In the space of just a few quarters, AI systems moved from novel office tricks to everyday tools that quietly erase the first rungs of many careers. As a result, the entry-level American dream is getting squeezed out by "code and compute."

The displacement starts where work is most codified, and it is happening fast enough that we can measure it in real time.

In AI-exposed fields such as software development and customer service, early-career employment is sliding. But older cohorts continue to hold their ground, according to a recent study by three researchers at Stanford. That means the Trump administration’s new “AI Action Plan,” framed around removing barriers and investing in AI infrastructure — such as taking a stake in Intel — risks intensifying the squeeze if it is not paired with robust worker policies.

In short, we need to match AI ambition with large-scale job retraining and a basic income floor, or risk watching opportunity narrow for the next generation.

The clearest pattern in the study is both simple and sobering. In the most AI-exposed occupations, workers aged 22 to 25 saw employment

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