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Tuesday, July 15, 2025
Techcratic
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  • AI
    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

    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

  • Apple

    July 15, 2025 – Apple leadership, Mac growth

    iOS 26 public beta rumored to launch next week

    iOS 26 public beta rumored to launch next week

    Future Apple Watch or iPhone may gain a camera that’s completely hidden when not in use

    Future Apple Watch or iPhone may gain a camera that’s completely hidden when not in use

    iOS 26 gives Apple’s Reminders app a new, faster way to add tasks

    iOS 26 gives Apple’s Reminders app a new, faster way to add tasks

    iPhone 17: Titanium is coming to just one model, and it’s a surprising choice

    iPhone 17: Titanium is coming to just one model, and it’s a surprising choice

    Ultimate Edition’ coming to the Mac on July 17

    Ultimate Edition’ coming to the Mac on July 17

    Samsung reportedly gearing up to produce foldable iPhone displays

    Samsung reportedly gearing up to produce foldable iPhone displays

    How a MacBook with an iPhone chip can redefine Apple’s budget line

    How a MacBook with an iPhone chip can redefine Apple’s budget line

    Apple @ Work Podcast: Fleet launches iOS device management

    Apple @ Work Podcast: WebAI puts LLM power in the hands of your IT team

  • ComputerWorld
    How agentic AI will change IT support roles – Computerworld

    How agentic AI will change IT support roles – 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

  • Gaming
    The Nintendo DS had it right all along: Ayaneo launches Flip 1S DS and Flip 1S KB, two new clamshell handheld gaming PCs with prices to make your teeth clench

    The Nintendo DS had it right all along: Ayaneo launches Flip 1S DS and Flip 1S KB, two new clamshell handheld gaming PCs with prices to make your teeth clench

    A Delayed Puzzle – Zelda Breath Of The Wild Walkthrough – Solve Kema Zoos Shrine Puzzle

    A Delayed Puzzle – Zelda Breath Of The Wild Walkthrough – Solve Kema Zoos Shrine Puzzle

    Destiny 2 The Desert Perpetual raid release date and time

    Destiny 2 The Desert Perpetual raid release date and time

    GTA 6 Trailer 2: Release Date Confirmed & Official Screenshots!

    GTA 6 Trailer 2: Release Date Confirmed & Official Screenshots!

    As if being worth $4 trillion isn’t enough, Nvidia claims the US government says it can start selling AI GPUs to China again

    As if being worth $4 trillion isn’t enough, Nvidia claims the US government says it can start selling AI GPUs to China again

    GOW  Ragnarok Valhalla (DLC) Gameplay/Walkthrough – No Commentary –  Part 7 (1080p 60fps on Ultra)

    GOW Ragnarok Valhalla (DLC) Gameplay/Walkthrough – No Commentary – Part 7 (1080p 60fps on Ultra)

    US Defense Department awards $200 million contract to Elon Musk’s Grok aka ‘MechaHitler’ and is looking forward to deploying it ‘in our warfighting domain’

    US Defense Department awards $200 million contract to Elon Musk’s Grok aka ‘MechaHitler’ and is looking forward to deploying it ‘in our warfighting domain’

    Why God Of War Ragnarok Will Be One Of THE BEST Games Of 2022 | God Of War Ragnarok Review Roundup

    Why God Of War Ragnarok Will Be One Of THE BEST Games Of 2022 | God Of War Ragnarok Review Roundup

    If you’re on the latest Windows 11 Insider build you might have to uninstall your Xbox controller driver to get it to play nicely

    If you’re on the latest Windows 11 Insider build you might have to uninstall your Xbox controller driver to get it to play nicely

  • 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
    Virtual Reality is Not What You Think

    Virtual Reality is Not What You Think

    MAJU TALK EPISODE # 2   I  Media and Art Industry Role in Pakistan

    MAJU TALK EPISODE # 2 I Media and Art Industry Role in Pakistan

    Draw A Lotus Flower in Ms Paint | Kamal Kaa Phool Ms Paint Me Kaise Bnaye

    Draw A Lotus Flower in Ms Paint | Kamal Kaa Phool Ms Paint Me Kaise Bnaye

    INSIDE Mirror Mirror: ArtScience Museum's NEW interactive exhibition

    INSIDE Mirror Mirror: ArtScience Museum's NEW interactive exhibition

    Woman Having a Hard Time: Falon Stutzman @ Megan Mulrooney Gallery, Los Angeles

    Woman Having a Hard Time: Falon Stutzman @ Megan Mulrooney Gallery, Los Angeles

    Creating a 3D VENOM Sculpture in Zbrush | Timelapse

    Creating a 3D VENOM Sculpture in Zbrush | Timelapse

    Alicja Kwade: Geologies of the Impossible

    Alicja Kwade: Geologies of the Impossible

    [SWTT] Generative Art NFT Tutorial

    [SWTT] Generative Art NFT Tutorial

    Using Unreal Engine 4 for CONCEPT ART – Full Process Video | From Zero to Concept Art

    Using Unreal Engine 4 for CONCEPT ART – Full Process Video | From Zero to Concept Art

  • Tech Deals
    LEGO Star Wars: The Force Awakens – Xbox 360 Standard Edition

    LEGO Star Wars: The Force Awakens – Xbox 360 Standard Edition

    Western Digital 10TB WD Purple Surveillance Internal Hard Drive HDD – SATA 6 Gb/s, 256…

    Western Digital 10TB WD Purple Surveillance Internal Hard Drive HDD – SATA 6 Gb/s, 256…

    NexStar 6G, 2.5” SATA III to USB 3.2 Gen1 External SSD/HDD Enclosure, ID: Black

    NexStar 6G, 2.5” SATA III to USB 3.2 Gen1 External SSD/HDD Enclosure, ID: Black

    Toshiba Canvio Basics 4TB Portable External Hard Drive USB 3.0, Black – HDTB540XK3CA

    Toshiba Canvio Basics 4TB Portable External Hard Drive USB 3.0, Black – HDTB540XK3CA

    Vansuny 64GB Type C Flash Drive 2 in 1 OTG USB 3.0 + USB C Memory Stick with Keychain…

    Vansuny 64GB Type C Flash Drive 2 in 1 OTG USB 3.0 + USB C Memory Stick with Keychain…

    SABRENT USB C to USB C Charging Cable with Smart Display, 2M/6.6FT Long, E-Marker Chip,…

    SABRENT USB C to USB C Charging Cable with Smart Display, 2M/6.6FT Long, E-Marker Chip,…

    XTRONS for Fiat 500 (2007-2015) Touch Screen Radio, 7 Inch Android 13 Car Stereo for…

    XTRONS for Fiat 500 (2007-2015) Touch Screen Radio, 7 Inch Android 13 Car Stereo for…

    XTRONS Single Din Car Stereo for Fiat 500, Android 13 Octa Core 4GB RAM 64GB ROM Car…

    XTRONS Single Din Car Stereo for Fiat 500, Android 13 Octa Core 4GB RAM 64GB ROM Car…

    Pioneer DJ HDJ-CUE1 On-ear DJ Headphones – Black

    Pioneer DJ HDJ-CUE1 On-ear DJ Headphones – Black

  • 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

    Tesla’s long-time head of sales in North America is out

    RYANSTAR RACING Black Car Door Handles Compatible with Tesla Cybertruck 2023 2024 2025 4…

    RYANSTAR RACING Black Car Door Handles Compatible with Tesla Cybertruck 2023 2024 2025 4…

    Tesla finally launches in India, but at a price that doesn’t make sense

    Tesla finally launches in India, but at a price that doesn’t make sense

    Cyber Hooks Heavy Duty Steel L Track Cleat Hooks – 4PCS Set, OEM Style Compatible with…

    Cyber Hooks Heavy Duty Steel L Track Cleat Hooks – 4PCS Set, OEM Style Compatible with…

    Rear Center Console Organizer for Tesla Cybertruck Trash Can with Anti-Slip Lid Cover…

    Rear Center Console Organizer for Tesla Cybertruck Trash Can with Anti-Slip Lid Cover…

    2025 Upgraded J1772 & CCS to Tesla Cybertruck Adapter Fast Charging Adapter Compatible…

    2025 Upgraded J1772 & CCS to Tesla Cybertruck Adapter Fast Charging Adapter Compatible…

    Truck Cover Custom Fit for Tesla Cybertruck, Waterproof All Weather Lightweight Pickup…

    Truck Cover Custom Fit for Tesla Cybertruck, Waterproof All Weather Lightweight Pickup…

    Inflatable Truck Bed Air Mattress for Tesla Cybertruck 2024 2025 Accessories Thicken Air…

    Inflatable Truck Bed Air Mattress for Tesla Cybertruck 2024 2025 Accessories Thicken Air…

    REDTIGER 4K Dash Cam Front, ADAS, Built-in WiFi GPS, Mini Hidden Dash Camera for Cars…

    REDTIGER 4K Dash Cam Front, ADAS, Built-in WiFi GPS, Mini Hidden Dash Camera for Cars…

  • UFO
    New York Eye & Ear Control

    New York Eye & Ear Control

    Drones with Camera for Adults 6K Foldable Headless Drone with Obstacle Avoidance Function Optical Flow Positioning Gesture Photography with Storage Bag 2 Battery

    Drones with Camera for Adults 6K Foldable Headless Drone with Obstacle Avoidance Function Optical Flow Positioning Gesture Photography with Storage Bag 2 Battery

    Women’S Sarong Coverups Beach Bathing Suit Wrap Skirt Sheer Bikini Wraps Chiffon Cover Ups For Swimwear

    Women’S Sarong Coverups Beach Bathing Suit Wrap Skirt Sheer Bikini Wraps Chiffon Cover Ups For Swimwear

    JWST's Mind Blowing Exoplanet Discovery!  #space #spaceexploration #exoplanets #nasa #fyp #shorts

    JWST's Mind Blowing Exoplanet Discovery! #space #spaceexploration #exoplanets #nasa #fyp #shorts

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 1)

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 1)

    The Dark Truth About 23andMe

    The Dark Truth About 23andMe

    Spacecraft Dashboard Gaming Mouse Pad Large Mouse Pad Office Desk Accessories XL Desk Mat 31.5×11.8×0.12 inch Blue Large Desk Pad Keyboard Pad (Console)

    Spacecraft Dashboard Gaming Mouse Pad Large Mouse Pad Office Desk Accessories XL Desk Mat 31.5×11.8×0.12 inch Blue Large Desk Pad Keyboard Pad (Console)

    How Much Does it Cost to Launch a Satellite? #shorts

    How Much Does it Cost to Launch a Satellite? #shorts

    Top Secret UFO Sightings #joerogan #podcast #aliens

    Top Secret UFO Sightings #joerogan #podcast #aliens

  • AI
    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

    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

  • Apple

    July 15, 2025 – Apple leadership, Mac growth

    iOS 26 public beta rumored to launch next week

    iOS 26 public beta rumored to launch next week

    Future Apple Watch or iPhone may gain a camera that’s completely hidden when not in use

    Future Apple Watch or iPhone may gain a camera that’s completely hidden when not in use

    iOS 26 gives Apple’s Reminders app a new, faster way to add tasks

    iOS 26 gives Apple’s Reminders app a new, faster way to add tasks

    iPhone 17: Titanium is coming to just one model, and it’s a surprising choice

    iPhone 17: Titanium is coming to just one model, and it’s a surprising choice

    Ultimate Edition’ coming to the Mac on July 17

    Ultimate Edition’ coming to the Mac on July 17

    Samsung reportedly gearing up to produce foldable iPhone displays

    Samsung reportedly gearing up to produce foldable iPhone displays

    How a MacBook with an iPhone chip can redefine Apple’s budget line

    How a MacBook with an iPhone chip can redefine Apple’s budget line

    Apple @ Work Podcast: Fleet launches iOS device management

    Apple @ Work Podcast: WebAI puts LLM power in the hands of your IT team

  • ComputerWorld
    How agentic AI will change IT support roles – Computerworld

    How agentic AI will change IT support roles – 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

  • Gaming
    The Nintendo DS had it right all along: Ayaneo launches Flip 1S DS and Flip 1S KB, two new clamshell handheld gaming PCs with prices to make your teeth clench

    The Nintendo DS had it right all along: Ayaneo launches Flip 1S DS and Flip 1S KB, two new clamshell handheld gaming PCs with prices to make your teeth clench

    A Delayed Puzzle – Zelda Breath Of The Wild Walkthrough – Solve Kema Zoos Shrine Puzzle

    A Delayed Puzzle – Zelda Breath Of The Wild Walkthrough – Solve Kema Zoos Shrine Puzzle

    Destiny 2 The Desert Perpetual raid release date and time

    Destiny 2 The Desert Perpetual raid release date and time

    GTA 6 Trailer 2: Release Date Confirmed & Official Screenshots!

    GTA 6 Trailer 2: Release Date Confirmed & Official Screenshots!

    As if being worth $4 trillion isn’t enough, Nvidia claims the US government says it can start selling AI GPUs to China again

    As if being worth $4 trillion isn’t enough, Nvidia claims the US government says it can start selling AI GPUs to China again

    GOW  Ragnarok Valhalla (DLC) Gameplay/Walkthrough – No Commentary –  Part 7 (1080p 60fps on Ultra)

    GOW Ragnarok Valhalla (DLC) Gameplay/Walkthrough – No Commentary – Part 7 (1080p 60fps on Ultra)

    US Defense Department awards $200 million contract to Elon Musk’s Grok aka ‘MechaHitler’ and is looking forward to deploying it ‘in our warfighting domain’

    US Defense Department awards $200 million contract to Elon Musk’s Grok aka ‘MechaHitler’ and is looking forward to deploying it ‘in our warfighting domain’

    Why God Of War Ragnarok Will Be One Of THE BEST Games Of 2022 | God Of War Ragnarok Review Roundup

    Why God Of War Ragnarok Will Be One Of THE BEST Games Of 2022 | God Of War Ragnarok Review Roundup

    If you’re on the latest Windows 11 Insider build you might have to uninstall your Xbox controller driver to get it to play nicely

    If you’re on the latest Windows 11 Insider build you might have to uninstall your Xbox controller driver to get it to play nicely

  • 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
    Virtual Reality is Not What You Think

    Virtual Reality is Not What You Think

    MAJU TALK EPISODE # 2   I  Media and Art Industry Role in Pakistan

    MAJU TALK EPISODE # 2 I Media and Art Industry Role in Pakistan

    Draw A Lotus Flower in Ms Paint | Kamal Kaa Phool Ms Paint Me Kaise Bnaye

    Draw A Lotus Flower in Ms Paint | Kamal Kaa Phool Ms Paint Me Kaise Bnaye

    INSIDE Mirror Mirror: ArtScience Museum's NEW interactive exhibition

    INSIDE Mirror Mirror: ArtScience Museum's NEW interactive exhibition

    Woman Having a Hard Time: Falon Stutzman @ Megan Mulrooney Gallery, Los Angeles

    Woman Having a Hard Time: Falon Stutzman @ Megan Mulrooney Gallery, Los Angeles

    Creating a 3D VENOM Sculpture in Zbrush | Timelapse

    Creating a 3D VENOM Sculpture in Zbrush | Timelapse

    Alicja Kwade: Geologies of the Impossible

    Alicja Kwade: Geologies of the Impossible

    [SWTT] Generative Art NFT Tutorial

    [SWTT] Generative Art NFT Tutorial

    Using Unreal Engine 4 for CONCEPT ART – Full Process Video | From Zero to Concept Art

    Using Unreal Engine 4 for CONCEPT ART – Full Process Video | From Zero to Concept Art

  • Tech Deals
    LEGO Star Wars: The Force Awakens – Xbox 360 Standard Edition

    LEGO Star Wars: The Force Awakens – Xbox 360 Standard Edition

    Western Digital 10TB WD Purple Surveillance Internal Hard Drive HDD – SATA 6 Gb/s, 256…

    Western Digital 10TB WD Purple Surveillance Internal Hard Drive HDD – SATA 6 Gb/s, 256…

    NexStar 6G, 2.5” SATA III to USB 3.2 Gen1 External SSD/HDD Enclosure, ID: Black

    NexStar 6G, 2.5” SATA III to USB 3.2 Gen1 External SSD/HDD Enclosure, ID: Black

    Toshiba Canvio Basics 4TB Portable External Hard Drive USB 3.0, Black – HDTB540XK3CA

    Toshiba Canvio Basics 4TB Portable External Hard Drive USB 3.0, Black – HDTB540XK3CA

    Vansuny 64GB Type C Flash Drive 2 in 1 OTG USB 3.0 + USB C Memory Stick with Keychain…

    Vansuny 64GB Type C Flash Drive 2 in 1 OTG USB 3.0 + USB C Memory Stick with Keychain…

    SABRENT USB C to USB C Charging Cable with Smart Display, 2M/6.6FT Long, E-Marker Chip,…

    SABRENT USB C to USB C Charging Cable with Smart Display, 2M/6.6FT Long, E-Marker Chip,…

    XTRONS for Fiat 500 (2007-2015) Touch Screen Radio, 7 Inch Android 13 Car Stereo for…

    XTRONS for Fiat 500 (2007-2015) Touch Screen Radio, 7 Inch Android 13 Car Stereo for…

    XTRONS Single Din Car Stereo for Fiat 500, Android 13 Octa Core 4GB RAM 64GB ROM Car…

    XTRONS Single Din Car Stereo for Fiat 500, Android 13 Octa Core 4GB RAM 64GB ROM Car…

    Pioneer DJ HDJ-CUE1 On-ear DJ Headphones – Black

    Pioneer DJ HDJ-CUE1 On-ear DJ Headphones – Black

  • 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

    Tesla’s long-time head of sales in North America is out

    RYANSTAR RACING Black Car Door Handles Compatible with Tesla Cybertruck 2023 2024 2025 4…

    RYANSTAR RACING Black Car Door Handles Compatible with Tesla Cybertruck 2023 2024 2025 4…

    Tesla finally launches in India, but at a price that doesn’t make sense

    Tesla finally launches in India, but at a price that doesn’t make sense

    Cyber Hooks Heavy Duty Steel L Track Cleat Hooks – 4PCS Set, OEM Style Compatible with…

    Cyber Hooks Heavy Duty Steel L Track Cleat Hooks – 4PCS Set, OEM Style Compatible with…

    Rear Center Console Organizer for Tesla Cybertruck Trash Can with Anti-Slip Lid Cover…

    Rear Center Console Organizer for Tesla Cybertruck Trash Can with Anti-Slip Lid Cover…

    2025 Upgraded J1772 & CCS to Tesla Cybertruck Adapter Fast Charging Adapter Compatible…

    2025 Upgraded J1772 & CCS to Tesla Cybertruck Adapter Fast Charging Adapter Compatible…

    Truck Cover Custom Fit for Tesla Cybertruck, Waterproof All Weather Lightweight Pickup…

    Truck Cover Custom Fit for Tesla Cybertruck, Waterproof All Weather Lightweight Pickup…

    Inflatable Truck Bed Air Mattress for Tesla Cybertruck 2024 2025 Accessories Thicken Air…

    Inflatable Truck Bed Air Mattress for Tesla Cybertruck 2024 2025 Accessories Thicken Air…

    REDTIGER 4K Dash Cam Front, ADAS, Built-in WiFi GPS, Mini Hidden Dash Camera for Cars…

    REDTIGER 4K Dash Cam Front, ADAS, Built-in WiFi GPS, Mini Hidden Dash Camera for Cars…

  • UFO
    New York Eye & Ear Control

    New York Eye & Ear Control

    Drones with Camera for Adults 6K Foldable Headless Drone with Obstacle Avoidance Function Optical Flow Positioning Gesture Photography with Storage Bag 2 Battery

    Drones with Camera for Adults 6K Foldable Headless Drone with Obstacle Avoidance Function Optical Flow Positioning Gesture Photography with Storage Bag 2 Battery

    Women’S Sarong Coverups Beach Bathing Suit Wrap Skirt Sheer Bikini Wraps Chiffon Cover Ups For Swimwear

    Women’S Sarong Coverups Beach Bathing Suit Wrap Skirt Sheer Bikini Wraps Chiffon Cover Ups For Swimwear

    JWST's Mind Blowing Exoplanet Discovery!  #space #spaceexploration #exoplanets #nasa #fyp #shorts

    JWST's Mind Blowing Exoplanet Discovery! #space #spaceexploration #exoplanets #nasa #fyp #shorts

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 1)

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 1)

    The Dark Truth About 23andMe

    The Dark Truth About 23andMe

    Spacecraft Dashboard Gaming Mouse Pad Large Mouse Pad Office Desk Accessories XL Desk Mat 31.5×11.8×0.12 inch Blue Large Desk Pad Keyboard Pad (Console)

    Spacecraft Dashboard Gaming Mouse Pad Large Mouse Pad Office Desk Accessories XL Desk Mat 31.5×11.8×0.12 inch Blue Large Desk Pad Keyboard Pad (Console)

    How Much Does it Cost to Launch a Satellite? #shorts

    How Much Does it Cost to Launch a Satellite? #shorts

    Top Secret UFO Sightings #joerogan #podcast #aliens

    Top Secret UFO Sightings #joerogan #podcast #aliens

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Home Hacker News

The evolution of a structural code editor

Hacker News by Hacker News
January 6, 2025
in Hacker News
Reading Time: 13 mins read
121
A A
0

2025-01-06 04:00:00
crowdhailer.me

The top image shows the structural editor, and shell, for the eyg programming language running on a phone.
Later on I’ll show it running on a TV.
On both devices the structural editor is a better coding experience than a text editor would be.

This post outlines the evolution of the editor over several years, and highlights the major changes over time along with some design thoughts and implementation notes.
The web editor is built in Gleam and Lustre; originally it was Gleam and Svelte.
There also exists a terminal based structural editor built in Go.

Want to jump in and code with it? The latest version is at eyg.

Why build a structural editor?

Structural editors, also known as projectional editors, enhance writing, editing and understanding code. Unlike traditional text-based editors, these tools treat code as a structured tree rather than a flat sequence of characters.

This structured data may be the Abstract Syntax Tree(AST) of the represented program, however it can also be a different structure.
For this post I won’t quibble over the differences.

Some traditional editors have tools that understand the code structure, for example autocomplete.
However in most cases these tools work as suggestions and a traditional text editor will accept any input.

I define a structural editor as one that does not accept invalid or arbitrary input.
Changes to the program always proceed through well known states.

This clarification is important because the editors I talk about here render the program to the user as text, but it’s important to note that there is no way to enter arbitrary text.

The benefits of a structural editor are:

  1. No syntax errors.
    Zero time is spent on missing quotes, semi-colons or other details.

  2. Better type information.
    Because the program is always in a valid state the type checker can always run and give meaningful feedback.

  3. No keywords
    Variables can be called var and functions called fn. Either can also be called 🧪 or !_// though maybe they shouldn’t be.

  4. Rich visualisations
    A program can be shown as box and wires, or boolean logic operators. On a smaller scale a record of latitude and longitude can be shown on a map.

  5. Reduced complexity
    There is no lexer or parser so issues like fault tolerant parsing are entirely circumvented.

Several other structed editor projects exist. Jetbrains has MPS which targets creating your own domain specific languges.
Tylr is a beautiful example but currently only good for one line of code at a time.

An adhoc first attempt

This is my first recording of the structural editor – admire the minimalistic and clean look.

The first generation editor worked by directly editing the AST with no effort to hide the details from the user.

Pressing a increased the selection by moving the current selection to the parent node, j/k moved to the previous/next node and
i entered insert mode on the current node. You might see the vim influence of these bindings.

This first version got a few things right.
The command pallet approach in particular is very nice.
It allows you to put a lot of help with certain actions.
For example when creating a variable the pallet can show all the variables in scope at that position.

At the outset the AST design was driven by the development of the editor, one single enum represented all the expressions in the program.
This is the complete expression type from that time.

pub type Node(m, g) {
  Binary(value: String)
  Tuple(elements: List(Expression(m, g)))
  Record(fields: List(#(String, Expression(m, g))))
  Access(value: Expression(m, g), key: String)
  Tagged(tag: String, value: Expression(m, g))
  Variable(label: String)
  Let(pattern: Pattern, value: Expression(m, g), then: Expression(m, g))
  Function(pattern: Pattern, body: Expression(m, g))
  Call(function: Expression(m, g), with: Expression(m, g))
  Case(
    value: Expression(m, g),
    branches: List(#(String, Pattern, Expression(m, g))),
  )
  Hole
  Provider(config: String, generator: Generator, generated: g)
}

The update function, called when you press a key in the editor,
was a huge case statement for each combination of key pressed and current position in the tree.
This approach although simple didn’t scale with complexity.
The AST was used by the editor, type checker and code generation so it was not possible to adapt it to the requirements of any particular use case.

In this first version too many concerns were rolled into one project.

The Provider node is my implementation of type providers and not part of this story.
But you can see other videos in my log about them.

This first effort eventually ground to a halt under its complexity.

A simple AST

As a rich AST could not work for all usecases I focused on creating the simplest AST.
Complexity for type checking or editing would move to the appropriate modules.

pub type Expression {
  Variable(label: String)
  Lambda(label: String, body: Expression)
  Apply(func: Expression, argument: Expression)
  Let(label: String, definition: Expression, body: Expression)
  Vacant(comment: String)
  Binary(value: BitArray)
  // .. other primitives for integer, string and builtins
  Empty
  Extend(label: String)
  Select(label: String)
  // .. other operators for lists, unions, effects and references
}

This AST was the result, it still looks almost identical today

By making all features of the language first class, there is a minimal number of compound nodes in the tree.
Only Lambda, Apply and Let contain child expressions.

To create the record literal {name: "Eve"} required the following expression

Apply(Apply(Extend(label: "name"), String("Eve")), Empty)

This change makes interpretation and type checking much simpler, take my word for it.

It also simplifies several details of the editor for example:
Positions in the tree are denoted by a list of integers where each integer identifies the child node.
This path is followed from the root node until the required point in the tree.

This step function implements one step of following that path, it takes an expression and goes to n’th child.
Only the three nodes mentioned have to be taken into account by the step function.
It is known that asking for a child of any other kind of node is an error.
This means that variants can be added/removed to the Expression type without in any way modifying or moving around the tree.

pub fn step(exp, n) {
  case exp, n {
    e.Lambda(param, body), 0 -> Ok(#(body, e.Lambda(param, _)))
    e.Apply(func, arg), 0 -> Ok(#(func, e.Apply(_, arg)))
    e.Apply(func, arg), 1 -> Ok(#(arg, e.Apply(func, _)))
    e.Let(label, value, then), 0 -> Ok(#(value, e.Let(label, _, then)))
    e.Let(label, value, then), 1 -> Ok(#(then, e.Let(label, value, _)))
    _, _ -> Error("invalid path")
  }
}

This change didn’t effect the external look of the editor but it did substantially clean up the implementation.

Text editing is intuitive familiar

Moving around the code was tricky in the previous editor.
This was because the order of nodes in the tree might not match the order they were shown on screen.

For example selecting the field from a record.

let x = user.name

If user is selected, to move to name required moving left and another move left would jump back to the x of the variable declaration.

This is because the . syntax is sugar for calling the select operator on the variable user.
In all other cases arguments come after the function but, for select, reversing the order it’s projected to the user makes more sense.

Apply(Select("name"), Variable("user"))

Making transformations directly on the AST felt powerful but there were too many occasions where an understanding of the AST was needed to know how to move.

The next version aimed to fix the navigation issue by keeping a cursor centric approach.
This means that one key press of left moves the cursor one position left and a key press of right moves the cursor one position right.

Even with moving back to a text based navigation I wanted a fully structural editor so that the program was always a valid structure.

Traditional editors have similar behaviour, for example: when typing ( an automatic ) is often placed.
In this way you don’t go through a state of having unmatched brackets.
The main difference is in a text editor this bracket matching features are adhoc and many other ways exist to create a syntactically invalid program.

You can see this working here.

This editor was actually quite short lived.
I liked that it showed the type of holes in the program directly in the editor.

However the editor was unintutive in many cases.
Keeping the editor structural but pretending it wasn’t led to too many inconsistencies.
There were places that typing certain characters would do nothing because the character was invalid.

Implementing this editor got complicated quickly.
Intercepting all keyboard events meant dropping out of Gleam and understanding the range and selection API’s in the browser. This resulted in a lot of foreign function interface code

A positive aside of this effort to go text based meant I wanted better Gleam bindings to the browser API’s and that need kicked off building plinth a library to do just that.

Adding sugar and projections

The two previous editors were at opposing ends of a spectrum.
For the first, movement was entirely based on the layout of the AST.
For the second, movement was entirely based on the layout of the text.

I wrote approximately 10k “lines” of EYG code, including a JSON parser and type checker, using the simple AST editor.
Transforming the AST felt very powerful when it worked. However, where the visuals did not match the AST representation navigation was unintuitive.
I eventually mastered it but it was clearly a blocker for anyone else picking up the editor.

This generation of the editor tries to find a middle ground one the spectrum from text to AST.
Navigation is always by whole AST nodes. In addition directions are always consistent with how the program is laid out on screen.

This was achieved by creating a representation of the program specifically for manipulation in the editor. There is:

  1. Editable a type which deals with larger code units than the basic AST
  2. Projection a zipper into the Editable type that makes navigation and transforms more efficient.
  3. Frame an intermediate representation for rendering expressions that track if they are single or multiple lines.

The basic AST is still used by the interpreter and type checker so the complexity of presenting code to the user is only in the modules which deal with showing code to a user.

Using the mouse

Working with a keyboard is efficient, but only if you know the key bindings to each action you need.
Which key to press to get a desired action is not discoverable from looking at the UI element.
After all the UI for keyboard actions is just a cursor somewhere in the page.

A user is required to consult a cheatsheet of keyboard actions and learn some before ever getting started.
This friction makes getting started very challenging.

Devices without keyboards have to show virtual keyboards to use keyboard shortcuts.
If the actions are being presented on screen they might as well be shown as something more relevant than the letter code corresponding to the short cut.

This latest iteration adds a menu and icon based UI for each transformation that is possible on the AST.
A question mark button at the top toggles showing text descriptions of each action but at the cost of less screen to work with.
The UI works with keyboard, mouse, touch or TV remote.

It also works great with a keyboard and if you forget the key, seemlessly switch to the visual.

Implementing the visual UI was simple with Lustre and the state and event approach it has.
Lustre is an implementation of the Elm architecture.

The state of the program works by switching on key press events.

pub fn update(state, message) {
  let Snippet(status: status, ..,) = state
  case message, status {
    UserPressedCommandKey(key), Editing(Command(_)) -> {
      let state = Snippet(..state, using_mouse: False)
      case key {
        "ArrowRight" -> move_right(state)
        "ArrowLeft" -> move_left(state)
        "ArrowUp" -> move_up(state)
        "ArrowDown" -> move_down(state)
        " " -> search_vacant(state)
        // Needed for my examples while Gleam doesn't have file embedding
        "Q" -> copy_escaped(state)
        "w" -> call_with(state)
        "E" -> assign_above(state)
        "e" -> assign_to(state)
        "r" -> insert_record(state)
        "t" -> insert_tag(state)
        "y" -> copy(state)
        "Y" -> paste(state)
        // "u" ->
        "i" -> insert_mode(state)
        "o" -> overwrite_record(state)
        "p" -> insert_perform(state)
        "a" -> increase(state)
        "s" -> insert_string(state)
        "d" | "Delete" -> delete(state)
        "f" -> insert_function(state)
        "g" -> select_field(state)
        "h" -> insert_handle(state)
        "j" -> insert_builtin(state)
        "k" -> toggle_open(state)
        "l" -> insert_list(state)
        "#" -> insert_reference(state)
        "z" -> undo(state)
        "Z" -> redo(state)
        // "x" ->
        "c" -> call_function(state)
        "v" -> insert_variable(state)
        "b" -> insert_binary(state)
        "n" -> insert_integer(state)
        "m" -> insert_case(state)
        "M" -> insert_open_case(state)
        "," -> extend_before(state)
        "EXTEND AFTER" -> extend_after(state)
        "." -> spread_list(state)
        "TOGGLE SPREAD" -> toggle_spread(state)
        "TOGGLE OTHERWISE" -> toggle_otherwise(state)

        "?" -> #(state, ToggleHelp)
        "Enter" -> execute(state)
        _ -> show_error(state, NoKeyBinding(key))
      }
    }
  }
}

The UI buttons make use of the same events and update logic.
Each button in the visual UI consists of;

  • the icon to show (I use the heroicon library and the outline style)
  • a text description of the action (which is shown when “show help” is on)
  • the keypress event to dispatch.
fn cmd(x) {
  ShellMessage(snippet.UserPressedCommandKey(x))
}

fn item_before() {
  #(outline.arrow_turn_left_down(), "item before", cmd(","))
}

fn item_after() {
  #(outline.arrow_turn_right_down(), "item after", cmd("EXTEND AFTER"))
}

fn undo() {
  #(outline.arrow_uturn_left(), "undo", cmd("z"))
}

fn redo() {
  #(outline.arrow_uturn_right(), "redo", cmd("Z"))
}

There are more actions than available keys so the EXTEND AFTER string value can be dispatched by clicking the correct button, but not by any keyboard binding.

Here is the final result, as of today.

What’s next

There will be more iterations of the editor but this one is interesting.
I want to see what other people make of the structured editor experience.
You can try it out now and if you have any opinions please get in touch. Bluesky the best right now.

The EYG language is still developing. References to external packages and better error messages based on effects will be coming soon.
To keep up with that progress join the newsletter.


I’m building EYG an experiment in a building better languages and tools; for some measure of better.
All progress is reported in my irregular newsletter.

Source Link


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