This research process is the same as what I've been doing.

https://cmpr.ai/hutter/archive/

Claude does the research, like having an army of very fast but forgetful grad students working for free.

The individual paper doesn't make much incremental improvement but once you get a pipeline of results building in a particular direction it's powerful.