TL;DR: Information theory says prediction and compression are the same thing measured two ways. That gives the cleanest mental model I know for what a large language model does: it is a compressor of âŚ
MachineLearning
3 posts tagged MachineLearning ¡ all tags
2026
Compression Is Intelligence
Intelligence Is Collective, Not Artificial
TL;DR: Michael I. Jordan, the man Science magazine named âthe worldâs most influential computer scientist,â has never considered himself an AI researcher. His thesis: intelligence is not a property ofâŚ
Your AI Judge Needs a Judge
TL;DR: Most teams ship LLM judges without testing them against human labels. The result: judges that are confidently, consistently wrong on 30%+ of cases. Hamel Husainâs âcritique shadowingâ methodoloâŚ