Active Admin is a Ruby on Rails gem that provides a full-featured administration interface. It allows you to quickly generate admin sections for models with built-in indexing, filtering, forms and a customizable dashboard. To set it up, add Active Admin to your Gemfile, run the generator to scaffold your first model admin, and customize the admin sections, forms and dashboard as needed.