One Skeleton, Five Faces: How Generative AI Turns Raw Data into Training Pairs

One Shared Training Pattern Across Language, Image, Speech, Video, and Robotics

LLMs, image generators, speech synthesizers, video generators, and robot world models look nothing alike on the surface — yet the skeleton of how they’re trained is strikingly similar: instead of feeding a model raw data as-is, you mechanically carve an “input” and a “correct answer” out of that raw data. This article walks through how each type of gene…