It's charitable of you to think that they might be qualified to talk about inference and model weights and such. They are AI safety researchers, not AI researchers. Basically, a bunch of doom bloggers, jerking each other in a circle, a few of whom were tolerated at one of the major labs for a few years, to do their jerking on company time.