Actors provide a solution to issues with traditional concurrent programming like deadlocks and livelocks by treating all work as message passing between isolated entities called actors. Actors communicate asynchronously by message passing and avoid shared state, which simplifies concurrency. Akka is a toolkit for building applications and systems using the actor model that provides features like routing, supervision, and remote deployment of actors across networks.