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Saturday, July 12, 2025
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  • AI
    Artificial Intelligence

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

    Artificial Intelligence

    Overcoming Vocabulary Constraints with Pixel-level Fallback

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

  • Apple
    The best displays to pair with your new Mac

    The best displays to pair with your new Mac

    New ‘HomePad’ product gets fresh launch timing update

    New ‘HomePad’ product gets fresh launch timing update

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

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

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

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

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

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

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

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

    Fresh leak confirms new iPhone 17 and iPhone 17 Air colors

    Fresh leak confirms new iPhone 17 and iPhone 17 Air colors

    Apple reviving its discontinued AirPort router has never looked more likely

    Apple’s AirPort products are now ‘obsolete,’ with one exception

  • ComputerWorld
    AI coding tools can slow down seasoned developers by 19%

    AI coding tools can slow down seasoned developers by 19%

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

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

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

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

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

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

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

    A magically minimalist Android makeover – Computerworld

    A magically minimalist Android makeover – Computerworld

    From conversation to task completion – Computerworld

    From conversation to task completion – Computerworld

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

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

    Using OneDrive for Web – Computerworld

    Using OneDrive for Web – Computerworld

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

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

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

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

    Ocarina of Time Walkthrough Let's Play – Part 3

    Ocarina of Time Walkthrough Let's Play – Part 3

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

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

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

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

    Zelda Ocarina of Time 3D 100% Walkthrough – Part 72/78 – Gerudo Training Ground Part 1 (Commentary)

    Zelda Ocarina of Time 3D 100% Walkthrough – Part 72/78 – Gerudo Training Ground Part 1 (Commentary)

    Capcom celebrates the first anniversary of Kunitsu-Gami: Path of the Goddess by ripping out its Denuvo DRM

    Capcom celebrates the first anniversary of Kunitsu-Gami: Path of the Goddess by ripping out its Denuvo DRM

    The Legend of Zelda: Breath of the Wild – Daka Tuss Shrine Walkthrough

    The Legend of Zelda: Breath of the Wild – Daka Tuss Shrine Walkthrough

    30 MORE Things You STILL Didn't Know In Zelda Breath Of The Wild

    30 MORE Things You STILL Didn't Know In Zelda Breath Of The Wild

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

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

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

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

    Northern Lights Aurora Night Sky Vector Art Tutorial Affinity Designer V2

    Northern Lights Aurora Night Sky Vector Art Tutorial Affinity Designer V2

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

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    GIGANOTOSSAURO (Desenhando com Thiago)

    GIGANOTOSSAURO (Desenhando com Thiago)

    Artist Spotlight: Nina Molloy

    Artist Spotlight: Nina Molloy

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

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

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

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

    Pixel art is here

    Pixel art is here

  • Tech Deals
    Hitachi 322898 Side Handle C10FCE2 C10FCH2 Replacement Part

    Hitachi 322898 Side Handle C10FCE2 C10FCH2 Replacement Part

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

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

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

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

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    Asrock B650MProRSWiFi Mb Asrockb650m Pro Rs WiFi R

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    RK ROYAL KLUDGE S108 Typewriter Keyboard, Retro Mechanical Gaming Keyboard Wired 108…

    RK ROYAL KLUDGE S108 Typewriter Keyboard, Retro Mechanical Gaming Keyboard Wired 108…

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    GTRACING Gaming Chair with Speakers Bluetooth Music Video Game Chair Audio Ergonomic…

  • 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

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

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

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

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

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  • UFO
    Dissecting 9/11 Conspiracy Theories – First Tuesday Lecture

    Dissecting 9/11 Conspiracy Theories – First Tuesday Lecture

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

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

    AI This Week Unidentified Flying Object

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

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    Roswell New Mexico UFO Vintage Retro T T-Shirt

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    Top 5 Sky Phenomena That Look Totally Broken

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    New “Metallic Sphere UFO” videos in Buga Colombia

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    Marilyn Monroe, JFK, and the Alien Conspiracy You’ve Never Heard Of

    Marilyn Monroe, JFK, and the Alien Conspiracy You’ve Never Heard Of

  • AI
    Artificial Intelligence

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

    Artificial Intelligence

    Overcoming Vocabulary Constraints with Pixel-level Fallback

    Artificial Intelligence

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

    Artificial Intelligence

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    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

  • Apple
    The best displays to pair with your new Mac

    The best displays to pair with your new Mac

    New ‘HomePad’ product gets fresh launch timing update

    New ‘HomePad’ product gets fresh launch timing update

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

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

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

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

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

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

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

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

    Fresh leak confirms new iPhone 17 and iPhone 17 Air colors

    Fresh leak confirms new iPhone 17 and iPhone 17 Air colors

    Apple reviving its discontinued AirPort router has never looked more likely

    Apple’s AirPort products are now ‘obsolete,’ with one exception

  • ComputerWorld
    AI coding tools can slow down seasoned developers by 19%

    AI coding tools can slow down seasoned developers by 19%

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

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

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

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

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

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

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

    A magically minimalist Android makeover – Computerworld

    A magically minimalist Android makeover – Computerworld

    From conversation to task completion – Computerworld

    From conversation to task completion – Computerworld

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

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

    Using OneDrive for Web – Computerworld

    Using OneDrive for Web – Computerworld

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

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

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

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

    Ocarina of Time Walkthrough Let's Play – Part 3

    Ocarina of Time Walkthrough Let's Play – Part 3

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

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

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

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

    Zelda Ocarina of Time 3D 100% Walkthrough – Part 72/78 – Gerudo Training Ground Part 1 (Commentary)

    Zelda Ocarina of Time 3D 100% Walkthrough – Part 72/78 – Gerudo Training Ground Part 1 (Commentary)

    Capcom celebrates the first anniversary of Kunitsu-Gami: Path of the Goddess by ripping out its Denuvo DRM

    Capcom celebrates the first anniversary of Kunitsu-Gami: Path of the Goddess by ripping out its Denuvo DRM

    The Legend of Zelda: Breath of the Wild – Daka Tuss Shrine Walkthrough

    The Legend of Zelda: Breath of the Wild – Daka Tuss Shrine Walkthrough

    30 MORE Things You STILL Didn't Know In Zelda Breath Of The Wild

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

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

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

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

    Northern Lights Aurora Night Sky Vector Art Tutorial Affinity Designer V2

    Northern Lights Aurora Night Sky Vector Art Tutorial Affinity Designer V2

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

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

    GIGANOTOSSAURO (Desenhando com Thiago)

    GIGANOTOSSAURO (Desenhando com Thiago)

    Artist Spotlight: Nina Molloy

    Artist Spotlight: Nina Molloy

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

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

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

    Pixel art is here

    Pixel art is here

  • Tech Deals
    Hitachi 322898 Side Handle C10FCE2 C10FCH2 Replacement Part

    Hitachi 322898 Side Handle C10FCE2 C10FCH2 Replacement Part

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

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

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

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

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

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

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

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    Asrock B650MProRSWiFi Mb Asrockb650m Pro Rs WiFi R

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    RK ROYAL KLUDGE S108 Typewriter Keyboard, Retro Mechanical Gaming Keyboard Wired 108…

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    GTRACING Gaming Chair with Speakers Bluetooth Music Video Game Chair Audio Ergonomic…

  • 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

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    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

    Peanut Butter Banana Mug Muffin: 5-Minute Protein Snack

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  • Tesla
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  • UFO
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    Dissecting 9/11 Conspiracy Theories – First Tuesday Lecture

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

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    Marilyn Monroe, JFK, and the Alien Conspiracy You’ve Never Heard Of

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Techcratic
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Home Hacker News

crypto theft • The Register

Hacker News by Hacker News
July 10, 2025
in Hacker News
Reading Time: 10 mins read
125
A A
0

2025-07-10 07:10:00
www.theregister.com

Using AI models to generate exploits for cryptocurrency contract flaws appears to be a promising business model, though not necessarily a legal one.

Researchers with University College London (UCL) and the University of Sydney (USYD) in Australia have devised an AI agent that can autonomously discover and exploit vulnerabilities in so-called smart contracts.

Smart contracts, which have never lived up to their name, are self-executing programs on various blockchains that carry out decentralized finance (DeFi) transactions when certain conditions are met.

A system like A1 can turn a profit

Like most programs of sufficient complexity, smart contracts have bugs, and exploiting those bugs to steal funds can be remunerative. Last year, the cryptocurrency industry lost almost $1.5 billion to hacking attacks, according to Web3 security platform vendor Immunefi [PDF]. Since 2017, crims have pilfered around $11.74 billion from DeFi platforms.

And it looks like AI agents can make taking those funds even easier.

Arthur Gervais, associate professor in information security at UCL, and Liyi Zhou, a lecturer in computer science at USYD, have developed an AI agent system called A1 that uses various AI models from OpenAI, Google, DeepSeek, and Alibaba (Qwen) to develop exploits for Solidity smart contracts.

They describe the system in a preprint paper titled, “AI Agent Smart Contract Exploit Generation.”

Given a set of target parameters – the blockchain, contract address, and block number – the agent chooses tools and collects information to understand the contract’s behavior and vulnerabilities. It then generates exploits in the form of compilable Solidity contracts, which it tests against historical blockchain states.

If prompted to fund vulnerabilities in code, LLMs can find bugs – but they often invent phantom flaws in such numbers that open source projects like curl have banned the submission of AI-generated vulnerability reports.

So the A1 agent system consists of a set of tools to make its exploits more reliable. These include: a source coding fetcher that can resolve proxy contracts, and individual tools for initializing parameters, reading contact functions, sanitizing code, testing code execution, and calculating revenue.

“A1 performs full exploit generation,” Zhou told The Register in an email. “This is important. This is unlike other LLM security tools. The output is not just a report, but actual executable code. A1 is really close to a human hacker.”

Tested on 36 real-world vulnerable contracts on the Ethereum and Binance Smart Chain blockchains, A1 demonstrated a 62.96 percent (17 out of 27) success rate on the VERITE benchmark.

According to the authors, A1 also spotted nine additional vulnerable contracts, five of which occurred after the training cutoff of the best performing model, OpenAI’s o3-pro. That’s relevant because it indicates that the model isn’t just regurgitating vulnerability information made available during training.

“Across all 26 successful cases, A1 extracts up to 8.59 million USD per case and 9.33 million USD total,” the paper reports. “Through 432 experiments across six LLMs, we analyze iteration-wise performance showing diminishing returns with average marginal gains of +9.7 percent, +3.7 percent, +5.1 percent, and +2.8 percent for iterations 2-5 respectively, with per-experiment costs ranging $0.01−$3.59.”

The researchers tested A1 with various LLMs: o3-pro (OpenAI o3-pro, o3-pro-2025-06-10), o3 (OpenAI o3, o3-2025-04-16), Gemini Pro (Google Gemini 2.5 Pro Preview, gemini-2.5-pro), Gemini Flash (Google Gemini 2.5 Flash Preview 05-20:thinking, gemini-2.5-flash-preview-04-17), R1 (DeepSeek R1-0528), and Qwen3 MoE (Qwen3-235B-A22B).

OpenAI’s o3-pro and o3 had the highest success rates, 88.5 percent and 73.1 percent respectively, given a five-turn budget for the model to interact with itself in the agent loop. And the o3 models did so while maintaining high revenue optimization, getting 69.2 percent and 65.4 percent of the maximum revenue from the exploited contracts.

Exploits of this sort can also be identified using manual code analysis alongside static and dynamic fuzzing tools. But the authors observe that manual methods have limits, due to the volume and complexity of smart contracts, the slowness and scarcity of human security experts, and the high false positive rates of existing automated tools.

In theory, A1 could be deployed and earn more from exploits than it costs to operate, assuming law enforcement did not step in.

“A system like A1 can turn a profit,” Zhou explained. “To give a concrete example [from the paper], Figure 5 shows that o3-pro remains profitable even if only 1 out of every 1000 scans leads to a real vulnerability – as long as that vulnerability was introduced in the last 30 days.”

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Zhou said that the time window matters because researchers are more likely to have found older vulnerabilities and users may have patched them.

“Finding such fresh bugs is not easy, but it’s possible, especially at scale. Once a few valuable exploits are discovered, they can easily pay for the cost of running thousands of scans. And as AI models continue to improve, we expect both the chance of finding these vulnerabilities and the range of contracts covered to increase — making the system even more effective over time.”

Asked whether A1 has spotted any zero-day vulnerabilities in the wild, Zhou replied, “No zero-days for this paper (yet).”

The paper concludes by warning about the 10x asymmetry between the rewards of attacking compared to the rewards of defending – if the attackers use AI tools and defenders use traditional tools. Essentially, the authors are arguing that either bug bounty payouts need to approach exploit value, or the cost of defensive scanning has to drop by an order of magnitude.

“Finding one vulnerability requires approximately 1,000 scans, costing $3,000,” the paper states. “A $100k exploit would fund 33k future scans for an attacker, while a defender’s $10k bounty only covers 3.3k. This order of magnitude difference in reinvestment capability leads to diverging scanning capacities.”

The risk of imprisonment may shift calculations somewhat. But given the current regulatory climate in the US and an estimated cybercrime enforcement rate of 0.05 percent, it would be a small risk adjustment.

Zhou argues that the cost gap between attacking and defending represents a serious challenge.

“My recommendation is that project teams should use tools like A1 themselves to continuously monitor their own protocol, rather than waiting for third parties to find issues,” he said. “The utility for project teams and attackers is the entire TVL [Total Value Locked of the smart contract], while whitehat rewards are often capped at 10 percent.”

“That asymmetry makes it hard to compete without proactive security. If you rely on third-party teams, you’re essentially trusting that they’ll act in good faith and stay within the 10 percent bounty — which, from a security perspective, is a very strange assumption. I typically assume all players are financially rational when modeling security problems.”

The researchers in the July 8 draft of their paper indicated that they were planning to release A1 as open source code. But Zhou said otherwise when asked about source code availability.

“We’ve removed the mention of open source (arXiv will show tomorrow) as we’re not yet sure whether it’s the right move, given how powerful A1 is and the above concerns,” he said. ®

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