Runway shared a broader look at its research efforts in real-time video generation, detailing its approach to post-training base foundation models such as Gen-4.5 to achieve causal, autoregressive generation with streaming outputs.

The company described a two-stage distillation process—off-policy then on-policy—to speed up generation and reduce error accumulation, and noted that real-time generation moves the compute bottleneck from training to inference.