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AI Isn't Just Killing Jobs — It's Creating a Two-Tier Workforce Where Some People Use AI and Others Are Controlled By It

The Story Has Moved Past 'Will AI Take My Job?'
We already covered how AI is gutting entry-level positions and leaving higher education flat-footed. What's new is where the conversation is going next — and it raises serious concerns.
The real emerging story isn't job elimination. It's job transformation into something worse.
You Either Use AI or AI Uses You
According to The Guardian, a sharp new divide is forming in workplaces across the U.S., UK, and beyond. On one side: analysts, lawyers, consultants, and managers using AI as a productivity tool — a "copilot," as Guardian contributor Nazrul Islam put it. These workers get faster outputs, less drudgery, more creative headspace.
On the other side: warehouse workers, delivery drivers, gig workers, and lower-wage employees who aren't using AI at all. AI is using them. Scheduling algorithms decide their shifts. Route optimization software controls their movements. Automated performance dashboards track whether they're hitting machine-set quotas.
The numbers are significant. The Guardian reports that one-third of UK employers are already deploying "bossware" — surveillance technology monitoring workers' online activity. That number is growing.
This is Tuesday at an Amazon warehouse.
The Regulation Attempt Has Been an Embarrassment
Lawmakers have tried to fix this. They failed. Badly.
According to a Harvard Journal on Legislation analysis by Bradford J. Kelley and Andrew B. Rogers, every major regulatory attempt to govern AI in the workplace has cratered.
New York City became the first U.S. jurisdiction to regulate AI in employment decisions in 2023. The result? Legal analysts called it "a toothless flop" and "a bust." The city agency tasked with enforcement — the Department of Consumer and Worker Protection — cannot even initiate its own investigations. It reported zero complaints as of 2024.
Colorado signed an AI Act into law, and the governor urged the legislature to "fine tune" it the same day he signed it. He then sent a letter to businesses promising to revise the law to fix "unintended consequences." That's governance in name only.
Federal agencies haven't done better. According to Kelley and Rogers, agency efforts amount to "high-level, broad statements" that basically just confirm existing laws still apply to AI tools. No meaningful guidance. No new rules. Nothing that changes anything for the worker being timed by an algorithm.
Tech Workers Are Scared Too — But They Have More Power
The New York Times reports that even the people building AI are pushing for regulation and starting to take action themselves. It's no longer just critics and academics sounding alarms — it's engineers inside the system.
Geoffrey Hinton — the man literally known as the "Godfather of AI" — quit Google in 2023 specifically so he could warn people about the technology he helped create. His quote, reported by Built In: "These things could get more intelligent than us and could decide to take over." He says he partially regrets his life's work.
Elon Musk and over 1,000 tech leaders signed a 2023 open letter calling for a pause on large AI experiments. Steve Wozniak, hundreds of scientists, faith leaders, and policymakers have since signed a separate letter calling for an outright prohibition on superintelligent AI development.
These aren't Luddites. These are the people who built the tools.
The Intelligence Warning Nobody Is Taking Seriously
AI might be actively degrading human cognitive ability.
Paddy Rodgers, Director of the Royal Museums Greenwich — which oversees the Royal Observatory, one of Britain's oldest scientific institutions — issued a formal warning this week. According to the BBC, Rodgers stated that relying on instant AI answers risks "losing the habits of questioning and evaluation that underpin knowledge, expertise and innovation."
He grounded his argument in 350 years of astronomical research. Early astronomers built massive data sets by doing things that seemed unnecessary — things "a machine would not do," as Rodgers told the BBC. That "unnecessary" work became foundational to discoveries nobody anticipated. AI, by optimizing for known answers, would have skipped all of it.
If AI is simultaneously replacing entry-level workers, surveilling lower-wage workers, and eroding the critical thinking skills of everyone using it, the damage compounds rather than existing in isolation.
What Mainstream Coverage Is Getting Wrong
Left-leaning outlets like The Guardian are right to flag the surveillance problem, but they keep drifting toward calls for more government intervention — ignoring that every government intervention so far has failed.
Right-leaning coverage tends to either celebrate AI productivity gains or dismiss concerns as technophobia. Neither response grapples honestly with the two-tier workforce problem or the cognitive dependency risk.
The real answer isn't more rushed legislation that lawyers will dismantle later. It's companies, workers, and consumers demanding transparency: Who is this AI monitoring? What decisions is it making? And who is accountable when it's wrong?
What This Means for Regular People
If you're a knowledge worker using AI, you're getting a short-term boost — and potentially a long-term cognitive decline. If you're in a lower-wage job, you may already have an algorithm for a boss and not fully realize it. The lawmakers you elected to protect you have produced a law with zero enforcement in New York and an apology letter in Colorado.
The technology is moving. The oversight isn't. That gap is where the damage happens.