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Sunday, July 13, 2025
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  • 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

    Artificial Intelligence

    Overcoming Vocabulary Constraints with Pixel-level Fallback

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

  • Apple
    iPhone 17e is reportedly launching next year, here’s what we know so far

    iPhone 17e is reportedly launching next year, here’s what we know so far

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

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

    The best displays to pair with your new Mac

    The best displays to pair with your new Mac

    New ‘HomePad’ product gets fresh launch timing update

    New ‘HomePad’ product gets fresh launch timing update

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

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

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

    Leaker teases Dynamic Island’s ‘significant evolution’ ahead

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

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

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

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

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

  • ComputerWorld
    Apple’s done innovating? Be serious – Computerworld

    Apple’s done innovating? Be serious – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    AI coding tools can slow down seasoned developers by 19%

    AI coding tools can slow down seasoned developers by 19%

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

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

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

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

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

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

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

    A magically minimalist Android makeover – Computerworld

    A magically minimalist Android makeover – Computerworld

    From conversation to task completion – Computerworld

    From conversation to task completion – Computerworld

  • Gaming
    Assassin’s Creed 3 @Gamescom – Naval Battles & Dynamic Environments

    Assassin’s Creed 3 @Gamescom – Naval Battles & Dynamic Environments

    DONKEY KONG THROWING HANDS! | The Super Mario Bros. Movie Trailer 2 REACTION!

    DONKEY KONG THROWING HANDS! | The Super Mario Bros. Movie Trailer 2 REACTION!

    Hogwarts Legacy Last-Gen – PS4/PS4 Pro/Xbox One/One X – DF Tech Review

    Hogwarts Legacy Last-Gen – PS4/PS4 Pro/Xbox One/One X – DF Tech Review

    Hello Neighbor 3 – Prototype 1 | Full Game Walkthrough

    Hello Neighbor 3 – Prototype 1 | Full Game Walkthrough

    Is This A True Indian AAA Game? | The Age Of Bhaarat By Amitabh Bachchan & Ex-Ubisoft | Release Dat

    Is This A True Indian AAA Game? | The Age Of Bhaarat By Amitabh Bachchan & Ex-Ubisoft | Release Dat

    Brainrot Italian Anomoli vs Super Monster Car, Merge Battle, Walkthrough Gameplay – Tung Tung Shaur

    Brainrot Italian Anomoli vs Super Monster Car, Merge Battle, Walkthrough Gameplay – Tung Tung Shaur

    SpongeBob SquarePants: The Patrick Star Game Review

    SpongeBob SquarePants: The Patrick Star Game Review

    Steambox Interview

    Steambox Interview

    Two Point Museum’s latest update lets you manage a museum atop a massive mountain, and allows all players a taste of its upcoming fantasy-themed DLC

    Two Point Museum’s latest update lets you manage a museum atop a massive mountain, and allows all players a taste of its upcoming fantasy-themed DLC

  • 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
    COMO DIBUJAR UN TULIPAN –  FLOR KAWAII en PIXEL ART – PIXELADOS

    COMO DIBUJAR UN TULIPAN – FLOR KAWAII en PIXEL ART – PIXELADOS

    TOUCHDESIGNER Tutorial – Generative Art / 04

    TOUCHDESIGNER Tutorial – Generative Art / 04

    Embryom Chronicles | The Shattered Archipelago AI art, Cinematic,intelligenza artificiale,

    Embryom Chronicles | The Shattered Archipelago AI art, Cinematic,intelligenza artificiale,

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    Popcross Studios community redraw

    The BEST Way to Make a Digital Collage

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    Best Laptop For Graphic Design 2024 – Top 5 Picks For Graphic Designers!

    Best Laptop For Graphic Design 2024 – Top 5 Picks For Graphic Designers!

    Meet the engineer who invented an AI-powered way to restore art

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    How to Paint a Mystical Eye | No Talking Digital Art

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

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

  • Tech Deals
    Vantec M.2 NVMe PCIe x4 Low Profile Adapter with 110 Length Support (UGT-M2PC130), Black

    Vantec M.2 NVMe PCIe x4 Low Profile Adapter with 110 Length Support (UGT-M2PC130), Black

    Seagate (STGD2000100) Game Drive for PS4 Systems 2TB External Hard Drive Portable HDD…

    Seagate (STGD2000100) Game Drive for PS4 Systems 2TB External Hard Drive Portable HDD…

    SanDisk Ultra 32GB SDHC Class 10 UHS-1 48MB/s Memory Card

    SanDisk Ultra 32GB SDHC Class 10 UHS-1 48MB/s Memory Card

    Pioneer DJ DM-40D 4-inch Desktop Active Monitor Speaker – Black

    Pioneer DJ DM-40D 4-inch Desktop Active Monitor Speaker – Black

    Padarsey New DC Power Jack Harness Compatible for Dell Inspiron 11 3000 Series 3148…

    Padarsey New DC Power Jack Harness Compatible for Dell Inspiron 11 3000 Series 3148…

    Lexar Professional 1800x SDXC UHS-II Card Gold Series 128GB – (2-Pack)

    Lexar Professional 1800x SDXC UHS-II Card Gold Series 128GB – (2-Pack)

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

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

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

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

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

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

  • 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
    Truck Bed Divider Cybertruck Accessories Cargo Divider Aluminum Molle Panels Enhanced…

    Truck Bed Divider Cybertruck Accessories Cargo Divider Aluminum Molle Panels Enhanced…

    JOYTUTUS Center Console Cover Compatible with 2013-2025 Ram 1500 2500 3500, Neoprene Arm…

    JOYTUTUS Center Console Cover Compatible with 2013-2025 Ram 1500 2500 3500, Neoprene Arm…

    Dash Cam Front and Rear, 4K Dash Camera for Cars,3 Channel Car Camera with IR Night…

    Dash Cam Front and Rear, 4K Dash Camera for Cars,3 Channel Car Camera with IR Night…

    3D MAXpider Custom Fit Kagu Cargo Liner (Black) Compatible with Tesla Model 3 2018-2021…

    3D MAXpider Custom Fit Kagu Cargo Liner (Black) Compatible with Tesla Model 3 2018-2021…

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

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

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

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

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

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

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

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

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

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  • UFO
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    Cat UFO Meme – Funny Cat Selfie with UFOs T-Shirt

    UFOTV Presents: Out of the Blue: The Definitive Investigation on the UFO Phenomenon

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    BBTO 3 Pcs Alien Inflates Inflatable Jumbo Alien Blow up Toy for Party Decorations, Halloween, Birthday, Theme Party(35 Inch,Green)

    BBTO 3 Pcs Alien Inflates Inflatable Jumbo Alien Blow up Toy for Party Decorations, Halloween, Birthday, Theme Party(35 Inch,Green)

    Contactee, Terry Lovelace

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    GPS Drone with Camera Adults, 4.5 Inch LCD Screen RC, 32G SD Card with Professional GPS, FPV Drone with Auto Return Follow Me for Beginner, Brushless Drones Follow Me Long Range, Handbag under 249g

    GPS Drone with Camera Adults, 4.5 Inch LCD Screen RC, 32G SD Card with Professional GPS, FPV Drone with Auto Return Follow Me for Beginner, Brushless Drones Follow Me Long Range, Handbag under 249g

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    dorcci x intergalactic

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    UFOs & Alien Abductions: 100 Chilling Accounts

  • 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

    Artificial Intelligence

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    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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    Artificial Intelligence

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

  • Apple
    iPhone 17e is reportedly launching next year, here’s what we know so far

    iPhone 17e is reportedly launching next year, here’s what we know so far

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

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

    The best displays to pair with your new Mac

    The best displays to pair with your new Mac

    New ‘HomePad’ product gets fresh launch timing update

    New ‘HomePad’ product gets fresh launch timing update

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    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

  • ComputerWorld
    Apple’s done innovating? Be serious – Computerworld

    Apple’s done innovating? Be serious – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    For July, a ‘big, broad’ Patch Tuesday release – Computerworld

    AI coding tools can slow down seasoned developers by 19%

    AI coding tools can slow down seasoned developers by 19%

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

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

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

    Tariff uncertainty hits US PC shipments in Q2 – Computerworld

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

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

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

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

    A magically minimalist Android makeover – Computerworld

    A magically minimalist Android makeover – Computerworld

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    From conversation to task completion – Computerworld

  • Gaming
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    Assassin’s Creed 3 @Gamescom – Naval Battles & Dynamic Environments

    DONKEY KONG THROWING HANDS! | The Super Mario Bros. Movie Trailer 2 REACTION!

    DONKEY KONG THROWING HANDS! | The Super Mario Bros. Movie Trailer 2 REACTION!

    Hogwarts Legacy Last-Gen – PS4/PS4 Pro/Xbox One/One X – DF Tech Review

    Hogwarts Legacy Last-Gen – PS4/PS4 Pro/Xbox One/One X – DF Tech Review

    Hello Neighbor 3 – Prototype 1 | Full Game Walkthrough

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    Is This A True Indian AAA Game? | The Age Of Bhaarat By Amitabh Bachchan & Ex-Ubisoft | Release Dat

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    Brainrot Italian Anomoli vs Super Monster Car, Merge Battle, Walkthrough Gameplay – Tung Tung Shaur

    Brainrot Italian Anomoli vs Super Monster Car, Merge Battle, Walkthrough Gameplay – Tung Tung Shaur

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    SpongeBob SquarePants: The Patrick Star Game Review

    Steambox Interview

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    Two Point Museum’s latest update lets you manage a museum atop a massive mountain, and allows all players a taste of its upcoming fantasy-themed DLC

    Two Point Museum’s latest update lets you manage a museum atop a massive mountain, and allows all players a taste of its upcoming fantasy-themed DLC

  • 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
    COMO DIBUJAR UN TULIPAN –  FLOR KAWAII en PIXEL ART – PIXELADOS

    COMO DIBUJAR UN TULIPAN – FLOR KAWAII en PIXEL ART – PIXELADOS

    TOUCHDESIGNER Tutorial – Generative Art / 04

    TOUCHDESIGNER Tutorial – Generative Art / 04

    Embryom Chronicles | The Shattered Archipelago AI art, Cinematic,intelligenza artificiale,

    Embryom Chronicles | The Shattered Archipelago AI art, Cinematic,intelligenza artificiale,

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    Popcross Studios community redraw

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    Best Laptop For Graphic Design 2024 – Top 5 Picks For Graphic Designers!

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

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

  • Tech Deals
    Vantec M.2 NVMe PCIe x4 Low Profile Adapter with 110 Length Support (UGT-M2PC130), Black

    Vantec M.2 NVMe PCIe x4 Low Profile Adapter with 110 Length Support (UGT-M2PC130), Black

    Seagate (STGD2000100) Game Drive for PS4 Systems 2TB External Hard Drive Portable HDD…

    Seagate (STGD2000100) Game Drive for PS4 Systems 2TB External Hard Drive Portable HDD…

    SanDisk Ultra 32GB SDHC Class 10 UHS-1 48MB/s Memory Card

    SanDisk Ultra 32GB SDHC Class 10 UHS-1 48MB/s Memory Card

    Pioneer DJ DM-40D 4-inch Desktop Active Monitor Speaker – Black

    Pioneer DJ DM-40D 4-inch Desktop Active Monitor Speaker – Black

    Padarsey New DC Power Jack Harness Compatible for Dell Inspiron 11 3000 Series 3148…

    Padarsey New DC Power Jack Harness Compatible for Dell Inspiron 11 3000 Series 3148…

    Lexar Professional 1800x SDXC UHS-II Card Gold Series 128GB – (2-Pack)

    Lexar Professional 1800x SDXC UHS-II Card Gold Series 128GB – (2-Pack)

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

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

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

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

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

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

  • Techs Got To Eat
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    Cat UFO Meme – Funny Cat Selfie with UFOs T-Shirt

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    dorcci x intergalactic

    dorcci x intergalactic

    UFOs & Alien Abductions: 100 Chilling Accounts

    UFOs & Alien Abductions: 100 Chilling Accounts

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Home Hacker News

janwilmake/uit: Library for performant, modular, low-memory file processing at scale, in the Cloud

Hacker News by Hacker News
April 25, 2025
in Hacker News
Reading Time: 9 mins read
122
A A
0

2025-04-25 10:31:00
github.com

UIT is a library for performant, modular, low-memory file processing at scale, in the Cloud. It works by offering a 4-step process to gather a file hierarchy from any desired modality, apply filters and transformations, and output it in any desired modality.

  • performance: speed is of essence when navigating and searching through large amounts of data
  • low-memory by applying streaming and parallelization we can run this in low-memory environments such as Cloudflare workers
  • modular: modularity is beneficial because by making it composable we get a clear high-level overview of all building blocks. also, not all building blocks can be ran in the same runtime or location.

UIT has come about after many iterations of the platform of uithub, which started as a simple node-based parser of zipfiles. While building more and more features and add-ons, I found myself limited by the memory a lot as I was not streaming enough, and going back to JSON too early (because using the Streams API is tricky!). Thus, as features and complexity grew the need was born to create a more modular extensible architecture with good serverless practices in mind.

FormData has a long history [RFC 1867 (1995)] [RFC 2388 (1998)] [RFC 7578 (2015)] and is deeply embedded into the web. It offers an excellent way to serve multiple files, binary and textual, over a single request. Although FormData does not support stream-reading directly from Request and other Web Standards yet, UIT leverages the fact that intermediate results can be read using the Streams API using multipart-formdata-stream-js.

UIT cleverly modularizes filters and transformations on file hierarchies by providing an elegant way to combine multiple UIT ‘modules’ together to get to a final result. Every UIT ‘module’ can apply path filters, content filters, and content transformations, to change the files in the file hierarchy, all while streaming, and even merge multiple file hierarchies together in the blink of an eye.

So far, UIT provides the following modules that can be combined to create powerful file processing pipelines:

  • uithub.ingestzip – Ingests and processes ZIP files into normalized formdata format
  • uithub.merge – Combines multiple formdata streams into a single unified stream
  • uithub.outputmd – Transforms and outputs data as markdown files
  • uithub.outputzip – Packages processed data into downloadable ZIP archives
  • uithub.search – Provides search capabilities across file hierarchies
  • uithub.ziptree – Highly performant zip file-hierarchy extractor
  • uithub.otp – Source proxy that generates an OTP to minimize secret exposure to other modules.
  • uithub – Brings several modules together, pipes through them, and shows in authenticated HTML interface.

Each module is designed to perform a specific step in the UIT 4-step process (ingest, filter/transform, merge, output) while maintaining performance and low memory usage.

It is important to note that each of these modules can be independently hosted as a cloudflare worker, but the spec doesn’t require it to be hosted on Cloudflare per se, you can also host UIT modules in other runtimes, as long as it’s compliant with the UIT Protocol

Please also note that above diagrams showcase many modules that haven’t don’t exist yet, but could be beneficial to exist. By Open Sourcing UIT, I hope to empower developers to add the modules they need.

The UIT Protocol is the convention that characterizes any UIT module. As can be seen in the diagrams above, any UIT module must be one of these 4 module types:

  • ingest module – streams any datastructure into a FormData stream
  • merge module – streams several FormData sources into a single FormData stream
  • filter/transform module – applies filters and transformations on files in a streaming fashion while in the FormData ‘modality’.
  • output module – streams a FormData stream into any desired datastructure

The only formalized convention/protocol you need to understand to create a UIT module, is which FormData headers UIT modules work with. These FormData headers can be divided into standard and non-standard (custom) headers:

Standard FormData Headers

Header Description Required
Content-Disposition Contains name (should equal filename) and filename (original pathname) Yes
Content-Type Specifies the MIME type of the data No
Content-Length Indicates the uncompressed size of the data No
Content-Transfer-Encoding Specifies how the data is encoded:
– binary (required for binary files)
– 8bit (recommended for text-based/utf8 files)
– quoted-printable
– base64
– 7bit (default)
No

Non-Standard (Custom) Headers

Header Description Format
x-url Specifies the URL that locates the binary file. In some cases it may be desired to omit the binary data and only leave the URL to locate the file. URL string
x-file-hash Stores the hash of the file Hash string
x-error Indicates processing error in the pipeline. On error in a module, the original incoming file-content should be preserved. If encountered, shouldn’t be filtered or processed, so we can see errors for every individual file, where they happened, and with what file input. {handler-id};{status};{message}

UIT aims to be a convention to streaming, filtering, and transforming binary and textual file hierarchies in the Cloud, and maintains a curated list of first-party and third-party libraries that can be included into any UIT data-transformation flow.

As a first step I aim to create a plugin system that allows doing file filters and transformations with ease from the uithub UI. For intended plugins, check out plugins.json and the spec.

The multipart parser is designed to handle all FormData headers, including any non-standard ones, and can be a useful libary to create FormData filter/transformers. It extracts them from the raw header lines and makes them available in the Part object. The library also maintains the original headerLines as part of the parsed data structure.

Please open a discussion, issue, pull request, or reach out if you want a new module to be added to this list or have any unmet requirements. To create your own plugin, follow the GETTING-STARTED.md and CONTRIBUTING.md. UIT is also looking for sponsors.

Important

MIT will be added after official launch

UIT is licensed under the MIT License. While the license only requires preservation of copyright notices, we kindly request attribution when using this project. See ATTRIBUTION.md for guidelines on how to provide attribution.

~ Being made with ❤️ by janwilmake

Source Link


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