Compression

If Gzip Can Be a Language Model, Your AI Is Just a Glorified Compressor

You’ve sat through the demos and heard the promises of Artificial General Intelligence. But a 1990s file compression tool just exposed the truth. If gzip can mimic next-token prediction, then LLMs aren’t reasoning engines—they’re just sophisticated compressors. The burden of proof is now on the AI industry to prove their machines actually think.

Stop Calling LLMs Stochastic Parrots. Compression Is Intelligence.

The most common critique of LLMs—that they’re just next-token predictors—is actually a testament to their intelligence. Information theory proves that optimal prediction requires optimal compression, which is a form of deep understanding. This article explains why compression is intelligence, and why the ‘stochastic parrot’ insult is a compliment.