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Friday, July 25, 2025
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  • AI
    Artificial Intelligence

    Benefits of Using LiteLLM for Your LLM Apps

    Artificial Intelligence

    5 Fun Generative AI Projects for Absolute Beginners

    Artificial Intelligence

    Vibe Coding Something Useful with Repl.it

    Artificial Intelligence

    Use generative AI in Amazon Bedrock for enhanced recommendation generation in equipment…

    Artificial Intelligence

    The Lifecycle of Feature Engineering: From Raw Data to Model-Ready Inputs

    Artificial Intelligence

    Building End-to-End Data Pipelines: From Data Ingestion to Analysis

    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

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

  • Apple
    I’ve been testing macOS Tahoe for weeks, and these are the five features I can’t live without

    Apple’s public betas are here—and they’re nothing but trouble

    Apple Intelligence research papers on AI hallucinations

    Apple Intelligence research papers on AI hallucinations

    How to use Control Center in iOS 26

    How to use Control Center in iOS 26

    macOS Tahoe: Apps replaces Launchpad

    macOS Tahoe: Apps replaces Launchpad

    Apple updates App Store Guidelines to allow links to external payments

    Report: EU set to accept Apple’s latest App Store rules under the DMA

    $16.5B Apple tax windfall will pay for electricity and water projects

    $16.5B Apple tax windfall will pay for electricity and water projects

    iPadOS 26 beta 4 now available with latest iPad changes

    iPadOS 26 beta 4 now available with latest iPad changes

    9to5Mac Daily: July 24, 2025 – tvOS 26 features, more

    Apple beats iCloud storage appeal over ‘deceptive’ paid upgrades

    Apple beats iCloud storage appeal over ‘deceptive’ paid upgrades

  • ComputerWorld
    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    IT buyers are investing in AI PCs — with no clue how to use them

    IT buyers are investing in AI PCs — with no clue how to use them

    Apple wants to build a circular manufacturing economy

    Apple wants to build a circular manufacturing economy

    Trump gets aggressive with new US AI action plan

    Trump gets aggressive with new US AI action plan

    Clorox sues Cognizant for $380M over alleged helpdesk failures in cyberattack

    Clorox sues Cognizant for $380M over alleged helpdesk failures in cyberattack

    Kandji helps secure Apple enterprise with Vulnerability Response

    Kandji helps secure Apple enterprise with Vulnerability Response

    Alibaba rolls out new AI coding model Qwen3-Coder, says it’s their most powerful

    Alibaba rolls out new AI coding model Qwen3-Coder, says it’s their most powerful

    Microsoft will stop using Chinese workers on US DoD systems

    Microsoft will stop using Chinese workers on US DoD systems

    The first traces of GPT-5 have appeared

    The first traces of GPT-5 have appeared

  • Gaming
    FNaF Trailers

    FNaF Trailers

    REDRAGON S101 GAMING KEYBOARD

    Asus’ RTX 5070 Ti-equipped ROG Zephyrus G14 gaming laptop is $350 off

    Rivermouth Cave Walkthrough: All NPC, All Bosses, Secrets, All Items Elden Ring Playthrough

    Rivermouth Cave Walkthrough: All NPC, All Bosses, Secrets, All Items Elden Ring Playthrough

    Elden Ring Build: Grafted Blade Greatsword [NG+]

    Elden Ring Build: Grafted Blade Greatsword [NG+]

    Analisando o  trailer do filme D&D: Honra entre Rebeldes

    Analisando o trailer do filme D&D: Honra entre Rebeldes

    The Legend of Zelda: Breath of the Wild Walkthrough Gameplay – Nintendo E3 2016 HD – Part 9

    The Legend of Zelda: Breath of the Wild Walkthrough Gameplay – Nintendo E3 2016 HD – Part 9

    BOTW – A Speculative Project – Walkthrough 55, pt. 9

    BOTW – A Speculative Project – Walkthrough 55, pt. 9

    Black Myth Wukong – 10 Of the Best Armor Sets You Don't Want To Miss in the Early & End Game!

    Black Myth Wukong – 10 Of the Best Armor Sets You Don't Want To Miss in the Early & End Game!

    Negative Baldurs Gate 3 Reviews

    Negative Baldurs Gate 3 Reviews

  • 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
    Character Illustration with Texture in Affinity Designer – Digital Drawing

    Character Illustration with Texture in Affinity Designer – Digital Drawing

    Studio INI's interactive installation for Design You Can Feel will “move with your movement”

    Studio INI's interactive installation for Design You Can Feel will “move with your movement”

    Heidrun Rathgeb "I Watch the Mountains Changing Colour" @ Sea View, Los Angeles

    Heidrun Rathgeb "I Watch the Mountains Changing Colour" @ Sea View, Los Angeles

    [Download] Intuitive 3D Modeling | Abstract Sculpture |  Feathers | DANA KRYSTLE

    [Download] Intuitive 3D Modeling | Abstract Sculpture | Feathers | DANA KRYSTLE

    Generative Art: Keajaiban Dari Algoritma, Teknologi, Komputasi, AI dan Seni

    Generative Art: Keajaiban Dari Algoritma, Teknologi, Komputasi, AI dan Seni

    “The Temptation of Ivory | AI-Generated Fashion Lookbook in 4K” #aiart #ailookbook #aimodel #ai

    “The Temptation of Ivory | AI-Generated Fashion Lookbook in 4K” #aiart #ailookbook #aimodel #ai

    New Evidence Shows MORE Donkey Kong Bananza Transformations Coming!?

    New Evidence Shows MORE Donkey Kong Bananza Transformations Coming!?

    Creating A 3 Minute Speed Collage On Freemix – Collage With Me

    Creating A 3 Minute Speed Collage On Freemix – Collage With Me

    How I'm Quietly Building My Escape (while working full-time)

    How I'm Quietly Building My Escape (while working full-time)

  • Tech Deals
    Pioneer Photo Albums Bund Top Loading Page Protectors with White Inserts, 12 by 12-Inch,…

    Pioneer Photo Albums Bund Top Loading Page Protectors with White Inserts, 12 by 12-Inch,…

    Lenovo Laptop Computer for Business & Home, Intel 10-Core i7-13620H (Beat Ultra 7 255U),…

    Lenovo Laptop Computer for Business & Home, Intel 10-Core i7-13620H (Beat Ultra 7 255U),…

    Dell Touchscreen Laptop Computer, Inspiron 15 for College Home Study and Business, Intel…

    Dell Touchscreen Laptop Computer, Inspiron 15 for College Home Study and Business, Intel…

    Canon PGI-250/ CLI-251 5 Color Amazon Pack

    Canon PGI-250/ CLI-251 5 Color Amazon Pack

    Apple iPad 9.7′ with WiFi, 32GB, Space Gray – MP2F2LL/A (Renewed)

    Apple iPad 9.7′ with WiFi, 32GB, Space Gray – MP2F2LL/A (Renewed)

    Acer Nitro 23.8″ Full HD 1920 x 1080 PC Gaming IPS Monitor | AMD FreeSync Premium |…

    Acer Nitro 23.8″ Full HD 1920 x 1080 PC Gaming IPS Monitor | AMD FreeSync Premium |…

    Wii Fit Plus (Renewed)

    Wii Fit Plus (Renewed)

    StarTech.com 2-Port Dual-Monitor DisplayPort 1.4 KVM Switch, 8K 60Hz / 4K 144Hz, 2X USB…

    StarTech.com 2-Port Dual-Monitor DisplayPort 1.4 KVM Switch, 8K 60Hz / 4K 144Hz, 2X USB…

    Seagate Nytro 3350 7.68TB 2.5″ SAS 12Gb/s Internal SSD

    Seagate Nytro 3350 7.68TB 2.5″ SAS 12Gb/s Internal SSD

  • 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
    WILDROAD Car Roof Cargo Basket Combo of Upgraded 64″x 39″x 4″ Roof Rack Cargo Basket…

    WILDROAD Car Roof Cargo Basket Combo of Upgraded 64″x 39″x 4″ Roof Rack Cargo Basket…

    Tesla Cybertruck Accessories Fingerprint Resistant Car Door Handles for 2024 Cyber Truck…

    Tesla Cybertruck Accessories Fingerprint Resistant Car Door Handles for 2024 Cyber Truck…

    Sunshade for Car Windshield,240T Thickened Windshield Sun Shade for Blocking 99%…

    Sunshade for Car Windshield,240T Thickened Windshield Sun Shade for Blocking 99%…

    Topfit for Tesla Model Y Trunk Mats Cargo Liner Waterproof Dog Car Seat Covers Protector…

    Topfit for Tesla Model Y Trunk Mats Cargo Liner Waterproof Dog Car Seat Covers Protector…

    3D Bug Remover – All Purpose Exterior Cleaner & Degreaser to Wipe Away Bugs on Plastic,…

    3D Bug Remover – All Purpose Exterior Cleaner & Degreaser to Wipe Away Bugs on Plastic,…

    Mixsuper Liner Car Cover for Tesla Cybertruck 2024-2026, 7 Layers Waterproof Car Cover…

    Mixsuper Liner Car Cover for Tesla Cybertruck 2024-2026, 7 Layers Waterproof Car Cover…

    YITAMOTOR Floor Mats Fit for Tesla New Model Y Juniper 2025 5-Seater (NOT for 7-Seat),…

    YITAMOTOR Floor Mats Fit for Tesla New Model Y Juniper 2025 5-Seater (NOT for 7-Seat),…

    Tesla (TSLA) releases Q2 2025 financing results: earnings down 23%

    Tesla (TSLA) releases Q2 2025 financing results: earnings down 23%

    MAIKER Center Console Cover, Upgraded Microfiber Leather Car Armrest Cover Compatible…

    MAIKER Center Console Cover, Upgraded Microfiber Leather Car Armrest Cover Compatible…

  • UFO
    Alienware 16 Area-51 Gaming Laptop – Ultra 9 275HX (24-Core, Up to 5.4GHz), GeForce RTX 5080, 16″ QHD+ 240Hz, 32GB DDR5, 1TB SSD, Backlit KB, 16GB GDDR7, Wins 11 Pro, Office License, w/DVD Drive

    Alienware 16 Area-51 Gaming Laptop – Ultra 9 275HX (24-Core, Up to 5.4GHz), GeForce RTX 5080, 16″ QHD+ 240Hz, 32GB DDR5, 1TB SSD, Backlit KB, 16GB GDDR7, Wins 11 Pro, Office License, w/DVD Drive

    Plan 9 From Outer Space

    Plan 9 From Outer Space

    Aliens Construct the 8th Wonder of the World | Ancient Aliens | #Shorts

    Aliens Construct the 8th Wonder of the World | Ancient Aliens | #Shorts

    SU WALKER – PSYCHIC, MEDICAL INTUITIVE, P'NTI / SASQUATCH CONTACTEE & ARTIST – Lon Strickler (Host)

    SU WALKER – PSYCHIC, MEDICAL INTUITIVE, P'NTI / SASQUATCH CONTACTEE & ARTIST – Lon Strickler (Host)

    NOOLA Hydration Backpack with 3L TPU Water Bladder, Tactical Molle Water Backpack for Men Women, Hydration Pack for Hiking, Biking, Running and Climbing

    NOOLA Hydration Backpack with 3L TPU Water Bladder, Tactical Molle Water Backpack for Men Women, Hydration Pack for Hiking, Biking, Running and Climbing

    Naughty Dog Cooking Up 2 New Games #naughtydog #playstation #intergalactic #gunchuckgaming

    Naughty Dog Cooking Up 2 New Games #naughtydog #playstation #intergalactic #gunchuckgaming

    Alien Neon Signs for Wall Decor, UFO Neon LED Signs Light for Man Cave, USB Dimmable Alien LED Light for Bar Party Birthday Christmas Gift (UFO Alien)

    Alien Neon Signs for Wall Decor, UFO Neon LED Signs Light for Man Cave, USB Dimmable Alien LED Light for Bar Party Birthday Christmas Gift (UFO Alien)

    ESA – ISRO Partnership #spaceexploration

    ESA – ISRO Partnership #spaceexploration

    UFO: The Continuing Enigma (Quest for the Unknown)

    UFO: The Continuing Enigma (Quest for the Unknown)

  • AI
    Artificial Intelligence

    Benefits of Using LiteLLM for Your LLM Apps

    Artificial Intelligence

    5 Fun Generative AI Projects for Absolute Beginners

    Artificial Intelligence

    Vibe Coding Something Useful with Repl.it

    Artificial Intelligence

    Use generative AI in Amazon Bedrock for enhanced recommendation generation in equipment…

    Artificial Intelligence

    The Lifecycle of Feature Engineering: From Raw Data to Model-Ready Inputs

    Artificial Intelligence

    Building End-to-End Data Pipelines: From Data Ingestion to Analysis

    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

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

  • Apple
    I’ve been testing macOS Tahoe for weeks, and these are the five features I can’t live without

    Apple’s public betas are here—and they’re nothing but trouble

    Apple Intelligence research papers on AI hallucinations

    Apple Intelligence research papers on AI hallucinations

    How to use Control Center in iOS 26

    How to use Control Center in iOS 26

    macOS Tahoe: Apps replaces Launchpad

    macOS Tahoe: Apps replaces Launchpad

    Apple updates App Store Guidelines to allow links to external payments

    Report: EU set to accept Apple’s latest App Store rules under the DMA

    $16.5B Apple tax windfall will pay for electricity and water projects

    $16.5B Apple tax windfall will pay for electricity and water projects

    iPadOS 26 beta 4 now available with latest iPad changes

    iPadOS 26 beta 4 now available with latest iPad changes

    9to5Mac Daily: July 24, 2025 – tvOS 26 features, more

    Apple beats iCloud storage appeal over ‘deceptive’ paid upgrades

    Apple beats iCloud storage appeal over ‘deceptive’ paid upgrades

  • ComputerWorld
    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    IT buyers are investing in AI PCs — with no clue how to use them

    IT buyers are investing in AI PCs — with no clue how to use them

    Apple wants to build a circular manufacturing economy

    Apple wants to build a circular manufacturing economy

    Trump gets aggressive with new US AI action plan

    Trump gets aggressive with new US AI action plan

    Clorox sues Cognizant for $380M over alleged helpdesk failures in cyberattack

    Clorox sues Cognizant for $380M over alleged helpdesk failures in cyberattack

    Kandji helps secure Apple enterprise with Vulnerability Response

    Kandji helps secure Apple enterprise with Vulnerability Response

    Alibaba rolls out new AI coding model Qwen3-Coder, says it’s their most powerful

    Alibaba rolls out new AI coding model Qwen3-Coder, says it’s their most powerful

    Microsoft will stop using Chinese workers on US DoD systems

    Microsoft will stop using Chinese workers on US DoD systems

    The first traces of GPT-5 have appeared

    The first traces of GPT-5 have appeared

  • Gaming
    FNaF Trailers

    FNaF Trailers

    REDRAGON S101 GAMING KEYBOARD

    Asus’ RTX 5070 Ti-equipped ROG Zephyrus G14 gaming laptop is $350 off

    Rivermouth Cave Walkthrough: All NPC, All Bosses, Secrets, All Items Elden Ring Playthrough

    Rivermouth Cave Walkthrough: All NPC, All Bosses, Secrets, All Items Elden Ring Playthrough

    Elden Ring Build: Grafted Blade Greatsword [NG+]

    Elden Ring Build: Grafted Blade Greatsword [NG+]

    Analisando o  trailer do filme D&D: Honra entre Rebeldes

    Analisando o trailer do filme D&D: Honra entre Rebeldes

    The Legend of Zelda: Breath of the Wild Walkthrough Gameplay – Nintendo E3 2016 HD – Part 9

    The Legend of Zelda: Breath of the Wild Walkthrough Gameplay – Nintendo E3 2016 HD – Part 9

    BOTW – A Speculative Project – Walkthrough 55, pt. 9

    BOTW – A Speculative Project – Walkthrough 55, pt. 9

    Black Myth Wukong – 10 Of the Best Armor Sets You Don't Want To Miss in the Early & End Game!

    Black Myth Wukong – 10 Of the Best Armor Sets You Don't Want To Miss in the Early & End Game!

    Negative Baldurs Gate 3 Reviews

    Negative Baldurs Gate 3 Reviews

  • 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
    Character Illustration with Texture in Affinity Designer – Digital Drawing

    Character Illustration with Texture in Affinity Designer – Digital Drawing

    Studio INI's interactive installation for Design You Can Feel will “move with your movement”

    Studio INI's interactive installation for Design You Can Feel will “move with your movement”

    Heidrun Rathgeb "I Watch the Mountains Changing Colour" @ Sea View, Los Angeles

    Heidrun Rathgeb "I Watch the Mountains Changing Colour" @ Sea View, Los Angeles

    [Download] Intuitive 3D Modeling | Abstract Sculpture |  Feathers | DANA KRYSTLE

    [Download] Intuitive 3D Modeling | Abstract Sculpture | Feathers | DANA KRYSTLE

    Generative Art: Keajaiban Dari Algoritma, Teknologi, Komputasi, AI dan Seni

    Generative Art: Keajaiban Dari Algoritma, Teknologi, Komputasi, AI dan Seni

    “The Temptation of Ivory | AI-Generated Fashion Lookbook in 4K” #aiart #ailookbook #aimodel #ai

    “The Temptation of Ivory | AI-Generated Fashion Lookbook in 4K” #aiart #ailookbook #aimodel #ai

    New Evidence Shows MORE Donkey Kong Bananza Transformations Coming!?

    New Evidence Shows MORE Donkey Kong Bananza Transformations Coming!?

    Creating A 3 Minute Speed Collage On Freemix – Collage With Me

    Creating A 3 Minute Speed Collage On Freemix – Collage With Me

    How I'm Quietly Building My Escape (while working full-time)

    How I'm Quietly Building My Escape (while working full-time)

  • Tech Deals
    Pioneer Photo Albums Bund Top Loading Page Protectors with White Inserts, 12 by 12-Inch,…

    Pioneer Photo Albums Bund Top Loading Page Protectors with White Inserts, 12 by 12-Inch,…

    Lenovo Laptop Computer for Business & Home, Intel 10-Core i7-13620H (Beat Ultra 7 255U),…

    Lenovo Laptop Computer for Business & Home, Intel 10-Core i7-13620H (Beat Ultra 7 255U),…

    Dell Touchscreen Laptop Computer, Inspiron 15 for College Home Study and Business, Intel…

    Dell Touchscreen Laptop Computer, Inspiron 15 for College Home Study and Business, Intel…

    Canon PGI-250/ CLI-251 5 Color Amazon Pack

    Canon PGI-250/ CLI-251 5 Color Amazon Pack

    Apple iPad 9.7′ with WiFi, 32GB, Space Gray – MP2F2LL/A (Renewed)

    Apple iPad 9.7′ with WiFi, 32GB, Space Gray – MP2F2LL/A (Renewed)

    Acer Nitro 23.8″ Full HD 1920 x 1080 PC Gaming IPS Monitor | AMD FreeSync Premium |…

    Acer Nitro 23.8″ Full HD 1920 x 1080 PC Gaming IPS Monitor | AMD FreeSync Premium |…

    Wii Fit Plus (Renewed)

    Wii Fit Plus (Renewed)

    StarTech.com 2-Port Dual-Monitor DisplayPort 1.4 KVM Switch, 8K 60Hz / 4K 144Hz, 2X USB…

    StarTech.com 2-Port Dual-Monitor DisplayPort 1.4 KVM Switch, 8K 60Hz / 4K 144Hz, 2X USB…

    Seagate Nytro 3350 7.68TB 2.5″ SAS 12Gb/s Internal SSD

    Seagate Nytro 3350 7.68TB 2.5″ SAS 12Gb/s Internal SSD

  • 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
    WILDROAD Car Roof Cargo Basket Combo of Upgraded 64″x 39″x 4″ Roof Rack Cargo Basket…

    WILDROAD Car Roof Cargo Basket Combo of Upgraded 64″x 39″x 4″ Roof Rack Cargo Basket…

    Tesla Cybertruck Accessories Fingerprint Resistant Car Door Handles for 2024 Cyber Truck…

    Tesla Cybertruck Accessories Fingerprint Resistant Car Door Handles for 2024 Cyber Truck…

    Sunshade for Car Windshield,240T Thickened Windshield Sun Shade for Blocking 99%…

    Sunshade for Car Windshield,240T Thickened Windshield Sun Shade for Blocking 99%…

    Topfit for Tesla Model Y Trunk Mats Cargo Liner Waterproof Dog Car Seat Covers Protector…

    Topfit for Tesla Model Y Trunk Mats Cargo Liner Waterproof Dog Car Seat Covers Protector…

    3D Bug Remover – All Purpose Exterior Cleaner & Degreaser to Wipe Away Bugs on Plastic,…

    3D Bug Remover – All Purpose Exterior Cleaner & Degreaser to Wipe Away Bugs on Plastic,…

    Mixsuper Liner Car Cover for Tesla Cybertruck 2024-2026, 7 Layers Waterproof Car Cover…

    Mixsuper Liner Car Cover for Tesla Cybertruck 2024-2026, 7 Layers Waterproof Car Cover…

    YITAMOTOR Floor Mats Fit for Tesla New Model Y Juniper 2025 5-Seater (NOT for 7-Seat),…

    YITAMOTOR Floor Mats Fit for Tesla New Model Y Juniper 2025 5-Seater (NOT for 7-Seat),…

    Tesla (TSLA) releases Q2 2025 financing results: earnings down 23%

    Tesla (TSLA) releases Q2 2025 financing results: earnings down 23%

    MAIKER Center Console Cover, Upgraded Microfiber Leather Car Armrest Cover Compatible…

    MAIKER Center Console Cover, Upgraded Microfiber Leather Car Armrest Cover Compatible…

  • UFO
    Alienware 16 Area-51 Gaming Laptop – Ultra 9 275HX (24-Core, Up to 5.4GHz), GeForce RTX 5080, 16″ QHD+ 240Hz, 32GB DDR5, 1TB SSD, Backlit KB, 16GB GDDR7, Wins 11 Pro, Office License, w/DVD Drive

    Alienware 16 Area-51 Gaming Laptop – Ultra 9 275HX (24-Core, Up to 5.4GHz), GeForce RTX 5080, 16″ QHD+ 240Hz, 32GB DDR5, 1TB SSD, Backlit KB, 16GB GDDR7, Wins 11 Pro, Office License, w/DVD Drive

    Plan 9 From Outer Space

    Plan 9 From Outer Space

    Aliens Construct the 8th Wonder of the World | Ancient Aliens | #Shorts

    Aliens Construct the 8th Wonder of the World | Ancient Aliens | #Shorts

    SU WALKER – PSYCHIC, MEDICAL INTUITIVE, P'NTI / SASQUATCH CONTACTEE & ARTIST – Lon Strickler (Host)

    SU WALKER – PSYCHIC, MEDICAL INTUITIVE, P'NTI / SASQUATCH CONTACTEE & ARTIST – Lon Strickler (Host)

    NOOLA Hydration Backpack with 3L TPU Water Bladder, Tactical Molle Water Backpack for Men Women, Hydration Pack for Hiking, Biking, Running and Climbing

    NOOLA Hydration Backpack with 3L TPU Water Bladder, Tactical Molle Water Backpack for Men Women, Hydration Pack for Hiking, Biking, Running and Climbing

    Naughty Dog Cooking Up 2 New Games #naughtydog #playstation #intergalactic #gunchuckgaming

    Naughty Dog Cooking Up 2 New Games #naughtydog #playstation #intergalactic #gunchuckgaming

    Alien Neon Signs for Wall Decor, UFO Neon LED Signs Light for Man Cave, USB Dimmable Alien LED Light for Bar Party Birthday Christmas Gift (UFO Alien)

    Alien Neon Signs for Wall Decor, UFO Neon LED Signs Light for Man Cave, USB Dimmable Alien LED Light for Bar Party Birthday Christmas Gift (UFO Alien)

    ESA – ISRO Partnership #spaceexploration

    ESA – ISRO Partnership #spaceexploration

    UFO: The Continuing Enigma (Quest for the Unknown)

    UFO: The Continuing Enigma (Quest for the Unknown)

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Home Crypto News

Why Plugging OpenAI into DeFi Isn’t Enough

Crypto News by Crypto News
July 1, 2025
in Crypto News
Reading Time: 9 mins read
150
A A
0

Olga Primakova
2025-07-01 11:38:00
cryptonews.com

Features writer

Olga Primakova

Features writer

Olga Primakova

About Author

Olga started writing about cryptocurrency and finance in 2021.

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Fact Checked by

Elena Bozhkova

Features Lead

Elena Bozhkova

About Author

Elena is the Features Lead at Cryptonews.com. With a Master’s degree in science journalism from City University, London, she is passionate about exploring complex topics in the world of technology.

Last updated: 

July 1, 2025



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Key Takeaways:

  • Plugging OpenAI into DeFi doesn’t decentralize AI — it just adds another interface layer.
  • True on-chain AI needs data attribution, transparent governance, and verifiable agent actions.
  • Early adoption will focus on wallet bots and trading assistants, while deeper infrastructure integrations remain years away.

Everyone’s talking about OpenAI and DeFi, but plugging it into a smart contract doesn’t mean we’ve created real on-chain intelligence. It sounds impressive on a pitch deck. But what if crypto AI needs more than just an OpenAI plugin to actually change how decentralized systems work?

Ram Kumar, Core Contributor at OpenLedger, explained in an interview with Cyptonews why true on-chain AI requires much deeper integration, including data attribution and model governance.

Beyond OpenAI Plugins: Why On-Chain Intelligence Matters

Most crypto AI projects today market themselves as “OpenAI + DeFi” integrations by connecting external models to smart contracts. But Ram Kumar told Cryptonews that this barely scratches the surface:

Most ‘AI + DeFi’ projects stop at connecting external models to smart contracts… Without verifiable data attribution, transparent model governance, and on-chain coordination of model evolution, these integrations are little more than interface layers.

He points out that even powerful models like OpenAI rely entirely on their training data, yet data contributors are rarely recognized or incentivized:

These critiques cut to the core of crypto AI hype. Simply plugging an OpenAI model into a smart contract doesn’t decentralize intelligence. It keeps systems reliant on opaque, off-chain processes. True on-chain AI requires data attribution, governance mechanisms, and agent coordination built directly into blockchain infrastructure. This vision shifts data from a passive resource to an active, rewarded asset class.

Attribution allows us to measure the influence of each dataset on model behavior, creating accountability and fairness across the entire AI pipeline.

Our model type data, based on CoinGecko and white papers of projects, shows that fully open-source AI remains rare even among leading projects, with most using hybrid structures that integrate external models like OpenAI while keeping critical components off-chain.

From OpenAI Plugins to Active Agents

AI agents aren’t just about automating tasks anymore. Kumar envisions them as active DAO participants:

AI agents can transition from passive automation tools to active participants… proposing ideas, evaluating decisions, and negotiating outcomes.

However, he warns that their actions must be fully auditable and backed by transparent datasets to maintain accountability.

Verifiability will also be critical for cross-protocol integration. He added: “It allows these agents to operate with clear provenance, where their outputs can be traced back to the data and logic that informed them.”

If AI agents start proposing or negotiating DAO decisions, transparency becomes essential. Without it, DAOs risk introducing opaque decision-making that contradicts decentralization. In crypto’s trust-minimized environment, agent outputs must remain traceable to avoid black-box risks within financial or governance protocols.

What Could Go Wrong

Kumar expects deeper adoption to eventually reach infrastructure-level applications:

Deeper adoption will extend into infrastructure-level use cases, such as validators optimizing resource allocation, protocols using AI for governance execution, and decentralized training systems coordinating directly on-chain.

Still, he warns that opaque models making unaccountable decisions pose the biggest risk:

Without proper attribution, economic value can concentrate unfairly while contributors remain invisible.

Flawed AI outputs could trigger unexpected financial losses in DeFi or trading. Regulators may scrutinize AI systems that can’t prove how decisions are made or where data comes from. Reputationally, projects lacking contributor recognition or transparent governance risk eroding trust in decentralization itself.

Token utility data shows that while AI project market caps remain high, many tokens are limited to governance or payment roles instead of powering decentralized AI models and compute.

While AI tokens are surging, Kumar questions their real function:

Tokens only make sense when they serve a fundamental role in coordinating decentralized systems… If a token exists solely for speculative value or gated access, it does little to advance decentralized AI.

Investors may need to ask whether an AI token does more than provide pay-to-use access. Sustainable decentralized AI will require incentives for data contributors, compute providers, and model governance to align within one cohesive ecosystem.

Opportunities: Where Crypto AI Shows Real Utility

Crypto AI agents are already showing promise in areas like DeFi automation, DAO proposal analysis, on-chain research, and cybersecurity. Kumar highlights early examples:

Morpheus is building Solidity models for developing smart contracts and dApps. Ambiosis is developing environmental intelligence agents using verified climate data. We are also collaborating with teams working on Web3 intelligence and cybersecurity agents, all anchored to verifiable data attribution.

Transparency is the common thread. Agents handling funds or governance decisions must remain auditable to avoid systemic risks. Early adoption will come from wallet bots and trading assistants, while protocol-level integrations will take longer due to technical and regulatory hurdles, according to Kumar:

Initial adoption will likely emerge from user-facing tools where immediate value is easy to demonstrate, such as trading bots, research assistants, and wallet agents.


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