Behind Video Generation: Observations and Insights on Multimodal Understanding from Kling

Video generation is shifting its bottleneck from rendering to semantic control. This report summarizes observations and insights on multimodal understanding from successive generations of Kling. Kling-MLLM is a shared multimodal foundation model that unifies image, video, audio, synchronized audio-video, and interleaved inputs.