> Running a frontier-scale model locally means keeping all its weights in GPU memory; the largest models no longer fit on one machine.

That first sentence makes me wish the article had been written by AI. It seems to be using a semicolon with its C semantics. In English one expects the thing after the semicolon to in some sense explain the thing before it.