Scaling knowledge gives you static competence. Intelligence gives you adaptability.

Knowledge scaling—increasing the volume of learned information—provides reliable performance on familiar tasks but limited flexibility when facing novel problems. Intelligence, by contrast, enables adaptability and the capacity to solve new challenges through reasoning and generalization. Chollet distinguishes between accumulating static competence through data and knowledge versus developing true adaptive intelligence.

Source: Francois Chollet (X) | 2026-06-06