The Decoder6565Runway has released the open-source robot control model Praxis-1, which learns to control robots through video and has shown excellent performance in its own tests, scoring 46.2% on the Nvidia RoboLab-120 evaluation, leading similar models. The model requires additional training to adapt to new robot systems, the standard version requires an 80GB memory GPU, and it has been made available on Hugging Face.
MarkTechPostThe Elo ranking shows Alibaba Wan 3.0 (1175 T2V Elo) at the top with a price of $0.20 per second; Utopai X (1170 T2V Elo) is second but has no API; MiniMax H3 (1161 T2V Elo) is the first open-source video model with a price of $0.08 per second, but it is regionally restricted. The ranking is based on blind human preference tests, combined with the price per second of the API and the status of weighted licenses.
Ant Group inclusionAI · Hugging Face new modelsinclusionAI has released the Duo 1.2 causal-base model, a full-duplex multimodal world model for real-time audio-video interaction, featuring improved generation quality, and model weights can be downloaded from Hugging Face.
Ant Group inclusionAI · Hugging Face new modelsinclusionAI releases Duo-1.0-distill, a full-duplex multimodal world model for real-time audio-video interaction, including Realization weights with four-step distillation, which needs to be used in conjunction with the causal-base suite.
Microsoft filed a patent application, using AI to almost instantly modify live broadcast content and synchronize mouth movements, capable of replacing verbal fillers, stuttering, offensive words, etc., supporting real-time translation, with a delay of 1 to 10 seconds, potential application scenarios include lectures, sports event broadcasts, etc., currently only a patent application, the technology has not yet been authorized.
Google has launched the AI video generation model Gemini Omni 1.2 Flash, natively supporting the longest 15-second video, with a duration limit increased by 50% compared to the previous generation's 10 seconds. Users can set the generation duration from 3 seconds to 15 seconds in 1-second increments.
MarkTechPostFeaturedSame story · 6 outlets7272Google releases video generation and editing model Gemini Omni 1.2 Flash, natively supporting up to 15-second clips, with 720p video pricing at $0.07 per second, a reduction of about 30% compared to Omni 1.1 Flash
Google launched the video generation model Gemini Omni 1.2 Flash on November 5 local time, and fully opened it in Gemini API and Gemini for Business. The model introduces native 15-second video creation, multi-round conversational editing, and enhanced reference following capabilities, with a 30% price reduction compared to Gemini Omni 1.1, priced at $0.07 per second in 720p resolution.
Google has launched the Gemini Omni 1.2 Flash video generation model and made it available on the Gemini API and the Gemini for business platform. The new native version supports videos up to 15 seconds long, with customizable durations from 3 to 15 seconds in 1-second intervals. The 720p generation price is $0.07 per second, a 30% reduction compared to the 1.1 version.
Hugging Face BlogFeatured7171NVIDIA 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.
The DecoderFeaturedSame story · 6 outlets9292Google DeepMind has made the Gemini Omni 1.2 Flash video generation model generally available, extending clip duration from a maximum of 10 seconds to 3 to 15 seconds, and reducing the price of 720p video to 0.07 USD per second, a 30% decrease from the previous generation.
Google AI BlogFeaturedSame story · 6 outlets7878Google has released Gemini Omni 1.2 Flash and has officially opened it through the Gemini API and Gemini for business. The duration of native video generation has increased from 10 seconds in Omni 1.1 to 15 seconds, with a step length of 1 second specified from 3 to 15 seconds. The price of 720p has been reduced to 0.07 US dollars per second, a decrease of 30% from 1.1.
Google DeepMindFeaturedSame story · 6 outlets7878Google 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.
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.
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.
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.
Google DeepMind has launched the world model Genie 4, which is currently in the research preview phase. It can generate interactive virtual worlds and modify scenes by inputting prompts during runtime, as well as generate real-time audio synchronized with the visuals. Compared to the previous Genie 3, Genie 4 has improved visual realism and supports real-time adjustments of weather, camera angles, and adding or deleting characters and objects. It can maintain a continuous scene for up to two minutes, twice as long as the previous generation.
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.
TechCrunch · AIFeaturedSame story · 2 outlets7272Google DeepMind released the world model Genie 4 as a research preview, capable of generating photorealistic and interactive scenes, and supports entering prompts during simulation to change weather, camera angles, or add people and objects in real time.
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.
Tencent Hunyuan · Hugging Face new modelsFeatured7171Tencent'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.
MarkTechPost5858Kyutai releases CADRE, an open-source causal diffusion representation autoencoder designed for interactive world models, reducing action latency below 230 ms. CADRE includes 7 autoencoders, each with approximately 476M parameters plus 86M frozen DINOv3 ViT-B/16, a world model of 1.2B parameters, video resolution of 288×512, frame rate of 20 fps, running on 1 H100.
MiniMax NewsMiniMax has released the H3 model, supporting unified context understanding for text, images, video, and audio, capable of generating 2K resolution video with native stereophonic sound (up to 15 seconds long).
MiniMax · Hugging Face new modelsMiniMax-H3 is a general multimodal generation system that supports unified understanding of text, images, video, and audio, capable of generating video with up to 2K resolution and up to 15 seconds of stereoscopic audio. Its H3-Context-IR module is used for deep understanding of input commands and converting them into an intermediate representation understandable by H3-Base, but it is not open source. The H3-Base and H3-Regenerate-2K modules are responsible for audio and video generation at 768p and 2K resolutions, respectively; the former is open source, while the latter requires API calls.
Meta AI BlogMeta AI has released its most advanced image generation model, Muse Image, which can faithfully follow instructions, accurately edit, compose from multiple references, and has the ability to use agent tools, integrated with Muse Spark; Muse Video is also based on the same pre-training foundation, providing excellent visual fidelity and supporting native audio.
