We will discuss the next generation feature framework in development at Facebook. This new framework enables efficient experimentation in building machine learning features to semantically model behaviors and intent of users, and leverages compiler technology to unify batch and streaming processing of these features in an expressive language. It also automatically optimizes underlying data pipelines and applies privacy enforcement at scale.