The Decoder Was Never Supposed to Be Creative — Now It Has To Be

Why diffusion models like NVIDIA’s PiD and Tencent’s L2P are replacing VAE decoders with pixel diffusion — and what generative decoding means for 4K image generation, latency, and serving costs.