produce market collapse. Of all the challenges in modern life, some of the most vexing come from our relationships with automation: a large system does us wrong, and there’s nothing we can do about it. The problem, economist Dan Davies shows, is accountability sinks: systems in which decisions are delegated to a complex rule book or set of standard procedures, making it impossible to identify the source of mistakes when they happen. In our increasingly unhuman world—lives dominated by algorithms, artificial intelligence, and large organizations—these accountability sinks produce more than just aggravation. They make life and economy unknowable—a black box for no reason. In The Unaccountability Machine, Davies lays bare how markets, institutions, and even governments systematically generate outcomes that no one—not even those involved in making them—seems to want. Since the earliest days of the computer age, theorists have foreseen the dangers of complex systems without personal accountability. In response, British business scholar Stafford Beer developed an accountability-first approach to management called “cybernetics,” which might have taken off had his biggest client (the Chilean government) not fallen to a bloody coup in 1973. With his signature blend of economic and journalistic rigor, Davies examines what’s gone wrong since Beer, including what might have been had the world embraced cybernetics when it had the chance. The Unaccountability Machine is a revelatory and resonant account of how modern life became predisposed to dysfunction.

Technological Disruption in the US Labor Market • The Aspen Institute Economic Strategy Group
DAVID DEMING, CHRISTOPHER ONG, LAWRENCE H. SUMMERS This paper explores past episodes of technological disruption in the US labor market, with the goal of learning lessons about the likely future impact of artificial intelligence (AI). The authors measure changes in the structure of the US labor market going back over a century in two ways. ...

AI can cost more than human workers now
When AI labs raise prices, big spending on AI could shift from a flex to a liability.

AI Has Ruined the Job Market
Maybe flawed people were better than brute algorithms.
The loudest warning about AI and jobs yet
200 economists and AI leaders say something big is happening. What should we do about it? Plus: Apple sues OpenAI
