TrailBlazer is a framework that extends the basic MVC pattern for Ruby on Rails applications. It introduces new abstractions like components, operations, and cells to separate application logic and make code more maintainable and testable. The framework uses conventions and patterns to minimize bugs and allow developers to focus on application code. It aims to solve issues like "callback hell" and models that have too many responsibilities in standard Rails applications.