It's also possible to keep the lockscreen from coming up. The mouse cursor jigglers that folks buy as pranks these days started off as another device LEOs use during raids. I think Wiebetech invented that one, too.

As for dumping the contents of RAM from a running machine, look up "memory forensics." It's a thing that LEOs have done for quite a few years as well.