Twitter is big and I personally don't have that problem.
So I'd guess that this is more of an issue related to the people you follow instead of Twitter itself.
Unfortunately Twitter can't know which content you'll like so there is some work required to build up a feed that continuously delivers this content.
This seems to be one of the major issues when it comes to joining Twitter nowadays too.
PS: Title feels very "sensational"...