other

Flow matching

Generative modelling technique that learns a comparatively direct path from a random noisy starting point to the target output, an alternative to iterative denoising in diffusion models.

Current clusters

product1 publisher

Apple's SimpleDesign drops the tokenizer stage from protein co-design

Apple researchers report that one end-to-end training run on more than 2 million sequence-and-structure pairs competes with the usual tokenizer-then-generator pipelines.

Publishers:9to5mac.com

Reality

Evidence45
Adoption10
Hype gap+15
Incentives62
Confidence55