Autoregressive vs Diffusion LLMs: How the Next Generation of Language Models Actually Writes Text

If you have watched an AI write, you know the ritual. Tokens appear left to right, one after another, like someone typing very fast. It feels like proof of intelligence. It is actually a constraint. Every mainstream language model, from GPT to Claude to the small model running on your laptop, is locked into a strictly sequential process: emit a...