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  1. Hugging Face Blog71

    NVIDIA has released four open-source world model checkpoints for Cosmos 3.

    NVIDIA has added four new open-source weight checkpoints for Cosmos 3 under the Cosmos World Model platform, all of which are post-trained versions of Cosmos 3 Nano, containing 16B trainable parameters, using the OpenMDW1.1 license, allowing commercial and non-commercial use.

    Why it matters: The original text provides four open-source weight checkpoints and a four-stage training recipe, allowing readers to judge how to adapt the world model to their own sensors and robot bodies.

  2. Google DeepMind78

    Google DeepMind has released Gemini Omni 1.2 Flash, supporting 15-second videos and reducing the price by 30%.

    Google DeepMind has released Gemini Omni 1.2 Flash, increasing the native video generation duration from 10 seconds in Omni 1.1 to 15 seconds, and it has been fully opened in the Gemini API and Gemini for business.

    Same story · 6 outlets

    Why it matters: The original text lists specific changes in duration, price, and reference consistency, allowing readers to judge how the cost and workflow of video generation will change.

  1. ITHome · AI82

    Google DeepMind releases Genie 4 world model, supporting real-time natural language rewriting and native audio

    Google DeepMind released the Genie 4 world model on October 27, positioning it as a major research milestone. Users can change weather, camera angles, characters, and objects in real-time using natural language commands instead of regenerating a video.

    Same story · 2 outlets

    How the accounts differ:The Verge states the model supports up to two minutes of scenes, while Ars Technica and TechCrunch mention improvements in physics and character simulation but do not specify the scene duration.

    Why it matters: The original text provides real-time rewriting, native audio, and physical performance of Genie 4, also highlighting early limitations such as detail drift, facilitating the assessment of the current boundaries of the world model.

  1. Tencent Hunyuan · Hugging Face new models71

    Tencent Mixuan open-sources Hy-Nomas Interactive World Generation Model Diffusers version

    Tencent's Huyuan has released Hy-Nomas' BF16 Diffusers format distilled weights on Hugging Face. This video world generation model supports multi-round free interaction through text instructions and camera control, generating the same world segment by segment.

    Why it matters: Officially releases distilled BF16 Diffusers weights and supporting benchmarks, allowing readers to judge the practical usage and threshold of multi-round interactive world generation.

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