Inception is betting on diffusion models because it believes inference-time scaling will eventually be important; Ermon argues that diffusion models have fundamental advantages over autoregressive models at inference time.

“At inception, we're betting on diffusion models because we believe that what matters eventually will be inference time scaling. And there are fundamental reasons for why diffusion models are better than autoregressive models at inference time.”