I kept hearing about two problems in separate rooms: executives who can't get AI to take hold, and an entry-level rung everyone says is disappearing. Then at the AI Lab I watched AI-native undergraduates coaching executives through exactly that. The knowledge was flowing up the pyramid, not down, and I haven't thought about entry-level work the same way since.
Connections like that happen to me a lot, because of where I sit: on the front line of AI adoption inside businesses, in conversation with the economists and policy researchers trying to understand what AI is doing to work, and inside philanthropy, where the question is how to turn what we're learning into impact. I carry what I learn in each place to the other two. Often the answer one of them is looking for is already working in another.
I want to help people, and the institutions around them, build resilience through this AI moment so no one gets left behind.
The benefits won't spread evenly on their own. They have to be thought through with care, so they reach the people and places most likely to be missed.