Akka is a toolkit for building concurrent, distributed, and fault-tolerant applications. It provides tools like actors for concurrency, remoting for distribution across servers, and supervision for fault tolerance through restarting of actors after exceptions. The document then provides examples of using actors for concurrency through message passing, distributing actors across multiple servers using remoting, and supervising actors to restart them after exceptions through a supervisor actor. It also gives code samples and suggestions for further reading on Akka.