Research runs on a variety of scales - but "check if this new idea/method/architecture isn't completely dumb on small scale before trying to scale up" is a common enough pattern. And most of those fail on small scale.
depressingly enough, things that work on small scale architectures often don't work at larger scales
depressingly enough, things that work on small scale architectures often don't work at larger scales