Scale Up What's Working

Altman’s instinct with a proven winner is to go bigger, not broader. Finding the thing that works is the hard part. Once you have it, the discipline is to pour resources into it well past the point of comfort instead of diversifying into something fresh. In his 2024 essay he notes that “scale often has surprising emergent properties”. That is a reason to push a working thing further than feels reasonable: new capabilities can appear only once you do.

Doesn’t transfer without access to capital at scale. “Pour billions into the working thing” is Altman’s edge because almost no one can raise the billions. For a founder whose ceiling is the next modest round, the move collapses to “grow carefully”: a different and much slower game than the one he’s describing.