# VideoGen-Agent: Reinforcing Video Generation Agents > Source: > Published: 2026-09-22 04:00:01+00:00 Recent advances in video generative models have enabled high-fidelity, temporally coherent video generation. However, these models often struggle to satisfy prompts requiring specialized knowledge, specific identities, physical consistency, or ordered events. In this paper, we present VideoGen-Agent