The Brittle Superintelligence: Why Pure Optimizers Break

The standard AI-risk story imagines a superintelligent optimizer that becomes perfectly stable, expands forever, and turns the universe into its goal. This episode argues for a different failure mode: pure optimizers become brittle through success. As their models improve, exploration looks wasteful, diversity gets pruned, and the system locks into its own paradigm until reality shifts outside its ontology. The danger may not be an eternal paperclip empire, but a flash-flood catastrophe: a brilliant optimizer that destroys the board while eventually losing to its own brittleness.https://kunnas.com/articles/the-brittle-superintelligence