Doesn't the recent development (Stable Diffusion, LLaMA) tell us that these things actually run surprisingly well locally and that the models can be compressed

Doesn't the recent development (Stable Diffusion, LLaMA) tell us that these things actually run surprisingly well locally and that the models can be compressed much further? And aren't we finding out that the amount of parameters seems to matter less than we used to believe?