Seems a lot of autoregressive models will be converted to diffusion models

Emad Mostaque, CEO of Stability AI, suggests that many autoregressive models may transition to or be replaced by diffusion-based approaches. This reflects speculation or prediction about a potential shift in machine learning architectures, possibly motivated by perceived advantages of diffusion models in generative tasks.

Source: Emad Mostaque (X) | 2026-05-19