Does 23B active tell us much about hosting Beam?

Beam’s 23B active parameters sound appealing, but the model has 501B parameters overall. The active count alone doesn’t tell me what a usable deployment looks like.

Once the weights land, I’d like to see a concrete hosting setup and a long coding task on it. What would you want to know first: memory needed, response speed, or how many retries the task takes?