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Tuesday, July 15, 2025
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  • AI
    Artificial Intelligence

    How Rapid7 automates vulnerability risk scores with ML pipelines using Amazon SageMaker AI

    Artificial Intelligence

    Build a conversational data assistant, Part 2 – Embedding generative business intelligence with Amazon Q in QuickSight

    Artificial Intelligence

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    Artificial Intelligence

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    New capabilities in Amazon SageMaker AI continue to transform how organizations develop AI models

    Artificial Intelligence

    Unlock retail intelligence by transforming data into actionable insights using generative AI with Amazon Q Business

    Artificial Intelligence

    Scale generative AI use cases, Part 1: Multi-tenant hub and spoke architecture using AWS Transit Gateway

  • Apple
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    Apple Hornsby in Australia to close in October 2025

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    Resident Evil: Survival Unit for iOS up for a very early pre-order

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    Apple gains in emerging markets while China demand slows

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    These fully working Mac emulators will waste hours of your day

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    iOS 18.6 beta 3 and more available now, here’s what to expect

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  • ComputerWorld
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    How agentic AI will change IT support roles – Computerworld

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    Apple’s done innovating? Be serious – Computerworld

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    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    AI coding tools can slow down seasoned developers by 19%

    AI coding tools can slow down seasoned developers by 19%

    Will IT turn the AI bot battle into a money maker? (And is that even a good idea?) – Computerworld

    Will IT turn the AI bot battle into a money maker? (And is that even a good idea?) – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    The fast way to fix a frozen Start menu or taskbar in Windows – Computerworld

    The fast way to fix a frozen Start menu or taskbar in Windows – Computerworld

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    Microsoft’s 19-hour Outlook outage exposes fragility in cloud infrastructure – Computerworld

    A magically minimalist Android makeover – Computerworld

    A magically minimalist Android makeover – Computerworld

  • Gaming
    Mrs Aussie Rebel's Walkthrough Elden's Ring, choosing the right character.

    Mrs Aussie Rebel's Walkthrough Elden's Ring, choosing the right character.

    Linus Torvalds has apparently met Bill Gates for the first time in person and before you ask, no he didn’t clock him in the face

    Nintendo banned a Switch 2 user for playing second-hand games and only reinstated after providing proof of purchase

    Tutorial Elden Ring Mod Menu ( Unlock All, Weapons, Armor, Material, Spells, & More )

    Tutorial Elden Ring Mod Menu ( Unlock All, Weapons, Armor, Material, Spells, & More )

    I don’t need 64 GB of RAM but I am tempted when prices are as low as they are right now for genuinely speedy sticks

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    Entrevistas graciosas con el Elenco de DUNGEONS AND DRAGONS: Honor entre ladrones

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    Zelda Breath of the Wild – How to Farm Elemental Weapons

    Zelda Breath of the Wild – How to Farm Elemental Weapons

    Breath Of The Wild Walkthrough Part 1, Introduction and Great Plateau

    Breath Of The Wild Walkthrough Part 1, Introduction and Great Plateau

    ‘A future has been stolen from many of us and our community will never experience an amazing game’: Microsoft MMO devs respond to cancelation of project Phil Spencer reportedly loved

    ‘A future has been stolen from many of us and our community will never experience an amazing game’: Microsoft MMO devs respond to cancelation of project Phil Spencer reportedly loved

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    Retro Rewind: Electronic Games April 1995

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    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

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    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

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    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

  • Tech Art
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    [SWTT] Generative Art NFT Tutorial

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    Using Unreal Engine 4 for CONCEPT ART – Full Process Video | From Zero to Concept Art

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    Surreal Collage Artwork | How to Make Digital Collage | Surrealism Collage | + FREE TEXTURE IMAGES!

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    Clay Mural wall art fish | diy 3d clay mural painting

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    “Reality is Relative” by Artist Serolod

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  • AI
    Artificial Intelligence

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    Artificial Intelligence

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    Enabling Differentially Private Federated Learning for Speech Recognition: Benchmarks, Adaptive Optimizers, and Gradient Clipping

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  • Apple
    Apple Hornsby in Australia to close in October 2025

    Apple Hornsby in Australia to close in October 2025

    Resident Evil: Survival Unit for iOS up for a very early pre-order

    Resident Evil: Survival Unit for iOS up for a very early pre-order

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    Q2: Emerging markets help Apple offset iPhone slowdown in China

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    These fully working Mac emulators will waste hours of your day

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    Here’s how iPhone 17 Pro will differentiate itself from previous iPhone models

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  • ComputerWorld
    How agentic AI will change IT support roles – Computerworld

    How agentic AI will change IT support roles – Computerworld

    Apple’s done innovating? Be serious – Computerworld

    Apple’s done innovating? Be serious – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    AI coding tools can slow down seasoned developers by 19%

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    Will IT turn the AI bot battle into a money maker? (And is that even a good idea?) – Computerworld

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    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    The fast way to fix a frozen Start menu or taskbar in Windows – Computerworld

    The fast way to fix a frozen Start menu or taskbar in Windows – Computerworld

    Microsoft’s 19-hour Outlook outage exposes fragility in cloud infrastructure – Computerworld

    Microsoft’s 19-hour Outlook outage exposes fragility in cloud infrastructure – Computerworld

    A magically minimalist Android makeover – Computerworld

    A magically minimalist Android makeover – Computerworld

  • Gaming
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    Mrs Aussie Rebel's Walkthrough Elden's Ring, choosing the right character.

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    I don’t need 64 GB of RAM but I am tempted when prices are as low as they are right now for genuinely speedy sticks

    Intel’s new Nova Lake CPU is reportedly being made on TSMC N2 right now, pointing to a hybric 18A node and late 2026 launch

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    ‘A future has been stolen from many of us and our community will never experience an amazing game’: Microsoft MMO devs respond to cancelation of project Phil Spencer reportedly loved

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  • Retro Rewind
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    Retro Rewind: Electronic Games April 1995

    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

    Retro Rewind: Electronic Gaming Monthly Magazine Number 57 April 1994

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: Blast from the Past – 35 Iconic Commercials of 1988!

    Retro Rewind: PC World Magazine August 1998

    Retro Rewind: PC World Magazine August 1998

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    Retro Rewind: Computer Shopper Magazine September 1997

    Retro Rewind: PC Magazine December 2015

    Retro Rewind: PC Magazine December 2015

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    Retro Rewind: EDGE Magazine RETRO #1: The Guide to Classic Videogame Playing and Collecting

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    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

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    Retro Rewind: Electronic Gaming Monthly Magazine Number 55 February 1994

  • Tech Art
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    Sahara Longe: The Other Side of the Mountain @ Arnolfini, Bristol, England

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    Corsair SSD Mounting Bracket Kit 2.5″ to 3.5″ Drive Bay(Cssd-Brkt1), Black

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Home Hacker News

Nvidia releases its own brand of world models

Hacker News by Hacker News
January 9, 2025
in Hacker News
Reading Time: 6 mins read
129
A A
0

2025-01-07 01:51:00
techcrunch.com

Nvidia is getting into world models — AI models that take inspiration from the mental models of the world that humans develop naturally. 

At CES 2025 in Las Vegas, the company announced that it is making openly available a family of world models that can predict and generate “physics-aware” videos. Nvidia is calling this family Cosmos World Foundation Models, or Cosmos WFMs for short.

The models, which can be fine-tuned for specific applications, are available from Nvidia’s API and NGC catalogs, GitHub, and the AI dev platform Hugging Face.

“Nvidia is making available the first wave of Cosmos WFMs for physics-based simulation and synthetic data generation,” the company wrote in a blog post provided to TechCrunch. “Researchers and developers, regardless of their company size, can freely use the Cosmos models under Nvidia’s permissive open model license that allows commercial usage.”

Nvidia Cosmos WFM models
Output from one of Nvidia’s Cosmos World Foundation Models.Image Credits:Nvidia

There are a number of models in the Cosmos WFM family, divided into three categories: Nano for low latency and real-time applications, Super for “highly performant baseline” models, and Ultra for maximum quality and fidelity outputs.

The models range in size from 4 billion to 14 billion parameters, with Nano being the smallest and Ultra being the largest. Parameters roughly correspond to a model’s problem-solving skills, and models with more parameters generally perform better than those with fewer parameters.

As a part of Cosmos WFM, Nvidia is also releasing an “upsampling model,” a video decoder optimized for augmented reality, and guardrail models to ensure responsible use, as well as fine-tuned models for applications like generating sensor data for autonomous vehicle development. These, as well as the other Cosmos WFM models, were trained on 9,000 trillion tokens from 20 million hours of real-world human interactions, environment, industrial, robotics, and driving data, Nvidia said. (In AI, “tokens” represent bits of raw data — in this case, video footage.)

Nvidia wouldn’t say where this training data came from, but at least one report — and lawsuit — alleges that the company trained on copyrighted YouTube videos without permission.

When reached for comment, an Nvidia spokesperson told TechCrunch that Cosmos “isn’t designed to copy or infringe any protected works.”

“Cosmos learns just like people learn,” the spokesperson said. “To help Cosmos learn, we gathered data from a variety of public and private sources and are confident our use of data is consistent with both the letter and spirit of the law. Facts about how the world works — which are what the Cosmos models learn — are not copyrightable or subject to the control of any individual author or company.”

Setting aside the fact that models like Cosmos don’t really learn like people learn, copyright experts say claims like Nvidia’s, which draw support from fair use legal doctrine, may not stand up to judicial scrutiny. Whether these companies prevail will largely depend on how courts decide fair use, which allows for the use of copyrighted works to make something new as long as it’s transformative, applies to AI training.

Nvidia claimed that Cosmos WFM models, given text or video frames, can generate “controllable, high-quality” synthetic data to bootstrap the training of models for robotics, driverless cars, and more.

Nvidia Cosmos WFM models
Cosmos can simulate realistic environments like factory floors, according to Nvidia.Image Credits:Nvidia

“Nvidia Cosmos’ suite of open models means developers can customize the WFMs with data sets, such as video recordings of autonomous vehicle trips or robots navigating a warehouse,” Nvidia wrote in a press release. “Cosmos WFMs are purpose-built for physical AI research and development, and can generate physics-based videos from a combination of inputs, like text, image and video, as well as robot sensor or motion data.”

Nvidia said that companies, including Waabi, Wayve, Foretellix, and Uber, have already committed to piloting Cosmos WFMs for various use cases, from video search and curation to building AI models for self-driving vehicles.

“Generative AI will power the future of mobility, requiring both rich data and very powerful compute,” Uber CEO Dara Khosrowshahi said in a statement. “By working with Nvidia, we are confident that we can help supercharge the timeline for safe and scalable autonomous driving solutions for the industry.”

Important to note is that Nvidia’s world models aren’t “open source” in the strictest sense. To abide by one widely accepted definition of “open source” AI, an AI model has to provide enough information about its design so that a person could “substantially” re-create it and disclose any pertinent details about its training data, including the provenance and how the data can be obtained or licensed.

Nvidia hasn’t published Cosmos WFM training data details, nor has it made available all the tools needed to re-create the models from scratch. That’s probably why the tech giant is referring to the models as “open” as opposed to open source.

“We really hope [Cosmos will] do for the world of robotics and industrial AI what Llama … has done for enterprise,” Nvidia CEO Jensen Huang said onstage during a press event on Monday.

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