Q: What's this "Federation thing?"
A: A bunch of communities, on different servers, sharing /some/ but not necessarily /all/ of their traffic. Or, in some cases, none. It depends.
The User Guide has a good section:
The social network of the future: No ads, no corporate surveillance, ethical design, and decentralization! Own your data with Mastodon!