ByteDance has open-sourced Bernini, a video generation and editing framework that uses a "first understand, then generate" mechanism to solve image instability and frame flickering. It separates semantic planning from visual rendering, supporting text, image, and video references for controllable editing. Inference code and the Bernini-R model are released; the full version will follow.