Wan 2.2 – How It Works

Discover the technology and features that make Wan 2.2 the most advanced open-source AI video generation platform. Experience the power of Mixture-of-Experts AI.

Dual-Expert MoE System

Wan 2.2's groundbreaking Mixture-of-Experts architecture features two specialized experts: a high-noise expert for overall composition and a low-noise expert for detail refinement. This intelligent system activates only 14B of 27B parameters per step, achieving unprecedented efficiency.

Consumer GPU Optimization

Generate professional 720P videos in under 9 minutes using standard consumer GPUs. Wan 2.2 supports multi-GPU setups with FSDP and DeepSpeed Ulysses, while FlashAttention3 optimization for Hopper GPUs delivers maximum performance on accessible hardware.

Unified T2V & I2V Framework

Wan 2.2's unified architecture supports both T2V-A14B text-to-video and I2V-A14B image-to-video generation in a single model. Generate videos at 480P or 720P resolution with 24 FPS, featuring intelligent prompt extension that enhances simple inputs into detailed cinematic descriptions.

Revolutionary VAE Compression

Wan 2.2-VAE achieves industry-leading 4×16×16 compression ratios, with 64x total compression through advanced patchification. This breakthrough technology maintains exceptional video quality while enabling efficient processing, outperforming traditional approaches by significant margins.

Cinematic Quality Control

Wan 2.2 delivers cinematic-level aesthetic control with complex motion generation capabilities. Fine-tune your videos with customizable parameters including resolution (480P/720P), duration, motion intensity, and seed values for reproducible results across content series.

Superior Training & Performance

Wan 2.2 is trained on 65.6% more images and 83.2% more videos than competitors, delivering superior understanding and generation quality. Our open-source model with Apache 2.0 license outperforms leading closed-source alternatives while remaining accessible for commercial use.