29B world model PAN 2 lands in Hugging Face Diffusers with t2v and i2v workflows

rohanpaul_ai · x · 2026-11-11

PAN 2 is a foundation world model that simulates how a scene evolves under a time-grounded plan of actions and camera movements. Its 29B generative simulator is a dual-stream multimodal diffusion transformer (the reasoning backbone that writes its prompts is not included). It's now integrated into Hugging Face Diffusers as Modular Diffusers blocks, supporting two workflows: t2v (prompt to video) and i2v (image + prompt to video). Sample code shows loading IFM/PAN2 via ModularPipeline in bfloat16 on CUDA and exporting with exporttovideo.

Related event: IFM Open-Sources PAN 2, a 29B-Parameter Video World Model(2 posts)→

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