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Wednesday, July 9, 2025
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  • AI
    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

    Artificial Intelligence

    EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video

    Artificial Intelligence

    Instruction-Following Pruning for Large Language Models

    Artificial Intelligence

    How to Combine Streamlit, Pandas, and Plotly for Interactive Data Apps

    Artificial Intelligence

    Tailor responsible AI with new safeguard tiers in Amazon Bedrock Guardrails

    Artificial Intelligence

    Automate Data Quality Reports with n8n: From CSV to Professional Analysis

  • Apple
    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    A cheaper Apple Vision is still a few years away

    A cheaper Apple Vision is still a few years away

    OpenAI is launching its own AI-centric web browser very soon, per report

    OpenAI is launching its own AI-centric web browser very soon, per report

    Perplexity launches Comet, its AI-based web browser

    Perplexity launches Comet, its AI-based web browser

    New M4 Vision Pro gives me hope that the most needed fix is coming

    New M4 Vision Pro gives me hope that the most needed fix is coming

    X CEO Linda Yaccarino is now X’s ex-CEO

    X CEO Linda Yaccarino is now X’s ex-CEO

    Apple is prepping a new Vision Pro with changes we don’t need

    Apple is prepping a new Vision Pro with changes we don’t need

    macOS Tahoe has big Control Center upgrades, here’s everything new

    macOS Tahoe has big Control Center upgrades, here’s everything new

    This clever USB-C cable that lets you charge two devices at once is just $18

    This clever USB-C cable that lets you charge two devices at once is just $18

  • ComputerWorld
    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

  • Gaming
    Elden Ring blind playthrough in 2025

    Elden Ring blind playthrough in 2025

    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

    Escape From Tarkov blindsides players with immediately controversial ‘Hardcore Wipe’ that removes quests and disables most maps

    More D&D Nerf Blasters | Nerd Immersion

    More D&D Nerf Blasters | Nerd Immersion

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

    The Legion Go S SteamOS is completing the Steam Deck’s mission to make handheld PC gaming genuinely convenient

    We’re all trapped in a prison of our own filth, which is why I’m eyeing this little arsenal of an electronics cleaning kit that’s on sale for less than $12

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

  • 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
    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Softness in Sculpture | Simon Kogan

    Softness in Sculpture | Simon Kogan

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    Generative art in Python: Fractal Trees

    Generative art in Python: Fractal Trees

    Ecological Art That’s Literally Alive

    Ecological Art That’s Literally Alive

  • Tech Deals
    Samsung Super Fast Charger,Samsung Charger Fast Charging Block,2Pack 25W Samsung USB C…

    Samsung Super Fast Charger,Samsung Charger Fast Charging Block,2Pack 25W Samsung USB C…

    Samsung SSD 9100 PRO 2TB, PCIe 5.0×4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best…

    Samsung SSD 9100 PRO 2TB, PCIe 5.0×4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best…

    PNY 256GB EliteX-PRO60 UHS-II SDXC Memory Card – R280MB/s W180MB/s, U3, V60, 4K UHD,…

    PNY 256GB EliteX-PRO60 UHS-II SDXC Memory Card – R280MB/s W180MB/s, U3, V60, 4K UHD,…

    Padarsey Replacement Left and Right Internal Speaker Compatible for MacBook Pro 15″…

    Padarsey Replacement Left and Right Internal Speaker Compatible for MacBook Pro 15″…

    ORICO 5 Bay 3.5inch Hard Drive Enclosure USB 3.0 to SATA Magnetic Tool-Free External HDD…

    ORICO 5 Bay 3.5inch Hard Drive Enclosure USB 3.0 to SATA Magnetic Tool-Free External HDD…

    Seagate Skyhawk 6TB Video Internal Hard Drive HDD – 3.5 Inch SATA 6Gb/s 256MB Cache for…

    Seagate Skyhawk 6TB Video Internal Hard Drive HDD – 3.5 Inch SATA 6Gb/s 256MB Cache for…

    EPOMAKER Moonlit Bunny 138 PBT Keycaps Set, Side-Printed and Lit Shine Through Five-Side…

    EPOMAKER Moonlit Bunny 138 PBT Keycaps Set, Side-Printed and Lit Shine Through Five-Side…

    Lexar Gold Series Professional 160GB CFexpress Type-A Memory Card, 2-Pack

    Lexar Gold Series Professional 160GB CFexpress Type-A Memory Card, 2-Pack

    Kingston 128GB microSDXC Canvas Select Plus Class 10 Flash Memory Card SDCS2 Memory

    Kingston 128GB microSDXC Canvas Select Plus Class 10 Flash Memory Card SDCS2 Memory

  • Techs Got To Eat
    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!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

  • Tesla
    Wheel Center Caps and Lug Nut Covers Set Compatible with Tesla Cybertruck 2024, Hub…

    Wheel Center Caps and Lug Nut Covers Set Compatible with Tesla Cybertruck 2024, Hub…

    70mai 4K Dash Cam Front and Rear with STARVIS, Built in 5GHz WiFi & GPS Car Camera,…

    70mai 4K Dash Cam Front and Rear with STARVIS, Built in 5GHz WiFi & GPS Car Camera,…

    Tesla Semi efficiency improves in real-world trucking test covering 4,494 miles over 3 weeks

    Hitch Cover for Tesla Model Y, Magnet Design for Quick Installation, [Not Work with…

    Hitch Cover for Tesla Model Y, Magnet Design for Quick Installation, [Not Work with…

    YIGPAIPO CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW…

    YIGPAIPO CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW…

    USANOOKS Microfiber Cleaning Cloth – 12Pcs 12.5×12.5 inch High Performance – 1200…

    USANOOKS Microfiber Cleaning Cloth – 12Pcs 12.5×12.5 inch High Performance – 1200…

    2024 Upgraded for Tesla Door Cover Protector from Dogs Sratching Car Door Covers…

    2024 Upgraded for Tesla Door Cover Protector from Dogs Sratching Car Door Covers…

    Tesla Center Console Organizer Tray:Under Screen Magnetic Storage Box for Model Y 2025…

    Tesla Center Console Organizer Tray:Under Screen Magnetic Storage Box for Model Y 2025…

    6PCS Universal Spoilers for Cars,Cool Shark Fin Style Car Spoiler Canards kit for…

    6PCS Universal Spoilers for Cars,Cool Shark Fin Style Car Spoiler Canards kit for…

  • UFO
    Watch Neil deGrasse Tyson BUST Alien MYTHS for an Hour!!

    Watch Neil deGrasse Tyson BUST Alien MYTHS for an Hour!!

    8 pcs Alien Balloons 32 in Green Alien Inflatable Funny Inflatable Alien Balloon Blow Up Alien for Halloween, Christmas, Birthday Alien Party Decoration

    8 pcs Alien Balloons 32 in Green Alien Inflatable Funny Inflatable Alien Balloon Blow Up Alien for Halloween, Christmas, Birthday Alien Party Decoration

    Ancient Aliens: Atomic Blast Destroys Ancient Pakistani Civilization

    Ancient Aliens: Atomic Blast Destroys Ancient Pakistani Civilization

    CHUBORY X10 PRO GPS Drone with Camera for Adults 4K UHD, 90 Min Long Flight Time,3280 FT Long Control Range, Auto Return, Follow Me, Brushless Motor, 5G FPV RC Quadcopter for Beginners(

    CHUBORY X10 PRO GPS Drone with Camera for Adults 4K UHD, 90 Min Long Flight Time,3280 FT Long Control Range, Auto Return, Follow Me, Brushless Motor, 5G FPV RC Quadcopter for Beginners(

    Are “Non-Human Intelligences” Actually Human? Mike Masters on UFO Contactees #UFOs #Abductions

    Are “Non-Human Intelligences” Actually Human? Mike Masters on UFO Contactees #UFOs #Abductions

    Jeremy’s Razors Shaving Cream Mens with Green Tea + Menthol, 6 Fl Oz, Off White

    Jeremy’s Razors Shaving Cream Mens with Green Tea + Menthol, 6 Fl Oz, Off White

    Rift of the Necrodancer – Intergalactic Bound (Impossible FC)

    Rift of the Necrodancer – Intergalactic Bound (Impossible FC)

    Eagle Beak Beveled Nail Clippers,Wide Jaw Opening Anti-Splash Slanted Nail Clipper,Edge Nail Clippers 3-Piece Set,Long Handle Wide Jaw Opening Anti-Splash Slanted Nail Clipper for Men Women(Green)

    Eagle Beak Beveled Nail Clippers,Wide Jaw Opening Anti-Splash Slanted Nail Clipper,Edge Nail Clippers 3-Piece Set,Long Handle Wide Jaw Opening Anti-Splash Slanted Nail Clipper for Men Women(Green)

    History Of Space Exploration: How Ancient Astronomy Worked?

    History Of Space Exploration: How Ancient Astronomy Worked?

  • AI
    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

    Artificial Intelligence

    EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video

    Artificial Intelligence

    Instruction-Following Pruning for Large Language Models

    Artificial Intelligence

    How to Combine Streamlit, Pandas, and Plotly for Interactive Data Apps

    Artificial Intelligence

    Tailor responsible AI with new safeguard tiers in Amazon Bedrock Guardrails

    Artificial Intelligence

    Automate Data Quality Reports with n8n: From CSV to Professional Analysis

  • Apple
    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    A cheaper Apple Vision is still a few years away

    A cheaper Apple Vision is still a few years away

    OpenAI is launching its own AI-centric web browser very soon, per report

    OpenAI is launching its own AI-centric web browser very soon, per report

    Perplexity launches Comet, its AI-based web browser

    Perplexity launches Comet, its AI-based web browser

    New M4 Vision Pro gives me hope that the most needed fix is coming

    New M4 Vision Pro gives me hope that the most needed fix is coming

    X CEO Linda Yaccarino is now X’s ex-CEO

    X CEO Linda Yaccarino is now X’s ex-CEO

    Apple is prepping a new Vision Pro with changes we don’t need

    Apple is prepping a new Vision Pro with changes we don’t need

    macOS Tahoe has big Control Center upgrades, here’s everything new

    macOS Tahoe has big Control Center upgrades, here’s everything new

    This clever USB-C cable that lets you charge two devices at once is just $18

    This clever USB-C cable that lets you charge two devices at once is just $18

  • ComputerWorld
    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

  • Gaming
    Elden Ring blind playthrough in 2025

    Elden Ring blind playthrough in 2025

    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

    Escape From Tarkov blindsides players with immediately controversial ‘Hardcore Wipe’ that removes quests and disables most maps

    More D&D Nerf Blasters | Nerd Immersion

    More D&D Nerf Blasters | Nerd Immersion

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

    The Legion Go S SteamOS is completing the Steam Deck’s mission to make handheld PC gaming genuinely convenient

    We’re all trapped in a prison of our own filth, which is why I’m eyeing this little arsenal of an electronics cleaning kit that’s on sale for less than $12

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

  • 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
    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Softness in Sculpture | Simon Kogan

    Softness in Sculpture | Simon Kogan

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    Generative art in Python: Fractal Trees

    Generative art in Python: Fractal Trees

    Ecological Art That’s Literally Alive

    Ecological Art That’s Literally Alive

  • Tech Deals
    Samsung Super Fast Charger,Samsung Charger Fast Charging Block,2Pack 25W Samsung USB C…

    Samsung Super Fast Charger,Samsung Charger Fast Charging Block,2Pack 25W Samsung USB C…

    Samsung SSD 9100 PRO 2TB, PCIe 5.0×4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best…

    Samsung SSD 9100 PRO 2TB, PCIe 5.0×4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best…

    PNY 256GB EliteX-PRO60 UHS-II SDXC Memory Card – R280MB/s W180MB/s, U3, V60, 4K UHD,…

    PNY 256GB EliteX-PRO60 UHS-II SDXC Memory Card – R280MB/s W180MB/s, U3, V60, 4K UHD,…

    Padarsey Replacement Left and Right Internal Speaker Compatible for MacBook Pro 15″…

    Padarsey Replacement Left and Right Internal Speaker Compatible for MacBook Pro 15″…

    ORICO 5 Bay 3.5inch Hard Drive Enclosure USB 3.0 to SATA Magnetic Tool-Free External HDD…

    ORICO 5 Bay 3.5inch Hard Drive Enclosure USB 3.0 to SATA Magnetic Tool-Free External HDD…

    Seagate Skyhawk 6TB Video Internal Hard Drive HDD – 3.5 Inch SATA 6Gb/s 256MB Cache for…

    Seagate Skyhawk 6TB Video Internal Hard Drive HDD – 3.5 Inch SATA 6Gb/s 256MB Cache for…

    EPOMAKER Moonlit Bunny 138 PBT Keycaps Set, Side-Printed and Lit Shine Through Five-Side…

    EPOMAKER Moonlit Bunny 138 PBT Keycaps Set, Side-Printed and Lit Shine Through Five-Side…

    Lexar Gold Series Professional 160GB CFexpress Type-A Memory Card, 2-Pack

    Lexar Gold Series Professional 160GB CFexpress Type-A Memory Card, 2-Pack

    Kingston 128GB microSDXC Canvas Select Plus Class 10 Flash Memory Card SDCS2 Memory

    Kingston 128GB microSDXC Canvas Select Plus Class 10 Flash Memory Card SDCS2 Memory

  • Techs Got To Eat
    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!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

  • Tesla
    Wheel Center Caps and Lug Nut Covers Set Compatible with Tesla Cybertruck 2024, Hub…

    Wheel Center Caps and Lug Nut Covers Set Compatible with Tesla Cybertruck 2024, Hub…

    70mai 4K Dash Cam Front and Rear with STARVIS, Built in 5GHz WiFi & GPS Car Camera,…

    70mai 4K Dash Cam Front and Rear with STARVIS, Built in 5GHz WiFi & GPS Car Camera,…

    Tesla Semi efficiency improves in real-world trucking test covering 4,494 miles over 3 weeks

    Hitch Cover for Tesla Model Y, Magnet Design for Quick Installation, [Not Work with…

    Hitch Cover for Tesla Model Y, Magnet Design for Quick Installation, [Not Work with…

    YIGPAIPO CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW…

    YIGPAIPO CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW…

    USANOOKS Microfiber Cleaning Cloth – 12Pcs 12.5×12.5 inch High Performance – 1200…

    USANOOKS Microfiber Cleaning Cloth – 12Pcs 12.5×12.5 inch High Performance – 1200…

    2024 Upgraded for Tesla Door Cover Protector from Dogs Sratching Car Door Covers…

    2024 Upgraded for Tesla Door Cover Protector from Dogs Sratching Car Door Covers…

    Tesla Center Console Organizer Tray:Under Screen Magnetic Storage Box for Model Y 2025…

    Tesla Center Console Organizer Tray:Under Screen Magnetic Storage Box for Model Y 2025…

    6PCS Universal Spoilers for Cars,Cool Shark Fin Style Car Spoiler Canards kit for…

    6PCS Universal Spoilers for Cars,Cool Shark Fin Style Car Spoiler Canards kit for…

  • UFO
    Watch Neil deGrasse Tyson BUST Alien MYTHS for an Hour!!

    Watch Neil deGrasse Tyson BUST Alien MYTHS for an Hour!!

    8 pcs Alien Balloons 32 in Green Alien Inflatable Funny Inflatable Alien Balloon Blow Up Alien for Halloween, Christmas, Birthday Alien Party Decoration

    8 pcs Alien Balloons 32 in Green Alien Inflatable Funny Inflatable Alien Balloon Blow Up Alien for Halloween, Christmas, Birthday Alien Party Decoration

    Ancient Aliens: Atomic Blast Destroys Ancient Pakistani Civilization

    Ancient Aliens: Atomic Blast Destroys Ancient Pakistani Civilization

    CHUBORY X10 PRO GPS Drone with Camera for Adults 4K UHD, 90 Min Long Flight Time,3280 FT Long Control Range, Auto Return, Follow Me, Brushless Motor, 5G FPV RC Quadcopter for Beginners(

    CHUBORY X10 PRO GPS Drone with Camera for Adults 4K UHD, 90 Min Long Flight Time,3280 FT Long Control Range, Auto Return, Follow Me, Brushless Motor, 5G FPV RC Quadcopter for Beginners(

    Are “Non-Human Intelligences” Actually Human? Mike Masters on UFO Contactees #UFOs #Abductions

    Are “Non-Human Intelligences” Actually Human? Mike Masters on UFO Contactees #UFOs #Abductions

    Jeremy’s Razors Shaving Cream Mens with Green Tea + Menthol, 6 Fl Oz, Off White

    Jeremy’s Razors Shaving Cream Mens with Green Tea + Menthol, 6 Fl Oz, Off White

    Rift of the Necrodancer – Intergalactic Bound (Impossible FC)

    Rift of the Necrodancer – Intergalactic Bound (Impossible FC)

    Eagle Beak Beveled Nail Clippers,Wide Jaw Opening Anti-Splash Slanted Nail Clipper,Edge Nail Clippers 3-Piece Set,Long Handle Wide Jaw Opening Anti-Splash Slanted Nail Clipper for Men Women(Green)

    Eagle Beak Beveled Nail Clippers,Wide Jaw Opening Anti-Splash Slanted Nail Clipper,Edge Nail Clippers 3-Piece Set,Long Handle Wide Jaw Opening Anti-Splash Slanted Nail Clipper for Men Women(Green)

    History Of Space Exploration: How Ancient Astronomy Worked?

    History Of Space Exploration: How Ancient Astronomy Worked?

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Home MIT Tech

MIT researchers develop an efficient way to train more reliable AI agents | MIT News

MIT Tech by MIT Tech
November 22, 2024
in MIT Tech
Reading Time: 6 mins read
122
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0


Adam Zewe | MIT News
2024-11-22 00:00:00
news.mit.edu

Fields ranging from robotics to medicine to political science are attempting to train AI systems to make meaningful decisions of all kinds. For example, using an AI system to intelligently control traffic in a congested city could help motorists reach their destinations faster, while improving safety or sustainability.

Unfortunately, teaching an AI system to make good decisions is no easy task.

Reinforcement learning models, which underlie these AI decision-making systems, still often fail when faced with even small variations in the tasks they are trained to perform. In the case of traffic, a model might struggle to control a set of intersections with different speed limits, numbers of lanes, or traffic patterns.

To boost the reliability of reinforcement learning models for complex tasks with variability, MIT researchers have introduced a more efficient algorithm for training them.

The algorithm strategically selects the best tasks for training an AI agent so it can effectively perform all tasks in a collection of related tasks. In the case of traffic signal control, each task could be one intersection in a task space that includes all intersections in the city.

By focusing on a smaller number of intersections that contribute the most to the algorithm’s overall effectiveness, this method maximizes performance while keeping the training cost low.

The researchers found that their technique was between five and 50 times more efficient than standard approaches on an array of simulated tasks. This gain in efficiency helps the algorithm learn a better solution in a faster manner, ultimately improving the performance of the AI agent.

“We were able to see incredible performance improvements, with a very simple algorithm, by thinking outside the box. An algorithm that is not very complicated stands a better chance of being adopted by the community because it is easier to implement and easier for others to understand,” says senior author Cathy Wu, the Thomas D. and Virginia W. Cabot Career Development Associate Professor in Civil and Environmental Engineering (CEE) and the Institute for Data, Systems, and Society (IDSS), and a member of the Laboratory for Information and Decision Systems (LIDS).

She is joined on the paper by lead author Jung-Hoon Cho, a CEE graduate student; Vindula Jayawardana, a graduate student in the Department of Electrical Engineering and Computer Science (EECS); and Sirui Li, an IDSS graduate student. The research will be presented at the Conference on Neural Information Processing Systems.

Finding a middle ground

To train an algorithm to control traffic lights at many intersections in a city, an engineer would typically choose between two main approaches. She can train one algorithm for each intersection independently, using only that intersection’s data, or train a larger algorithm using data from all intersections and then apply it to each one.

But each approach comes with its share of downsides. Training a separate algorithm for each task (such as a given intersection) is a time-consuming process that requires an enormous amount of data and computation, while training one algorithm for all tasks often leads to subpar performance.

Wu and her collaborators sought a sweet spot between these two approaches.

For their method, they choose a subset of tasks and train one algorithm for each task independently. Importantly, they strategically select individual tasks which are most likely to improve the algorithm’s overall performance on all tasks.

They leverage a common trick from the reinforcement learning field called zero-shot transfer learning, in which an already trained model is applied to a new task without being further trained. With transfer learning, the model often performs remarkably well on the new neighbor task.

“We know it would be ideal to train on all the tasks, but we wondered if we could get away with training on a subset of those tasks, apply the result to all the tasks, and still see a performance increase,” Wu says.

To identify which tasks they should select to maximize expected performance, the researchers developed an algorithm called Model-Based Transfer Learning (MBTL).

The MBTL algorithm has two pieces. For one, it models how well each algorithm would perform if it were trained independently on one task. Then it models how much each algorithm’s performance would degrade if it were transferred to each other task, a concept known as generalization performance.

Explicitly modeling generalization performance allows MBTL to estimate the value of training on a new task.

MBTL does this sequentially, choosing the task which leads to the highest performance gain first, then selecting additional tasks that provide the biggest subsequent marginal improvements to overall performance.

Since MBTL only focuses on the most promising tasks, it can dramatically improve the efficiency of the training process.

Reducing training costs

When the researchers tested this technique on simulated tasks, including controlling traffic signals, managing real-time speed advisories, and executing several classic control tasks, it was five to 50 times more efficient than other methods.

This means they could arrive at the same solution by training on far less data. For instance, with a 50x efficiency boost, the MBTL algorithm could train on just two tasks and achieve the same performance as a standard method which uses data from 100 tasks.

“From the perspective of the two main approaches, that means data from the other 98 tasks was not necessary or that training on all 100 tasks is confusing to the algorithm, so the performance ends up worse than ours,” Wu says.

With MBTL, adding even a small amount of additional training time could lead to much better performance.

In the future, the researchers plan to design MBTL algorithms that can extend to more complex problems, such as high-dimensional task spaces. They are also interested in applying their approach to real-world problems, especially in next-generation mobility systems.

The research is funded, in part, by a National Science Foundation CAREER Award, the Kwanjeong Educational Foundation PhD Scholarship Program, and an Amazon Robotics PhD Fellowship.


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