Few people are closer to the frontier of applying large language models to knowledge work than Dan Shipper and his company Every. In this talk, he lays out his thesis for what happens to human work in a world of ever more powerful AI models. He does so by not looking at trend lines, but by observing up close where humans make a difference in collaboration with AI.

From Weekly Filet #594, in November 2026.