Knoldus Software LLP introduces the Play Framework, an open-source web application framework designed for lightweight stateless architecture, supporting both Scala and Java. The document outlines Play's features, including its action-controller-result model, HTTP routing, template engines, and handling of forms, XML, and JSON data. It also provides steps for setting up a Play application, creating a new project, and implementing features like employee management with database persistence.