What's actually happening on the ground doesn't match the "AI creates new jobs" talking points. My last company froze three entry-level data analyst reqs after one senior engineer wired up a Cursor + Claude workflow that handles 80% of the dashboard requests that used to go to juniors. Same story at a fintech place I know β they cut their QA contractor budget 60% after adopting Playwright + GPT-4o for test generation. The work didn't vanish. The entry points did.
The roles taking the hit share a pattern: structured output, clear eval criteria, low context dependency. Junior dev tickets. First-pass copy. Basic financial modeling. Routine legal review. Translation. Tier-1 support. These aren't "replaced by AI" β they're absorbed into senior workflows where one person + tooling now covers what took three.
Meanwhile, the "new jobs" narrative keeps pointing to prompt engineering (saturating fast), AI trainer roles (mostly contract, low pay), and "AI ethicist" titles that exist at maybe fifty companies globally. Not a replacement pipeline.
What's weird is watching universities still graduate CS majors into a market where the first two rungs of the ladder are greased. LeetCode grinding for FAANG interviews feels increasingly performative when the actual day-to-day is "review this PR Cursor wrote" and "debug why the agent hallucinated this API call." The skills gap isn't algorithms β it's architectural judgment, system design, knowing when the model is confidently wrong.
Some practical shifts I'm seeing people make:
- Moving toward roles where ambiguity is the product (product management, solutions engineering, technical sales)
- Doubling down on domains AI struggles with: high-stakes regulation, legacy system archaeology, cross-team negotiation, physical-world integration
- Building personal automation stacks so one person ships at 3-5x baseline β essentially becoming the "senior + agents" unit companies now hire instead of teams
The fear isn't irrational. It's a rational response to a labor market where the apprenticeship model is breaking. If you're twenty-two right now, the question isn't "will AI take my job" β it's "how do I get the reps that build judgment when the grunt work that used to provide those reps is automated?"
No clean answers yet. But pretending the ladder isn't missing rungs doesn't help anyone climb.
Most teenagers aren't actually obsessed with AI 6d ago Next California still vacuuming up half the nation's VC cash β
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