AI Closes the Education Gap, Not the Expertise Gap
Two credible studies say opposite things about whether AI levels the playing field. Both are right — they measured different gaps. Five papers worth reading, and what the disagreement between them means for your career.
- #research
- #career
- #agents
Sign in to keep reading
AI Closes the Education Gap, Not the Expertise Gap — Two credible studies say opposite things about whether AI levels the playing field. Both are right — they measured different gaps. Five papers worth reading, and what the disagreement between them means for your career.
Your first guide is free. Sign in with Google or LinkedIn to read the whole library and get new guides as they ship — no cost.
Keep reading
More guides like this one.
The Bottom Rungs Are Going, and the Data Says Which Ones
Entry-level employment in AI-exposed jobs is down 16% for 22–25 year olds. The useful part of the Stanford finding is not the headline — it is that the losses cluster precisely where AI automates rather than augments. That distinction is a career strategy.
The AI Skill Worth Learning Now: Context Engineering
Prompt engineering was never really a job, and the models got good enough to do it for you. The skill that's actually sticking is context engineering — here's the full playbook, the six levers, a copy-paste scaffold, and three drills to build it this week.
Which AI Models Actually Matter This Month
You don't need to track every model release — you need to know which models earn a place in your work and how to actually use them. Here's the filter I run, the current lineup, when to reach for each, and the switches that quietly cut your bill.