







Rapid AI adoption left workers cleaning up a flood of errors and low-quality work
Companies That Tried to Save Money With AI Are Now Spending a Fortune Hiring People to Fix Its Mistakes
Companies that rushed to replace human labor with AI are now shelling out to have IRL workers to fix the technology's screwups.

Companies That Replaced Humans With AI Are Realizing Their Mistake
As AI agents have yet to pay for themselves, more and more executives are waking up to the sloppy reality of AI hype.

The real AI economy is being built by ordinary people
Far from Silicon Valley pitch decks, workers across Asia and Africa are bypassing tech industry hype to quietly rewire their daily jobs — one prompt, workflow, and local problem at a time.


"I was forced to use AI until the day I was laid off." Copywriters reveal how AI has decimated their industry
Copywriters were one of the first to have their jobs targeted by AI firms. These are their stories, three years into the AI era.

Companies Are Being Torn Apart by AI "Workslop," Stanford Research Finds
Not only is AI hampering productivity, but it's also blowing up collaboration and souring employee dynamics.

OpenAI targets workplace professionals as enterprise AI demand surges
‘These leaders recognize AI as the most consequential shift of their lifetime, and they’re asking us how to reinvent their companies around it’

The ‘productivity paradox’ of AI adoption in manufacturing firms | MIT Sloan
Companies that adopt industrial artificial intelligence see productivity losses before longer-term gains, according to new research.

Do AI-enabled companies need fewer people? | Seldo.com
AI-native startups are doing more with less — 40% smaller teams, 6x higher revenue per employee — and the data confirms it's not just hype. But the wave of new jobs I predicted hasn't materialized so far. Compute is replacing labor. Will that change?
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.

Companies Are Throttling Employees’ AI Use Because It’s Too Expensive
Sources and leaks from Amazon, Adobe, Atlassian, Citi, and more show what is really happening with AI right now: companies are trying to rein in AI use as costs spiral out of control.

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

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.

When everyone has AI and the company still learns nothing
Are people using AI, or is the organization learning from it? What changed because we spent those tokens? And who moves discoveries from individuals to teams to organizational capabilities?

Nothing Works and Everyone Is Euphoric
As I’m writing this, we’re in the middle of an AI-induced mass psychosis. People are literally token-maxxing themselves into hospital beds, scrambling to capture some of that market value before everything is automated away. I can’t blame them. Models keep getting better, programmers are being laid off left and right. We’ve been repeatedly told that AI will write 100% of the code by the end of the year. Whether that’s true or not, this may not be the best time to sit back.
Nathan Witkin on Twitter / X
Does anyone disagree that pretty much every piece of empirical evidence we have about actually existing AI points toward a labor-augmenting technology with a more-or-less ordinary risk profile (no worse than cars, guns, nuclear power, social media, etc.)?On the labor front, the…— Nathan Witkin (@NateWitkin) October 5, 2026