Preventing Curriculum Collapse: How Prism Supercharges Self-Evolving AI Reasoners
Preventing Curriculum Collapse: How Prism Supercharges Self-Evolving AI Reasoners Imagine teaching a child math. You start with simple addition, then move to multiplication, fractions, and eventually calculus. But what if the child, left to their own devices, kept inventing easier and easier problems—repeating “2+2=4” forever? They’d never grow. This is the nightmare scenario facing self-evolving AI systems: curriculum collapse, where AI reasoners get stuck in a rut, generating repetitive problems instead of challenging themselves to learn more. ...