The document discusses new features in Rails 3.1 including the asset pipeline for organizing assets, CoffeeScript support, Sass support, and reversible migrations. It notes the asset pipeline allows proper organization of assets including in plugins and engines, and compiling assets to a single application.js file. CoffeeScript offers a Ruby-like syntax without deprecating JavaScript.