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  • AI
    Artificial Intelligence

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

    Artificial Intelligence

    Overcoming Vocabulary Constraints with Pixel-level Fallback

    Artificial Intelligence

    Uphold ethical standards in fashion using multimodal toxicity detection with Amazon Bedrock Guardrails

    Artificial Intelligence

    10 Surprising Things You Can Do with Python’s datetime Module

    Artificial Intelligence

    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

    Artificial Intelligence

    Build a just-in-time knowledge base with Amazon Bedrock

    Artificial Intelligence

    Transforming network operations with AI: How Swisscom built a network assistant using Amazon Bedrock

  • Apple
    Apple’s M5 chip could continue an unexpected new trend: report

    Apple’s M5 chip could continue an unexpected new trend: report

    The best displays to pair with your new Mac

    The best displays to pair with your new Mac

    New ‘HomePad’ product gets fresh launch timing update

    New ‘HomePad’ product gets fresh launch timing update

    M4 MacBook Air, iPhone, AirPods, iPad, more 9to5Mac

    M4 MacBook Air, iPhone, AirPods, iPad, more 9to5Mac

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

    July 11, 2025 – Apple’s plans for new Macs, iPads, and more

    Apple Watch Ultra 3: Three new features are coming next year

    Apple Watch Ultra 3: Three new features are coming this fall

    Report: Apple set to land US F1 streaming rights in $150 million+ deal

    Report: Apple set to land US F1 streaming rights in $150 million+ deal

    Fresh leak confirms new iPhone 17 and iPhone 17 Air colors

    Fresh leak confirms new iPhone 17 and iPhone 17 Air colors

  • 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

    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

    From conversation to task completion – Computerworld

    From conversation to task completion – Computerworld

    OpenAI and Perplexity enter browser wars to take on Chrome – Computerworld

    OpenAI and Perplexity enter browser wars to take on Chrome – Computerworld

    Using OneDrive for Web – Computerworld

    Using OneDrive for Web – Computerworld

  • Gaming
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    Honest Game Trailers | Star Wars: The Force Unleashed

    Outpost Hero – Gameplay Walkthrough Part 1 – Defend Base Destroy Zombies (iOS, Android)

    Outpost Hero – Gameplay Walkthrough Part 1 – Defend Base Destroy Zombies (iOS, Android)

    6 More Small Box Game Reviews – Sail, Tiny Epic Pirates, Diced Veggies & More!

    6 More Small Box Game Reviews – Sail, Tiny Epic Pirates, Diced Veggies & More!

    Tips for Playing Majora's Mask for the first time!

    Tips for Playing Majora's Mask for the first time!

    Hebra's Side Quest | Zelda: Breath of the Wild 100% Walkthrough “103/127” (No Commentary)

    Hebra's Side Quest | Zelda: Breath of the Wild 100% Walkthrough “103/127” (No Commentary)

    Zelda Breath of the Wild – 27 Ways to Make a Campfire

    Zelda Breath of the Wild – 27 Ways to Make a Campfire

    Ocarina of Time Walkthrough Let's Play – Part 3

    Ocarina of Time Walkthrough Let's Play – Part 3

    Should Charles Martinet voice Mario in The Super Mario Bros. Movie?*

    Should Charles Martinet voice Mario in The Super Mario Bros. Movie?*

    Final Fantasy producer Yoshi-P says ‘there’s no clear-cut answer’ to whether Final Fantasy will return to turn-based RPGs, because the direction of the next Final Fantasy will be up to the directors of the next Final Fantasy

    Final Fantasy producer Yoshi-P says ‘there’s no clear-cut answer’ to whether Final Fantasy will return to turn-based RPGs, because the direction of the next Final Fantasy will be up to the directors of the next Final Fantasy

  • Retro Rewind
    Retro Rewind: Electronic Games April 1995

    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

    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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    FUZZY ANTEATER SAD ORIGIN STORY! The Amazing Digital Circus UNOFFICIAL Animation

    How Artificial Intelligence is slowly becoming less art-ificial | Amir Baradaran | TEDxBocaRaton

    How Artificial Intelligence is slowly becoming less art-ificial | Amir Baradaran | TEDxBocaRaton

    Northern Lights Aurora Night Sky Vector Art Tutorial Affinity Designer V2

    Northern Lights Aurora Night Sky Vector Art Tutorial Affinity Designer V2

    The 3-Piece Collage Trick I Can’t Stop Using #visualdiary

    The 3-Piece Collage Trick I Can’t Stop Using #visualdiary

    GIGANOTOSSAURO (Desenhando com Thiago)

    GIGANOTOSSAURO (Desenhando com Thiago)

    Artist Spotlight: Nina Molloy

    Artist Spotlight: Nina Molloy

    Interactive Particle Systems from Gaussian Splats in TouchDesigner! (2025 + Mac Compatible)

    Interactive Particle Systems from Gaussian Splats in TouchDesigner! (2025 + Mac Compatible)

    I Made Leon S. Kennedy (Resident Evil 4) | Timelapse Sculpture

    I Made Leon S. Kennedy (Resident Evil 4) | Timelapse Sculpture

    Pixel art is here

    Pixel art is here

  • Tech Deals
    Anleo Hard Case for LaCie Rugged Mini 2TB/ 1TB/ 3TB/ 4TB/ 5TB External Hard Drive…

    Anleo Hard Case for LaCie Rugged Mini 2TB/ 1TB/ 3TB/ 4TB/ 5TB External Hard Drive…

    S660 PCIe 4.0 1TB NVMe M.2 SSD for PS5 with Heatsink, Up to 5000MB/s, Internal Gaming…

    S660 PCIe 4.0 1TB NVMe M.2 SSD for PS5 with Heatsink, Up to 5000MB/s, Internal Gaming…

    Intel Core i5-13500 2.50GHz 14 Cores LGA1700 Desktop Processor Boxed (Raptor Lake)

    Intel Core i5-13500 2.50GHz 14 Cores LGA1700 Desktop Processor Boxed (Raptor Lake)

    Hitachi 322898 Side Handle C10FCE2 C10FCH2 Replacement Part

    Hitachi 322898 Side Handle C10FCE2 C10FCH2 Replacement Part

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    PC-VR Streaming Air Link Compatible with Meta Quest 3S/3/2 AX3000 WiFi6 VR Router,…

    Crucial X9 2TB Portable SSD, Up to 1050MB/s, USB 3.2 USB-C, External Solid State Drive,…

    Crucial X9 2TB Portable SSD, Up to 1050MB/s, USB 3.2 USB-C, External Solid State Drive,…

    CORSAIR VIRTUOSO RGB WIRELESS XT Multiplatform Gaming Headset With Bluetooth – Dolby…

    CORSAIR VIRTUOSO RGB WIRELESS XT Multiplatform Gaming Headset With Bluetooth – Dolby…

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    [Designed for Microsoft Surface] Cable Matters Desk Mount for Microsoft Surface…

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    Asrock B650MProRSWiFi Mb Asrockb650m Pro Rs WiFi R

  • Techs Got To Eat
    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Bacon & Spinach Mug Quiche: 3-Minute Gourmet Breakfast

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Cheesy Broccoli Rice Mug: 5-Minute Super Comfort Food

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Top 10 Vegetarian Recipes for 2025: Easy and Nutritious Meals for Busy People

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Mug Lasagna: 5-Minute Microwave Meat Lover’s Dream

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon Fried Rice Mug: 5-Minute Microwave Meal

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Bacon & Cheddar Mug Biscuit: 2-Minute Savory Comfort

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Loaded Bacon Cheesy Potato Mug: 5-Minute Comfort Food

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

    Oreo Mug Cake: 2-Minute Cookie & Cake Combo!

  • Tesla
    Spigen Armrest Console Organizer for Tesla Model Y (2020-2024) & 3 (2017-2023) [Not…

    Spigen Armrest Console Organizer for Tesla Model Y (2020-2024) & 3 (2017-2023) [Not…

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    Upgrade Rear Trunk Hook for Tesla Model Y Trunk Grocery Bag Hooks for 5 Seater Tesla…

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    Rear Trunk Spoiler Wing ABS Fit for Tesla Model Y 2020 2021 2022 2023 2024 High…

    2024-2025 Tesla Model 3 Highland Trunk Organizer – 2PCS Waterproof TPE Rear Trunk…

    2024-2025 Tesla Model 3 Highland Trunk Organizer – 2PCS Waterproof TPE Rear Trunk…

    Elon Musk says Tesla Robotaxi is coming to California, but no one other than shareholders believe him

    Elon Musk says Tesla Robotaxi is coming to California, but no one other than shareholders believe him

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    1038548-00-I Charging Port Door Assembly Compatible with 2016 2017 2018 2019 2020 Tesla…

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    Panasonic reportedly delays production ramp at US battery factory due to low Tesla demand

    KAYI Car Seat Cover, Memory Foam Car Seat Cushion, Non-Slip Bottom Breathable Car Seat…

    KAYI Car Seat Cover, Memory Foam Car Seat Cushion, Non-Slip Bottom Breathable Car Seat…

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  • UFO
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    2 Packs 300W UFO LED High Bay Light, 30000LM Commercial Bay Lighting Daylight 6500K, IP65 Waterproof AC 85-265V LED Warehouse Light Shop Light Garage Light for Factory Workshop Gym

    2 Packs 300W UFO LED High Bay Light, 30000LM Commercial Bay Lighting Daylight 6500K, IP65 Waterproof AC 85-265V LED Warehouse Light Shop Light Garage Light for Factory Workshop Gym

    PARANORMAL ACTIVITY: NEXT OF KIN (2021) Ending Explained

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    Planner 2025-2026, Academic Year Weekly and Monthly Calender Planner, July 2025 – June 2026, Spiral Bound School Planning Tool, Perfect for Teacher, Student, Women & Men – A5 (6.3″ x 8.5″), Green

    Dissecting 9/11 Conspiracy Theories – First Tuesday Lecture

    Dissecting 9/11 Conspiracy Theories – First Tuesday Lecture

    The Chosen: Season 1-4 – Standard Edition DVD 4-Pack

    The Chosen: Season 1-4 – Standard Edition DVD 4-Pack

    AI This Week Unidentified Flying Object

    AI This Week Unidentified Flying Object

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    007: James Bond – Sean Connery 6-Film Collection (4K Ultra HD + Digital)

    F 14 D fighter jet sightings

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  • AI
    Artificial Intelligence

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

    Artificial Intelligence

    Overcoming Vocabulary Constraints with Pixel-level Fallback

    Artificial Intelligence

    Uphold ethical standards in fashion using multimodal toxicity detection with Amazon Bedrock Guardrails

    Artificial Intelligence

    10 Surprising Things You Can Do with Python’s datetime Module

    Artificial Intelligence

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    Artificial Intelligence

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

    Artificial Intelligence

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    Artificial Intelligence

    Build a just-in-time knowledge base with Amazon Bedrock

    Artificial Intelligence

    Transforming network operations with AI: How Swisscom built a network assistant using Amazon Bedrock

  • Apple
    Apple’s M5 chip could continue an unexpected new trend: report

    Apple’s M5 chip could continue an unexpected new trend: report

    The best displays to pair with your new Mac

    The best displays to pair with your new Mac

    New ‘HomePad’ product gets fresh launch timing update

    New ‘HomePad’ product gets fresh launch timing update

    M4 MacBook Air, iPhone, AirPods, iPad, more 9to5Mac

    M4 MacBook Air, iPhone, AirPods, iPad, more 9to5Mac

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

    July 11, 2025 – Apple’s plans for new Macs, iPads, and more

    Apple Watch Ultra 3: Three new features are coming next year

    Apple Watch Ultra 3: Three new features are coming this fall

    Report: Apple set to land US F1 streaming rights in $150 million+ deal

    Report: Apple set to land US F1 streaming rights in $150 million+ deal

    Fresh leak confirms new iPhone 17 and iPhone 17 Air colors

    Fresh leak confirms new iPhone 17 and iPhone 17 Air colors

  • 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

    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

    From conversation to task completion – Computerworld

    From conversation to task completion – Computerworld

    OpenAI and Perplexity enter browser wars to take on Chrome – Computerworld

    OpenAI and Perplexity enter browser wars to take on Chrome – Computerworld

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    Using OneDrive for Web – Computerworld

  • Gaming
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    Honest Game Trailers | Star Wars: The Force Unleashed

    Outpost Hero – Gameplay Walkthrough Part 1 – Defend Base Destroy Zombies (iOS, Android)

    Outpost Hero – Gameplay Walkthrough Part 1 – Defend Base Destroy Zombies (iOS, Android)

    6 More Small Box Game Reviews – Sail, Tiny Epic Pirates, Diced Veggies & More!

    6 More Small Box Game Reviews – Sail, Tiny Epic Pirates, Diced Veggies & More!

    Tips for Playing Majora's Mask for the first time!

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    Hebra's Side Quest | Zelda: Breath of the Wild 100% Walkthrough “103/127” (No Commentary)

    Hebra's Side Quest | Zelda: Breath of the Wild 100% Walkthrough “103/127” (No Commentary)

    Zelda Breath of the Wild – 27 Ways to Make a Campfire

    Zelda Breath of the Wild – 27 Ways to Make a Campfire

    Ocarina of Time Walkthrough Let's Play – Part 3

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    Should Charles Martinet voice Mario in The Super Mario Bros. Movie?*

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    Final Fantasy producer Yoshi-P says ‘there’s no clear-cut answer’ to whether Final Fantasy will return to turn-based RPGs, because the direction of the next Final Fantasy will be up to the directors of the next Final Fantasy

    Final Fantasy producer Yoshi-P says ‘there’s no clear-cut answer’ to whether Final Fantasy will return to turn-based RPGs, because the direction of the next Final Fantasy will be up to the directors of the next Final Fantasy

  • Retro Rewind
    Retro Rewind: Electronic Games April 1995

    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

    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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    FUZZY ANTEATER SAD ORIGIN STORY! The Amazing Digital Circus UNOFFICIAL Animation

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    Northern Lights Aurora Night Sky Vector Art Tutorial Affinity Designer V2

    Northern Lights Aurora Night Sky Vector Art Tutorial Affinity Designer V2

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    GIGANOTOSSAURO (Desenhando com Thiago)

    Artist Spotlight: Nina Molloy

    Artist Spotlight: Nina Molloy

    Interactive Particle Systems from Gaussian Splats in TouchDesigner! (2025 + Mac Compatible)

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    I Made Leon S. Kennedy (Resident Evil 4) | Timelapse Sculpture

    I Made Leon S. Kennedy (Resident Evil 4) | Timelapse Sculpture

    Pixel art is here

    Pixel art is here

  • Tech Deals
    Anleo Hard Case for LaCie Rugged Mini 2TB/ 1TB/ 3TB/ 4TB/ 5TB External Hard Drive…

    Anleo Hard Case for LaCie Rugged Mini 2TB/ 1TB/ 3TB/ 4TB/ 5TB External Hard Drive…

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    S660 PCIe 4.0 1TB NVMe M.2 SSD for PS5 with Heatsink, Up to 5000MB/s, Internal Gaming…

    Intel Core i5-13500 2.50GHz 14 Cores LGA1700 Desktop Processor Boxed (Raptor Lake)

    Intel Core i5-13500 2.50GHz 14 Cores LGA1700 Desktop Processor Boxed (Raptor Lake)

    Hitachi 322898 Side Handle C10FCE2 C10FCH2 Replacement Part

    Hitachi 322898 Side Handle C10FCE2 C10FCH2 Replacement Part

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    PC-VR Streaming Air Link Compatible with Meta Quest 3S/3/2 AX3000 WiFi6 VR Router,…

    Crucial X9 2TB Portable SSD, Up to 1050MB/s, USB 3.2 USB-C, External Solid State Drive,…

    Crucial X9 2TB Portable SSD, Up to 1050MB/s, USB 3.2 USB-C, External Solid State Drive,…

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    [Designed for Microsoft Surface] Cable Matters Desk Mount for Microsoft Surface…

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Home Ars Technica

Nvidia unveils $3,000 desktop AI computer for home researchers

Ars Technica by Ars Technica
January 8, 2025
in Ars Technica
Reading Time: 3 mins read
129
A A
0

Benj Edwards
2025-01-07 11:33:00
arstechnica.com

On Monday, Nvidia announced Project DIGITS, a small desktop computer aimed at researchers, data scientists, and students who want to experiment with AI models—such as chatbots like ChatGPT and image generators—at home. The $3,000 device, which contains Nvidia’s new GB10 Grace Blackwell Superchip, debuted at CES 2025 in Las Vegas. It will launch in May and can operate as a standalone PC or connect to a Windows or Mac machine.

At CES on Monday, Nvidia CEO Jensen Huang described the new system as “a cloud computing platform that sits on your desk.” The company also designed Project DIGITS as a bridge between desktop development and cloud deployment. Developers can create and test AI applications locally on Project DIGITS, then move them to cloud services or data centers that use similar Nvidia hardware.

The GB10 chip inside the Project DIGITS computer combines an Nvidia Blackwell GPU with a 20-core Grace CPU based on Arm architecture. Nvidia developed the chip in partnership with MediaTek, and it connects to 128GB of memory and up to 4TB of storage inside the Project DIGITS enclosure.

Running AI models locally

Currently, many people use AI models that must run on remote data centers due to their computational requirements. Over time, there has been a movement to slim down some AI models so they can run effectively on local, personally owned hardware. Project DIGITS can provide some of that capability at home.

A single Project DIGITS unit can reportedly run AI models with up to 200 billion parameters, while two linked units can handle models with 405 billion parameters. In AI models, parameter count roughly corresponds to an AI model’s neural network size and complexity, with more parameters requiring more memory and computational power to run. Also, parameter size approximates AI model capability, though different-sized AI models perform differently depending on how they were trained and architected.

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