AI researcher and founder of AI+Automation. I run a research lab and experiment with AI search and AI infrastructure. I also build tools in an effort to make outputs higher quality, retrieval more efficient and overall lower the barrier of AI use for everyone.
AI is brilliant at working with risk and known unknowns -- but cannot access the unknown unknowns where genuine novelty lives. That boundary isn't arbitrary. It's structural.
LLMs answer questions literally. Humans answer them contextually. The gap between those two things is what PAE was built to close.
The studies claiming AI causes cognitive decline are measuring the wrong thing. What looks like loss is actually redistribution -- the same pattern we've seen with every major cognitive tool in history.