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  • AI
    Artificial Intelligence

    Monitor Amazon Bedrock batch inference using Amazon CloudWatch metrics

    Artificial Intelligence

    A Gentle Introduction to vLLM for Serving

    Artificial Intelligence

    5 Tips for Building Useful Streamlit Dashboards in Minutes

    Artificial Intelligence

    Unified multimodal access layer for Quora’s Poe using Amazon Bedrock

    Artificial Intelligence

    5 Strategic Steps to a Seamless AI Integration

    Artificial Intelligence

    Streamline access to ISO-rating content changes with Verisk rating insights and Amazon…

    Artificial Intelligence

    How msg enhanced HR workforce transformation with Amazon Bedrock and msg.ProfileMap

    Artificial Intelligence

    Unlock model insights with log probability support for Amazon Bedrock Custom Model…

    Artificial Intelligence

    5 Tips for Building Optimized Hugging Face Transformer Pipelines

  • Apple
    Apple Vision Pro – M4 or M5 chip, and new 2nm R2 chip

    Apple Vision Pro – M4 or M5 chip, and new 2nm R2 chip

    Deals: 1TB M4 Pro MacBook Pro falls to $1,899, plus save up to $500

    Deals: 1TB M4 Pro MacBook Pro falls to $1,899, plus save up to $500

    Foldable iPads, Apple Intelligence blowback, new Apple Music Radio stations

    Hands on reviews with iPhone 17 Pro, iPhone Air, and AirPods Pro 3

    iOS 26.0.1 coming soon for iPhone users

    iOS 26.0.1 coming soon for iPhone users

    Inside Apple’s secret Apple Watch testing labs

    Inside Apple’s secret Apple Watch testing labs

    First iPhone 17 and iPhone Air pre-orders now say ‘Shipped’

    First iPhone 17 and iPhone Air pre-orders now say ‘Shipped’

    Apple confirms: The new iPhones have a camera problem

    Apple confirms: The new iPhones have a camera problem

    iOS 26 has a new full-screen UI when you take a screenshot on your iPhone, here’s how to change it back

    iOS 26 has a new full-screen UI when you take a screenshot on your iPhone, here’s how to change it back

    September 17, 2025 – watchOS 26 features, more

  • Crypto
    Can LINK Price Break Above $100 in 2025?

    Can LINK Price Break Above $100 in 2025?

    Altcoin Season Roars: $108B Rally Turns September Into a Chart-Busting Fiesta

    Altcoin Season Roars: $108B Rally Turns September Into a Chart-Busting Fiesta

    BNB Surges to All-Time High as Crypto Market Reacts to Fed Decision

    BNB Surges to All-Time High as Crypto Market Reacts to Fed Decision

    Vintage 2013 Bitcoin Wallets Dump 300 BTC Into Bitstamp After 12-Year Silence

    Vintage 2013 Bitcoin Wallets Dump 300 BTC Into Bitstamp After 12-Year Silence

    Plasma’s Mainnet Beta Goes Live Sept. 25 With $2B+ Stablecoin Firepower

    Plasma’s Mainnet Beta Goes Live Sept. 25 With $2B+ Stablecoin Firepower

    Solana Following BNB Toward New Record Highs: SOL Price Analysis

    Solana Following BNB Toward New Record Highs: SOL Price Analysis

    Bitcoin Price Watch: BTC Struggles Below $118K as Momentum Cools

    Bitcoin Price Watch: BTC Struggles Below $118K as Momentum Cools

    Russia to Strengthen Grip on Digital-Asset Activities

    Russia to Strengthen Grip on Digital-Asset Activities

    Mavryk Secures $10M From Multibank to Power $10B UAE Real Estate Tokenization

    Mavryk Secures $10M From Multibank to Power $10B UAE Real Estate Tokenization

  • Gaming
    GTA 6 Trailer 2: Rockstar’s Finally Confirm Release Date!

    GTA 6 Trailer 2: Rockstar’s Finally Confirm Release Date!

    The Burrows 100% Completion God Of War Ragnarok

    The Burrows 100% Completion God Of War Ragnarok

    Your Personal Gaming Sidekick Awaits: Gaming Copilot (Beta) is Coming to Windows PC and Xbox on Mobile

    Your Personal Gaming Sidekick Awaits: Gaming Copilot (Beta) is Coming to Windows PC and Xbox on Mobile

    GOD OF WAR RAGNAROK REVIEWS

    GOD OF WAR RAGNAROK REVIEWS

    A casting call for the Mass Effect TV show is out there, and if you’re ‘A young Colin Farrell-type male’, then do I have great news for you

    A casting call for the Mass Effect TV show is out there, and if you’re ‘A young Colin Farrell-type male’, then do I have great news for you

    BRING TYR TO SINDRI'S HOUSE / God of War Ragnarok Walkthrough Gameplay (No

    BRING TYR TO SINDRI'S HOUSE / God of War Ragnarok Walkthrough Gameplay (No

    Where to find Noodle Grass in Hello Kitty Island Adventure

    Where to find Noodle Grass in Hello Kitty Island Adventure

    REDRAGON S101 GAMING KEYBOARD

    Steam is dropping Windows 32-bit support in 2026

    THE FINAL FINAL FNAF MOVIE TRAILER IS HERE! – Reaction & Analysis

  • Retro Rewind
    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    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

  • Tech Art
    Dibujar con TABLETA DIGITAL en Linux (Mejores Programas de Dibujo)

    Dibujar con TABLETA DIGITAL en Linux (Mejores Programas de Dibujo)

    ArtFields Awards Over $100,000 in Prizes to Southeastern US Artists

    ArtFields Awards Over $100,000 in Prizes to Southeastern US Artists

    Basic Gary Sculpture in Blender | SpongeBob Character Modeling

    Basic Gary Sculpture in Blender | SpongeBob Character Modeling

    Top 20 Best Pixel Art RPG Games for Android and iOS – Best of 2025

    Top 20 Best Pixel Art RPG Games for Android and iOS – Best of 2025

    [01_Odyssey] Generative art Exhibition – Dark Room Experience

    [01_Odyssey] Generative art Exhibition – Dark Room Experience

    Viewer Request Print Digital Images From Portrait To Landscape – Digital Collage Club

    Viewer Request Print Digital Images From Portrait To Landscape – Digital Collage Club

    3d drawing easy on paper for beginner

    3d drawing easy on paper for beginner

    Announcing the 2025 Center for Craft Archive Fellows

    Announcing the 2025 Center for Craft Archive Fellows

    Social Media Post Graphic Design   Adobe Photoshop Tutorial

    Social Media Post Graphic Design Adobe Photoshop Tutorial

  • Tech Deals
    ADATA Premier 32GB microSDHC/SDXC UHS-I Class 10 Memory Card Read up to 85 MB/s…

    ADATA Premier 32GB microSDHC/SDXC UHS-I Class 10 Memory Card Read up to 85 MB/s…

    Acer 5 in 1 USB C Hub with 4K HDMI, 100W Power Delivery, 3 USB A Data Ports, USB C to…

    Acer 5 in 1 USB C Hub with 4K HDMI, 100W Power Delivery, 3 USB A Data Ports, USB C to…

    NIMO 15.6″ IPS FHD Gaming-Laptop, AMD 8 Cores Ryzen 7 7735HS 32GB DDR5 RAM 1TB SSD…

    NIMO 15.6″ IPS FHD Gaming-Laptop, AMD 8 Cores Ryzen 7 7735HS 32GB DDR5 RAM 1TB SSD…

    CyberPowerPC Gamer Xtreme VR Gaming PC, Intel Core i5-13400F 2.5GHz, GeForce RTX 5060…

    CyberPowerPC Gamer Xtreme VR Gaming PC, Intel Core i5-13400F 2.5GHz, GeForce RTX 5060…

    Sonic Unleashed – Classics Edition (Xbox 360)

    Sonic Unleashed – Classics Edition (Xbox 360)

    LEGO Jurassic World (PS4)

    LEGO Jurassic World (PS4)

    The Worst-CASE Scenario Card Game – All New Family/Party Game | 0% Trivia, 100% Humorous…

    The Worst-CASE Scenario Card Game – All New Family/Party Game | 0% Trivia, 100% Humorous…

    ATARI 7800 Video Game Cartridge Pole Position II

    ATARI 7800 Video Game Cartridge Pole Position II

    Transcend 2TB External SSD, Up to 1,050MB/s, Dual USB Flash Drive for Pixel10, Tesla,…

    Transcend 2TB External SSD, Up to 1,050MB/s, Dual USB Flash Drive for Pixel10, Tesla,…

  • Techs Got To Eat
    Spicy Chickpea Shakshuka Mug: 5-Minute Vegetarian Fuel

    Spicy Chickpea Shakshuka Mug: 5-Minute Vegetarian Fuel

    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

  • Tesla
    DVD Storage, CD Holder Dividers Folder, Car CD Large Capacity Storage Bag, DVD Oxford…

    DVD Storage, CD Holder Dividers Folder, Car CD Large Capacity Storage Bag, DVD Oxford…

    BestEvMod Rear Underseat Storage Organizer Accessories Compatible with Tesla Cybertruck…

    BestEvMod Rear Underseat Storage Organizer Accessories Compatible with Tesla Cybertruck…

    Car Armrest Cover for Tesla Model 3 Y Leather Center Console Armrest Box Cover…

    Car Armrest Cover for Tesla Model 3 Y Leather Center Console Armrest Box Cover…

    Head Up Display for Tesla Model Y 2019-2024 & Model 3 2017-2023 with Wireless/Wired…

    Head Up Display for Tesla Model Y 2019-2024 & Model 3 2017-2023 with Wireless/Wired…

    Car Door Lights Logo Projector Compatible with Tesla Accessories for Model Y 3 X S, 2025…

    Car Door Lights Logo Projector Compatible with Tesla Accessories for Model Y 3 X S, 2025…

    Armor All Car Wash and Car Interior Cleaner Kit, Includes Towel, Tire Foam, Glass Spray,…

    Armor All Car Wash and Car Interior Cleaner Kit, Includes Towel, Tire Foam, Glass Spray,…

    KIKIMO Cargo Mat for 2025 Tesla Model Y Juniper, for Tesla New Model Y 5-Seater…

    KIKIMO Cargo Mat for 2025 Tesla Model Y Juniper, for Tesla New Model Y 5-Seater…

    Maoershan EVA Hard Protective Travel Case Carrying Pouch Cover Bag for Tesla Charging…

    Maoershan EVA Hard Protective Travel Case Carrying Pouch Cover Bag for Tesla Charging…

    iJDMTOY 2pc Set Track Racing Style Direct Fit Silver Aluminum Accelerator and Brake Foot…

    iJDMTOY 2pc Set Track Racing Style Direct Fit Silver Aluminum Accelerator and Brake Foot…

  • UFO
    4 PCS 63 Inch Giant Inflatable Alien 31.5 Inch Jumbo Blow Up Alien Green Inflatable Toy for Space Party Decoration UFO Theme Spaceship Party Birthday Halloween Easter Christmas Home, Green Silver

    4 PCS 63 Inch Giant Inflatable Alien 31.5 Inch Jumbo Blow Up Alien Green Inflatable Toy for Space Party Decoration UFO Theme Spaceship Party Birthday Halloween Easter Christmas Home, Green Silver

    The Roswell UFO Conclusion: Lies, Conspiracies and Confessions

    The Roswell UFO Conclusion: Lies, Conspiracies and Confessions

    Ezcosplay Women Short Sleeve Space Shuttle Astronaut Universe Galaxy T-Shirt Graphic Shirt Casual Tee Tops

    Ezcosplay Women Short Sleeve Space Shuttle Astronaut Universe Galaxy T-Shirt Graphic Shirt Casual Tee Tops

    Last Night’s Falcon 9 rocket launch seen over Long Beach, California! #timelapse #rocket

    Last Night’s Falcon 9 rocket launch seen over Long Beach, California! #timelapse #rocket

    Geelin 6 Pack 24 Inch Large Halloween Alien Yard Signs with Stakes Glow in the Dark Alien Ufo Lawn Sign Eyes Scary Silhouette Halloween Decorations for Patio Garden Outdoor Decor

    Geelin 6 Pack 24 Inch Large Halloween Alien Yard Signs with Stakes Glow in the Dark Alien Ufo Lawn Sign Eyes Scary Silhouette Halloween Decorations for Patio Garden Outdoor Decor

    Tornado Warning At Disney World! #shorts

    Tornado Warning At Disney World! #shorts

    Mototo 6 PCS 63 Inch Giant Inflatable Alien 31.5 Inch Jumbo Blow Up Alien Green Inflatable Toy for Space Party Decoration UFO Theme Spaceship Party Birthday Halloween Easter Christmas Home

    Mototo 6 PCS 63 Inch Giant Inflatable Alien 31.5 Inch Jumbo Blow Up Alien Green Inflatable Toy for Space Party Decoration UFO Theme Spaceship Party Birthday Halloween Easter Christmas Home

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    The History of UFOs

    The History of UFOs

  • AI
    Artificial Intelligence

    Monitor Amazon Bedrock batch inference using Amazon CloudWatch metrics

    Artificial Intelligence

    A Gentle Introduction to vLLM for Serving

    Artificial Intelligence

    5 Tips for Building Useful Streamlit Dashboards in Minutes

    Artificial Intelligence

    Unified multimodal access layer for Quora’s Poe using Amazon Bedrock

    Artificial Intelligence

    5 Strategic Steps to a Seamless AI Integration

    Artificial Intelligence

    Streamline access to ISO-rating content changes with Verisk rating insights and Amazon…

    Artificial Intelligence

    How msg enhanced HR workforce transformation with Amazon Bedrock and msg.ProfileMap

    Artificial Intelligence

    Unlock model insights with log probability support for Amazon Bedrock Custom Model…

    Artificial Intelligence

    5 Tips for Building Optimized Hugging Face Transformer Pipelines

  • Apple
    Apple Vision Pro – M4 or M5 chip, and new 2nm R2 chip

    Apple Vision Pro – M4 or M5 chip, and new 2nm R2 chip

    Deals: 1TB M4 Pro MacBook Pro falls to $1,899, plus save up to $500

    Deals: 1TB M4 Pro MacBook Pro falls to $1,899, plus save up to $500

    Foldable iPads, Apple Intelligence blowback, new Apple Music Radio stations

    Hands on reviews with iPhone 17 Pro, iPhone Air, and AirPods Pro 3

    iOS 26.0.1 coming soon for iPhone users

    iOS 26.0.1 coming soon for iPhone users

    Inside Apple’s secret Apple Watch testing labs

    Inside Apple’s secret Apple Watch testing labs

    First iPhone 17 and iPhone Air pre-orders now say ‘Shipped’

    First iPhone 17 and iPhone Air pre-orders now say ‘Shipped’

    Apple confirms: The new iPhones have a camera problem

    Apple confirms: The new iPhones have a camera problem

    iOS 26 has a new full-screen UI when you take a screenshot on your iPhone, here’s how to change it back

    iOS 26 has a new full-screen UI when you take a screenshot on your iPhone, here’s how to change it back

    September 17, 2025 – watchOS 26 features, more

  • Crypto
    Can LINK Price Break Above $100 in 2025?

    Can LINK Price Break Above $100 in 2025?

    Altcoin Season Roars: $108B Rally Turns September Into a Chart-Busting Fiesta

    Altcoin Season Roars: $108B Rally Turns September Into a Chart-Busting Fiesta

    BNB Surges to All-Time High as Crypto Market Reacts to Fed Decision

    BNB Surges to All-Time High as Crypto Market Reacts to Fed Decision

    Vintage 2013 Bitcoin Wallets Dump 300 BTC Into Bitstamp After 12-Year Silence

    Vintage 2013 Bitcoin Wallets Dump 300 BTC Into Bitstamp After 12-Year Silence

    Plasma’s Mainnet Beta Goes Live Sept. 25 With $2B+ Stablecoin Firepower

    Plasma’s Mainnet Beta Goes Live Sept. 25 With $2B+ Stablecoin Firepower

    Solana Following BNB Toward New Record Highs: SOL Price Analysis

    Solana Following BNB Toward New Record Highs: SOL Price Analysis

    Bitcoin Price Watch: BTC Struggles Below $118K as Momentum Cools

    Bitcoin Price Watch: BTC Struggles Below $118K as Momentum Cools

    Russia to Strengthen Grip on Digital-Asset Activities

    Russia to Strengthen Grip on Digital-Asset Activities

    Mavryk Secures $10M From Multibank to Power $10B UAE Real Estate Tokenization

    Mavryk Secures $10M From Multibank to Power $10B UAE Real Estate Tokenization

  • Gaming
    GTA 6 Trailer 2: Rockstar’s Finally Confirm Release Date!

    GTA 6 Trailer 2: Rockstar’s Finally Confirm Release Date!

    The Burrows 100% Completion God Of War Ragnarok

    The Burrows 100% Completion God Of War Ragnarok

    Your Personal Gaming Sidekick Awaits: Gaming Copilot (Beta) is Coming to Windows PC and Xbox on Mobile

    Your Personal Gaming Sidekick Awaits: Gaming Copilot (Beta) is Coming to Windows PC and Xbox on Mobile

    GOD OF WAR RAGNAROK REVIEWS

    GOD OF WAR RAGNAROK REVIEWS

    A casting call for the Mass Effect TV show is out there, and if you’re ‘A young Colin Farrell-type male’, then do I have great news for you

    A casting call for the Mass Effect TV show is out there, and if you’re ‘A young Colin Farrell-type male’, then do I have great news for you

    BRING TYR TO SINDRI'S HOUSE / God of War Ragnarok Walkthrough Gameplay (No

    BRING TYR TO SINDRI'S HOUSE / God of War Ragnarok Walkthrough Gameplay (No

    Where to find Noodle Grass in Hello Kitty Island Adventure

    Where to find Noodle Grass in Hello Kitty Island Adventure

    REDRAGON S101 GAMING KEYBOARD

    Steam is dropping Windows 32-bit support in 2026

    THE FINAL FINAL FNAF MOVIE TRAILER IS HERE! – Reaction & Analysis

  • Retro Rewind
    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    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

  • Tech Art
    Dibujar con TABLETA DIGITAL en Linux (Mejores Programas de Dibujo)

    Dibujar con TABLETA DIGITAL en Linux (Mejores Programas de Dibujo)

    ArtFields Awards Over $100,000 in Prizes to Southeastern US Artists

    ArtFields Awards Over $100,000 in Prizes to Southeastern US Artists

    Basic Gary Sculpture in Blender | SpongeBob Character Modeling

    Basic Gary Sculpture in Blender | SpongeBob Character Modeling

    Top 20 Best Pixel Art RPG Games for Android and iOS – Best of 2025

    Top 20 Best Pixel Art RPG Games for Android and iOS – Best of 2025

    [01_Odyssey] Generative art Exhibition – Dark Room Experience

    [01_Odyssey] Generative art Exhibition – Dark Room Experience

    Viewer Request Print Digital Images From Portrait To Landscape – Digital Collage Club

    Viewer Request Print Digital Images From Portrait To Landscape – Digital Collage Club

    3d drawing easy on paper for beginner

    3d drawing easy on paper for beginner

    Announcing the 2025 Center for Craft Archive Fellows

    Announcing the 2025 Center for Craft Archive Fellows

    Social Media Post Graphic Design   Adobe Photoshop Tutorial

    Social Media Post Graphic Design Adobe Photoshop Tutorial

  • Tech Deals
    ADATA Premier 32GB microSDHC/SDXC UHS-I Class 10 Memory Card Read up to 85 MB/s…

    ADATA Premier 32GB microSDHC/SDXC UHS-I Class 10 Memory Card Read up to 85 MB/s…

    Acer 5 in 1 USB C Hub with 4K HDMI, 100W Power Delivery, 3 USB A Data Ports, USB C to…

    Acer 5 in 1 USB C Hub with 4K HDMI, 100W Power Delivery, 3 USB A Data Ports, USB C to…

    NIMO 15.6″ IPS FHD Gaming-Laptop, AMD 8 Cores Ryzen 7 7735HS 32GB DDR5 RAM 1TB SSD…

    NIMO 15.6″ IPS FHD Gaming-Laptop, AMD 8 Cores Ryzen 7 7735HS 32GB DDR5 RAM 1TB SSD…

    CyberPowerPC Gamer Xtreme VR Gaming PC, Intel Core i5-13400F 2.5GHz, GeForce RTX 5060…

    CyberPowerPC Gamer Xtreme VR Gaming PC, Intel Core i5-13400F 2.5GHz, GeForce RTX 5060…

    Sonic Unleashed – Classics Edition (Xbox 360)

    Sonic Unleashed – Classics Edition (Xbox 360)

    LEGO Jurassic World (PS4)

    LEGO Jurassic World (PS4)

    The Worst-CASE Scenario Card Game – All New Family/Party Game | 0% Trivia, 100% Humorous…

    The Worst-CASE Scenario Card Game – All New Family/Party Game | 0% Trivia, 100% Humorous…

    ATARI 7800 Video Game Cartridge Pole Position II

    ATARI 7800 Video Game Cartridge Pole Position II

    Transcend 2TB External SSD, Up to 1,050MB/s, Dual USB Flash Drive for Pixel10, Tesla,…

    Transcend 2TB External SSD, Up to 1,050MB/s, Dual USB Flash Drive for Pixel10, Tesla,…

  • Techs Got To Eat
    Spicy Chickpea Shakshuka Mug: 5-Minute Vegetarian Fuel

    Spicy Chickpea Shakshuka Mug: 5-Minute Vegetarian Fuel

    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

  • Tesla
    DVD Storage, CD Holder Dividers Folder, Car CD Large Capacity Storage Bag, DVD Oxford…

    DVD Storage, CD Holder Dividers Folder, Car CD Large Capacity Storage Bag, DVD Oxford…

    BestEvMod Rear Underseat Storage Organizer Accessories Compatible with Tesla Cybertruck…

    BestEvMod Rear Underseat Storage Organizer Accessories Compatible with Tesla Cybertruck…

    Car Armrest Cover for Tesla Model 3 Y Leather Center Console Armrest Box Cover…

    Car Armrest Cover for Tesla Model 3 Y Leather Center Console Armrest Box Cover…

    Head Up Display for Tesla Model Y 2019-2024 & Model 3 2017-2023 with Wireless/Wired…

    Head Up Display for Tesla Model Y 2019-2024 & Model 3 2017-2023 with Wireless/Wired…

    Car Door Lights Logo Projector Compatible with Tesla Accessories for Model Y 3 X S, 2025…

    Car Door Lights Logo Projector Compatible with Tesla Accessories for Model Y 3 X S, 2025…

    Armor All Car Wash and Car Interior Cleaner Kit, Includes Towel, Tire Foam, Glass Spray,…

    Armor All Car Wash and Car Interior Cleaner Kit, Includes Towel, Tire Foam, Glass Spray,…

    KIKIMO Cargo Mat for 2025 Tesla Model Y Juniper, for Tesla New Model Y 5-Seater…

    KIKIMO Cargo Mat for 2025 Tesla Model Y Juniper, for Tesla New Model Y 5-Seater…

    Maoershan EVA Hard Protective Travel Case Carrying Pouch Cover Bag for Tesla Charging…

    Maoershan EVA Hard Protective Travel Case Carrying Pouch Cover Bag for Tesla Charging…

    iJDMTOY 2pc Set Track Racing Style Direct Fit Silver Aluminum Accelerator and Brake Foot…

    iJDMTOY 2pc Set Track Racing Style Direct Fit Silver Aluminum Accelerator and Brake Foot…

  • UFO
    4 PCS 63 Inch Giant Inflatable Alien 31.5 Inch Jumbo Blow Up Alien Green Inflatable Toy for Space Party Decoration UFO Theme Spaceship Party Birthday Halloween Easter Christmas Home, Green Silver

    4 PCS 63 Inch Giant Inflatable Alien 31.5 Inch Jumbo Blow Up Alien Green Inflatable Toy for Space Party Decoration UFO Theme Spaceship Party Birthday Halloween Easter Christmas Home, Green Silver

    The Roswell UFO Conclusion: Lies, Conspiracies and Confessions

    The Roswell UFO Conclusion: Lies, Conspiracies and Confessions

    Ezcosplay Women Short Sleeve Space Shuttle Astronaut Universe Galaxy T-Shirt Graphic Shirt Casual Tee Tops

    Ezcosplay Women Short Sleeve Space Shuttle Astronaut Universe Galaxy T-Shirt Graphic Shirt Casual Tee Tops

    Last Night’s Falcon 9 rocket launch seen over Long Beach, California! #timelapse #rocket

    Last Night’s Falcon 9 rocket launch seen over Long Beach, California! #timelapse #rocket

    Geelin 6 Pack 24 Inch Large Halloween Alien Yard Signs with Stakes Glow in the Dark Alien Ufo Lawn Sign Eyes Scary Silhouette Halloween Decorations for Patio Garden Outdoor Decor

    Geelin 6 Pack 24 Inch Large Halloween Alien Yard Signs with Stakes Glow in the Dark Alien Ufo Lawn Sign Eyes Scary Silhouette Halloween Decorations for Patio Garden Outdoor Decor

    Tornado Warning At Disney World! #shorts

    Tornado Warning At Disney World! #shorts

    Mototo 6 PCS 63 Inch Giant Inflatable Alien 31.5 Inch Jumbo Blow Up Alien Green Inflatable Toy for Space Party Decoration UFO Theme Spaceship Party Birthday Halloween Easter Christmas Home

    Mototo 6 PCS 63 Inch Giant Inflatable Alien 31.5 Inch Jumbo Blow Up Alien Green Inflatable Toy for Space Party Decoration UFO Theme Spaceship Party Birthday Halloween Easter Christmas Home

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    The History of UFOs

    The History of UFOs

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Home MIT Tech

New AI tool generates realistic satellite images of future flooding | MIT News

MIT Tech by MIT Tech
November 25, 2024
in MIT Tech
Reading Time: 6 mins read
125
A A
0


Jennifer Chu | MIT News
2024-11-25 11:20:00
news.mit.edu

Visualizing the potential impacts of a hurricane on people’s homes before it hits can help residents prepare and decide whether to evacuate.

MIT scientists have developed a method that generates satellite imagery from the future to depict how a region would look after a potential flooding event. The method combines a generative artificial intelligence model with a physics-based flood model to create realistic, birds-eye-view images of a region, showing where flooding is likely to occur given the strength of an oncoming storm.

As a test case, the team applied the method to Houston and generated satellite images depicting what certain locations around the city would look like after a storm comparable to Hurricane Harvey, which hit the region in 2017. The team compared these generated images with actual satellite images taken of the same regions after Harvey hit. They also compared AI-generated images that did not include a physics-based flood model.

The team’s physics-reinforced method generated satellite images of future flooding that were more realistic and accurate. The AI-only method, in contrast, generated images of flooding in places where flooding is not physically possible.

The team’s method is a proof-of-concept, meant to demonstrate a case in which generative AI models can generate realistic, trustworthy content when paired with a physics-based model. In order to apply the method to other regions to depict flooding from future storms, it will need to be trained on many more satellite images to learn how flooding would look in other regions.

“The idea is: One day, we could use this before a hurricane, where it provides an additional visualization layer for the public,” says Björn Lütjens, a postdoc in MIT’s Department of Earth, Atmospheric and Planetary Sciences, who led the research while he was a doctoral student in MIT’s Department of Aeronautics and Astronautics (AeroAstro). “One of the biggest challenges is encouraging people to evacuate when they are at risk. Maybe this could be another visualization to help increase that readiness.”

To illustrate the potential of the new method, which they have dubbed the “Earth Intelligence Engine,” the team has made it available as an online resource for others to try.

The researchers report their results today in the journal IEEE Transactions on Geoscience and Remote Sensing. The study’s MIT co-authors include Brandon Leshchinskiy; Aruna Sankaranarayanan; and Dava Newman, professor of AeroAstro and director of the MIT Media Lab; along with collaborators from multiple institutions.

Generative adversarial images

The new study is an extension of the team’s efforts to apply generative AI tools to visualize future climate scenarios.

“Providing a hyper-local perspective of climate seems to be the most effective way to communicate our scientific results,” says Newman, the study’s senior author. “People relate to their own zip code, their local environment where their family and friends live. Providing local climate simulations becomes intuitive, personal, and relatable.”

For this study, the authors use a conditional generative adversarial network, or GAN, a type of machine learning method that can generate realistic images using two competing, or “adversarial,” neural networks. The first “generator” network is trained on pairs of real data, such as satellite images before and after a hurricane. The second “discriminator” network is then trained to distinguish between the real satellite imagery and the one synthesized by the first network.

Each network automatically improves its performance based on feedback from the other network. The idea, then, is that such an adversarial push and pull should ultimately produce synthetic images that are indistinguishable from the real thing. Nevertheless, GANs can still produce “hallucinations,” or factually incorrect features in an otherwise realistic image that shouldn’t be there.

“Hallucinations can mislead viewers,” says Lütjens, who began to wonder whether such hallucinations could be avoided, such that generative AI tools can be trusted to help inform people, particularly in risk-sensitive scenarios. “We were thinking: How can we use these generative AI models in a climate-impact setting, where having trusted data sources is so important?”

Flood hallucinations

In their new work, the researchers considered a risk-sensitive scenario in which generative AI is tasked with creating satellite images of future flooding that could be trustworthy enough to inform decisions of how to prepare and potentially evacuate people out of harm’s way.

Typically, policymakers can get an idea of where flooding might occur based on visualizations in the form of color-coded maps. These maps are the final product of a pipeline of physical models that usually begins with a hurricane track model, which then feeds into a wind model that simulates the pattern and strength of winds over a local region. This is combined with a flood or storm surge model that forecasts how wind might push any nearby body of water onto land. A hydraulic model then maps out where flooding will occur based on the local flood infrastructure and generates a visual, color-coded map of flood elevations over a particular region.

“The question is: Can visualizations of satellite imagery add another level to this, that is a bit more tangible and emotionally engaging than a color-coded map of reds, yellows, and blues, while still being trustworthy?” Lütjens says.

The team first tested how generative AI alone would produce satellite images of future flooding. They trained a GAN on actual satellite images taken by satellites as they passed over Houston before and after Hurricane Harvey. When they tasked the generator to produce new flood images of the same regions, they found that the images resembled typical satellite imagery, but a closer look revealed hallucinations in some images, in the form of floods where flooding should not be possible (for instance, in locations at higher elevation).

To reduce hallucinations and increase the trustworthiness of the AI-generated images, the team paired the GAN with a physics-based flood model that incorporates real, physical parameters and phenomena, such as an approaching hurricane’s trajectory, storm surge, and flood patterns. With this physics-reinforced method, the team generated satellite images around Houston that depict the same flood extent, pixel by pixel, as forecasted by the flood model.

“We show a tangible way to combine machine learning with physics for a use case that’s risk-sensitive, which requires us to analyze the complexity of Earth’s systems and project future actions and possible scenarios to keep people out of harm’s way,” Newman says. “We can’t wait to get our generative AI tools into the hands of decision-makers at the local community level, which could make a significant difference and perhaps save lives.”

The research was supported, in part, by the MIT Portugal Program, the DAF-MIT Artificial Intelligence Accelerator, NASA, and Google Cloud.


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