Intelligence is Compression
March 2026 – Blake Cutler
Intelligence is the ability to reduce a complex world to a few structures that still predict what happens next.
A good framework compresses a complex system into a few variables that still explain what happens. Supply and demand compress thousands of transactions into two forces that predict price. OODA compresses conflict into a decision cycle. Reflexivity compresses financial bubbles into a feedback loop between price and behavior.
Prediction and compression are mathematically linked. If a model predicts data well, it can encode that data in fewer bits because outcomes become less surprising. Conversely, if you can compress a dataset effectively, you have captured its underlying structure. Information theory formalizes this relationship in ideas like Minimum Description Length and Kolmogorov complexity.
Compression is powerful because it changes the economics of thinking. It speeds judgment, enables generalization, and allows many people to coordinate around the same model of the world. But compression has a constraint: remove too much structure and prediction collapses.