Imagine building an inert gas chamber for a submarine.
More info about it here https://foxtrotalpha.jalopnik.com/russias-alfa-class-was-the...
I think that's a better overall article than the original link.
New reactor design was experimental as well. Lead bismuth mixed had to be kept 120'C or higher. But it was much easier to increase it power momentarily, say if they wanted to chase someone.
There is also a youtube video about it among others:
https://www.youtube.com/watch?v=IJ34mE-aCdY (in Russian though)
https://www.youtube.com/watch?v=lO6FZ_ztzKM
In one of the videos they mentioned when they did sea trials, the speed got so high it stripped the paint off. It was also fun to show off their new toy to the Americans.