depressingly enough, things that work on small scale architectures often don't work at larger scales

Yep, most of what's remaining fails to scale. But it's still a very solid filter.

Sure, there are things that don't work on small scale and then work on large scale. But they're rare, and they sure are going to be expensive to find and validate.