• About TC
  • Affiliate Disclaimer
  • Privacy Policy
  • TOS
  • Contact
Monday, July 14, 2025
Techcratic
No Result
View All Result
  • AI
    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

    Artificial Intelligence

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

  • Apple
    These fully working Mac emulators will waste hours of your day

    These fully working Mac emulators will waste hours of your day

    iOS 18.6 beta 3 and more available now, here’s what to expect

    iOS 18.6 beta 3 and more available now, here’s what to expect

    Here’s how iPhone 17 Pro will differentiate itself from previous iPhone models

    iPhone 17 Pro leak reveals brand new colors that could be coming

    Connect four 4K screens with OWC’s new Quad HDMI adapter

    Connect four 4K screens with OWC’s new Quad HDMI adapter

    Here are the 10 biggest shows in streaming this year, Apple TV+ included

    Here are the 10 biggest shows in streaming this year, Apple TV+ included

    Stop! Don’t plug that USB drive into your Mac until you read this

    Stop! Don’t plug that USB drive into your Mac until you read this

    Get Office 2021 for Mac without the monthly fee nonsense

    A better way to run Office on Mac — lifetime access for $60

    AirTag 2: Here’s what we’re expecting

    AirTag 2: Here’s what we’re expecting

    macOS Tahoe 26: All the new features in Messages

    macOS Tahoe 26: All the new features in Messages

  • 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
    Destiny 2 Armour 3.0: Stat changes and archetypes in Edge of Fate

    Destiny 2 Armour 3.0: Stat changes and archetypes in Edge of Fate

    Black Myth Wukong Chapter 4 Ending Cutscene

    Black Myth Wukong Chapter 4 Ending Cutscene

    Borderlands 4 is hiding more than 200 collectible Marcus bobbleheads in hard-to-reach places, and Randy Pitchford reckons ‘most players will never see any of them’

    Borderlands 4 is hiding more than 200 collectible Marcus bobbleheads in hard-to-reach places, and Randy Pitchford reckons ‘most players will never see any of them’

    Baldur's Gate 3 | Review

    Baldur's Gate 3 | Review

    Irem Collection Vol. 3 brings 3 Upgraded Retro Shoot ’em Ups to Xbox

    Irem Collection Vol. 3 brings 3 Upgraded Retro Shoot ’em Ups to Xbox

    The Legion Go S SteamOS is completing the Steam Deck’s mission to make handheld PC gaming genuinely convenient

    Leaked pricing suggests the ROG Xbox Ally X might be the most expensive Xbox console yet, which probably isn’t the award Microsoft is aiming for

    The Callisto Protocol review

    The Callisto Protocol review

    There’s another golden RTX 5090 made of over 1,000x more gold than the first, and I’m pleased to say it’s absolutely hideous

    There’s another golden RTX 5090 made of over 1,000x more gold than the first, and I’m pleased to say it’s absolutely hideous

    FORSPOKEN – Gameplay And Demo Review (PS5)

    FORSPOKEN – Gameplay And Demo Review (PS5)

  • 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
    Clay Mural wall art fish | diy 3d clay mural painting

    Clay Mural wall art fish | diy 3d clay mural painting

    Graphic Design Interview Question Answers | Graphic Design

    Graphic Design Interview Question Answers | Graphic Design

    “Reality is Relative” by Artist Serolod

    “Reality is Relative” by Artist Serolod

    TOP 13 YOUNG ULTRA-CONTEMPORARY ARTISTS YOU NEED TO KNOW

    TOP 13 YOUNG ULTRA-CONTEMPORARY ARTISTS YOU NEED TO KNOW

    Computer Art

    Computer Art

    Sahara Longe: The Other Side of the Mountain @ Arnolfini, Bristol, England

    Sahara Longe: The Other Side of the Mountain @ Arnolfini, Bristol, England

    Procreate Digital Illustration process video | Storytelling & Composition | Our Planet Week

    Procreate Digital Illustration process video | Storytelling & Composition | Our Planet Week

    What's the BEST Digital Art Pen to Draw With in 2025?

    What's the BEST Digital Art Pen to Draw With in 2025?

    Why Augmented Reality Will dominate the market

    Why Augmented Reality Will dominate the market

  • Tech Deals
    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

    Corsair SSD Mounting Bracket Kit 2.5″ to 3.5″ Drive Bay(Cssd-Brkt1), Black

    Corsair SSD Mounting Bracket Kit 2.5″ to 3.5″ Drive Bay(Cssd-Brkt1), Black

    EPOMAKER Click Gaming Mouse Wireless 2.4Ghz/Bluetooth/Type-C, 800 to 42,000 DPI…

    EPOMAKER Click Gaming Mouse Wireless 2.4Ghz/Bluetooth/Type-C, 800 to 42,000 DPI…

    Inland Seas Poly-Bio-Marine Poly Filter Pad, 12″ X 12″ Three Pack Bundle (3 Items)

    Inland Seas Poly-Bio-Marine Poly Filter Pad, 12″ X 12″ Three Pack Bundle (3 Items)

    Logitech G PRO X SUPERLIGHT Wireless Gaming Mouse, Ultra-Lightweight, HERO 25K Sensor,…

    Logitech G PRO X SUPERLIGHT Wireless Gaming Mouse, Ultra-Lightweight, HERO 25K Sensor,…

    Crucial X10 1TB Portable SSD, Up to 2,100MB/s, USB 3.2 USB-C, External Solid State…

    Crucial X10 1TB Portable SSD, Up to 2,100MB/s, USB 3.2 USB-C, External Solid State…

    Stratos Micro Gaming Desktop – NVD GeForce RTX 5080, Intel 14 Core i5-14600K…

    Stratos Micro Gaming Desktop – NVD GeForce RTX 5080, Intel 14 Core i5-14600K…

  • 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
    Armrest Console Organizer Tray for Tesla Model Y Refresh Juniper 2025-2026 & Tesla Model…

    Armrest Console Organizer Tray for Tesla Model Y Refresh Juniper 2025-2026 & Tesla Model…

    Elon Musk says Tesla is going to have ‘the most epic demo ever’, but we heard that before

    Elon Musk says Tesla is going to have ‘the most epic demo ever’, but we heard that before

    Nilight TPE Floor Mats for Tesla Model X 6 Seater 2022 2023 2024 2025 All Weather Custom…

    Nilight TPE Floor Mats for Tesla Model X 6 Seater 2022 2023 2024 2025 All Weather Custom…

    Fondwell NACS to CCS Charger Adapter: UL 2252 Safety Compliance Verified by SGS -…

    Fondwell NACS to CCS Charger Adapter: UL 2252 Safety Compliance Verified by SGS -…

    2 PCS Car Gear Shift Knob Cover, Cute Bow Handbrake Grip Cover, Shifter Stick Protective…

    2 PCS Car Gear Shift Knob Cover, Cute Bow Handbrake Grip Cover, Shifter Stick Protective…

    for Garmin GPS Car Mount Cup Holder Replacement 17mm Ball Mount with Adjustable Long Arm…

    for Garmin GPS Car Mount Cup Holder Replacement 17mm Ball Mount with Adjustable Long Arm…

    Upgrade Silicone Mat for 2025 Tesla Model 3 Highland Center Console Wireless Charging…

    Upgrade Silicone Mat for 2025 Tesla Model 3 Highland Center Console Wireless Charging…

    2025 Upgraded for Tesla Supercharger to CCS1 Charging Adapter Max 500A, 1000V- Fast…

    2025 Upgraded for Tesla Supercharger to CCS1 Charging Adapter Max 500A, 1000V- Fast…

    Splashproof Fenders Compatible with 2024-2025 Model 3 Highland, Vehicle Mud Protection,…

    Splashproof Fenders Compatible with 2024-2025 Model 3 Highland, Vehicle Mud Protection,…

  • UFO
    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

    Aliens Invade Earth!

    Aliens Invade Earth!

    UFO Tops – Light Ray Base – Metal Dock and Display Compatible with All Models – Cosmic Silver

    UFO Tops – Light Ray Base – Metal Dock and Display Compatible with All Models – Cosmic Silver

    UNBELIEVABLE ACCOUNTS OF ALIEN ABDUCTIONS | Ancient Aliens | #Shorts

    UNBELIEVABLE ACCOUNTS OF ALIEN ABDUCTIONS | Ancient Aliens | #Shorts

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 3)

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 3)

    Joe Rogan Demands PROOF of Aliens! (Shocking Podcast Moment)

    Joe Rogan Demands PROOF of Aliens! (Shocking Podcast Moment)

    Vintage Pug UFO Encounters – Funny UFO and Pug Selfie T-Shirt

    Vintage Pug UFO Encounters – Funny UFO and Pug Selfie T-Shirt

    Unbelievable Encounter with David Hogan Reveals MindBlowing Miracles

    Unbelievable Encounter with David Hogan Reveals MindBlowing Miracles

  • AI
    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

    Artificial Intelligence

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

  • Apple
    These fully working Mac emulators will waste hours of your day

    These fully working Mac emulators will waste hours of your day

    iOS 18.6 beta 3 and more available now, here’s what to expect

    iOS 18.6 beta 3 and more available now, here’s what to expect

    Here’s how iPhone 17 Pro will differentiate itself from previous iPhone models

    iPhone 17 Pro leak reveals brand new colors that could be coming

    Connect four 4K screens with OWC’s new Quad HDMI adapter

    Connect four 4K screens with OWC’s new Quad HDMI adapter

    Here are the 10 biggest shows in streaming this year, Apple TV+ included

    Here are the 10 biggest shows in streaming this year, Apple TV+ included

    Stop! Don’t plug that USB drive into your Mac until you read this

    Stop! Don’t plug that USB drive into your Mac until you read this

    Get Office 2021 for Mac without the monthly fee nonsense

    A better way to run Office on Mac — lifetime access for $60

    AirTag 2: Here’s what we’re expecting

    AirTag 2: Here’s what we’re expecting

    macOS Tahoe 26: All the new features in Messages

    macOS Tahoe 26: All the new features in Messages

  • 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
    Destiny 2 Armour 3.0: Stat changes and archetypes in Edge of Fate

    Destiny 2 Armour 3.0: Stat changes and archetypes in Edge of Fate

    Black Myth Wukong Chapter 4 Ending Cutscene

    Black Myth Wukong Chapter 4 Ending Cutscene

    Borderlands 4 is hiding more than 200 collectible Marcus bobbleheads in hard-to-reach places, and Randy Pitchford reckons ‘most players will never see any of them’

    Borderlands 4 is hiding more than 200 collectible Marcus bobbleheads in hard-to-reach places, and Randy Pitchford reckons ‘most players will never see any of them’

    Baldur's Gate 3 | Review

    Baldur's Gate 3 | Review

    Irem Collection Vol. 3 brings 3 Upgraded Retro Shoot ’em Ups to Xbox

    Irem Collection Vol. 3 brings 3 Upgraded Retro Shoot ’em Ups to Xbox

    The Legion Go S SteamOS is completing the Steam Deck’s mission to make handheld PC gaming genuinely convenient

    Leaked pricing suggests the ROG Xbox Ally X might be the most expensive Xbox console yet, which probably isn’t the award Microsoft is aiming for

    The Callisto Protocol review

    The Callisto Protocol review

    There’s another golden RTX 5090 made of over 1,000x more gold than the first, and I’m pleased to say it’s absolutely hideous

    There’s another golden RTX 5090 made of over 1,000x more gold than the first, and I’m pleased to say it’s absolutely hideous

    FORSPOKEN – Gameplay And Demo Review (PS5)

    FORSPOKEN – Gameplay And Demo Review (PS5)

  • 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
    Clay Mural wall art fish | diy 3d clay mural painting

    Clay Mural wall art fish | diy 3d clay mural painting

    Graphic Design Interview Question Answers | Graphic Design

    Graphic Design Interview Question Answers | Graphic Design

    “Reality is Relative” by Artist Serolod

    “Reality is Relative” by Artist Serolod

    TOP 13 YOUNG ULTRA-CONTEMPORARY ARTISTS YOU NEED TO KNOW

    TOP 13 YOUNG ULTRA-CONTEMPORARY ARTISTS YOU NEED TO KNOW

    Computer Art

    Computer Art

    Sahara Longe: The Other Side of the Mountain @ Arnolfini, Bristol, England

    Sahara Longe: The Other Side of the Mountain @ Arnolfini, Bristol, England

    Procreate Digital Illustration process video | Storytelling & Composition | Our Planet Week

    Procreate Digital Illustration process video | Storytelling & Composition | Our Planet Week

    What's the BEST Digital Art Pen to Draw With in 2025?

    What's the BEST Digital Art Pen to Draw With in 2025?

    Why Augmented Reality Will dominate the market

    Why Augmented Reality Will dominate the market

  • Tech Deals
    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

    Corsair SSD Mounting Bracket Kit 2.5″ to 3.5″ Drive Bay(Cssd-Brkt1), Black

    Corsair SSD Mounting Bracket Kit 2.5″ to 3.5″ Drive Bay(Cssd-Brkt1), Black

    EPOMAKER Click Gaming Mouse Wireless 2.4Ghz/Bluetooth/Type-C, 800 to 42,000 DPI…

    EPOMAKER Click Gaming Mouse Wireless 2.4Ghz/Bluetooth/Type-C, 800 to 42,000 DPI…

    Inland Seas Poly-Bio-Marine Poly Filter Pad, 12″ X 12″ Three Pack Bundle (3 Items)

    Inland Seas Poly-Bio-Marine Poly Filter Pad, 12″ X 12″ Three Pack Bundle (3 Items)

    Logitech G PRO X SUPERLIGHT Wireless Gaming Mouse, Ultra-Lightweight, HERO 25K Sensor,…

    Logitech G PRO X SUPERLIGHT Wireless Gaming Mouse, Ultra-Lightweight, HERO 25K Sensor,…

    Crucial X10 1TB Portable SSD, Up to 2,100MB/s, USB 3.2 USB-C, External Solid State…

    Crucial X10 1TB Portable SSD, Up to 2,100MB/s, USB 3.2 USB-C, External Solid State…

    Stratos Micro Gaming Desktop – NVD GeForce RTX 5080, Intel 14 Core i5-14600K…

    Stratos Micro Gaming Desktop – NVD GeForce RTX 5080, Intel 14 Core i5-14600K…

  • 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
    Armrest Console Organizer Tray for Tesla Model Y Refresh Juniper 2025-2026 & Tesla Model…

    Armrest Console Organizer Tray for Tesla Model Y Refresh Juniper 2025-2026 & Tesla Model…

    Elon Musk says Tesla is going to have ‘the most epic demo ever’, but we heard that before

    Elon Musk says Tesla is going to have ‘the most epic demo ever’, but we heard that before

    Nilight TPE Floor Mats for Tesla Model X 6 Seater 2022 2023 2024 2025 All Weather Custom…

    Nilight TPE Floor Mats for Tesla Model X 6 Seater 2022 2023 2024 2025 All Weather Custom…

    Fondwell NACS to CCS Charger Adapter: UL 2252 Safety Compliance Verified by SGS -…

    Fondwell NACS to CCS Charger Adapter: UL 2252 Safety Compliance Verified by SGS -…

    2 PCS Car Gear Shift Knob Cover, Cute Bow Handbrake Grip Cover, Shifter Stick Protective…

    2 PCS Car Gear Shift Knob Cover, Cute Bow Handbrake Grip Cover, Shifter Stick Protective…

    for Garmin GPS Car Mount Cup Holder Replacement 17mm Ball Mount with Adjustable Long Arm…

    for Garmin GPS Car Mount Cup Holder Replacement 17mm Ball Mount with Adjustable Long Arm…

    Upgrade Silicone Mat for 2025 Tesla Model 3 Highland Center Console Wireless Charging…

    Upgrade Silicone Mat for 2025 Tesla Model 3 Highland Center Console Wireless Charging…

    2025 Upgraded for Tesla Supercharger to CCS1 Charging Adapter Max 500A, 1000V- Fast…

    2025 Upgraded for Tesla Supercharger to CCS1 Charging Adapter Max 500A, 1000V- Fast…

    Splashproof Fenders Compatible with 2024-2025 Model 3 Highland, Vehicle Mud Protection,…

    Splashproof Fenders Compatible with 2024-2025 Model 3 Highland, Vehicle Mud Protection,…

  • UFO
    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

    Aliens Invade Earth!

    Aliens Invade Earth!

    UFO Tops – Light Ray Base – Metal Dock and Display Compatible with All Models – Cosmic Silver

    UFO Tops – Light Ray Base – Metal Dock and Display Compatible with All Models – Cosmic Silver

    UNBELIEVABLE ACCOUNTS OF ALIEN ABDUCTIONS | Ancient Aliens | #Shorts

    UNBELIEVABLE ACCOUNTS OF ALIEN ABDUCTIONS | Ancient Aliens | #Shorts

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 3)

    Space Theme Birthday Candle, Shiny Astronaut Number Candle Spaceship Outer Space Cake Topper Perfect Universe Rocket Spacecraft Cake Decorations and Party Favors(Number 3)

    Joe Rogan Demands PROOF of Aliens! (Shocking Podcast Moment)

    Joe Rogan Demands PROOF of Aliens! (Shocking Podcast Moment)

    Vintage Pug UFO Encounters – Funny UFO and Pug Selfie T-Shirt

    Vintage Pug UFO Encounters – Funny UFO and Pug Selfie T-Shirt

    Unbelievable Encounter with David Hogan Reveals MindBlowing Miracles

    Unbelievable Encounter with David Hogan Reveals MindBlowing Miracles

No Result
View All Result
Techcratic
No Result
View All Result
Home Hacker News

Why We Need Data Engineering Benchmarks for LLMs

Hacker News by Hacker News
November 30, 2024
in Hacker News
Reading Time: 8 mins read
129
A A
0

2024-11-30 19:41:00
structuredlabs.substack.com

Tools like Copilot and GPT-based copilots promise to reduce the repetitive burden of data engineering tasks, suggest code, and even debug complex pipelines. But how do we measure whether they’re actually good at this? Frankly, the industry is lagging behind when it comes to evaluation methods. While SWE-bench offers a framework for software engineering, data engineering is just left out—no tailored benchmarks, no precise way to gauge their effectiveness. It’s time to change that.

SWE-bench evaluates LLMs on real-world software engineering tasks by using GitHub issue–pull request pairs from popular repositories. It provides:

  1. Inputs: An issue description and the state of the codebase before the issue was resolved.

  2. Objective: The LLM generates a patch (code fix).

  3. Evaluation: Patches are tested against:

This setup evaluates an LLM’s ability to:

  • Understand code and requirements.

  • Fix bugs or implement features.

  • Maintain stability in the existing codebase.

While this works well for SWE, data engineering is fundamentally different:

  • The focus is on data rather than application logic.

  • Pipelines, not individual features, are the core unit of work.

  • Success is measured by the quality, reliability, and scalability of data workflows, not just correctness of code.

In short, software engineers may solve complicated problems, but data engineers solve complex systems-level problems involving constant data motion, quality maintenance, and continuous evolution. Treating these disciplines as equivalent is doing data engineering a disservice.

  • DE deals with raw, messy, and large-scale data that must be cleaned, transformed, and made accessible.

  • i.e. handling data quality, schema evolution, and compliance, not just code correctness.

  • Data engineers often use specialized tools like Apache Spark, Kafka, Airflow, and Snowflake, rather than general-purpose programming frameworks.

  • DE focuses on automating and orchestrating multi-step workflows, which requires understanding task dependencies, scheduling, and retries.

  • Edge-cases! DE must handle schema drift, missing values, malformed records, and outliers, which are rarely part of SWE workflows.

In essence, DE is less about writing application logic and more about making data usable, accessible, and reliable. Data engineers don’t just write code. They manage workflows that operate across multiple systems, handle changing requirements, and scale with data growth. A DE benchmark needs to reflect these realities.

The jobs-to-be-done in data engineering revolve around building and maintaining the infrastructure and pipelines that enable data-driven decision-making. Key JTBD include:

  • Data Ingestion. Extracting data from various sources (APIs, files, databases). Handling structured, semi-structured, and unstructured data.

  • Data Transformation. Cleaning, normalizing, and enriching data for analytics. Writing ETL/ELT pipelines.

  • Pipeline Orchestration. Automating multi-step workflows with tools like Airflow or Prefect. Scheduling tasks, managing dependencies, and ensuring retries.

  • Schema Management. Handling schema evolution and migrations without breaking downstream systems.

  • Data Quality and Validation. Implementing checks for missing, duplicate, or inconsistent data. Generating data quality reports.

  • Optimization and Scaling. Tuning pipelines for performance and cost efficiency.

  • Monitoring and Debugging. Adding logging, alerts, and metrics for proactive pipeline monitoring.

One might argue that text-to-SQL benchmarks are a step toward evaluating LLMs for data engineering tasks. While useful, text-to-SQL falls far short of the needs of DE benchmarks for several reasons:

  • Text-to-SQL only handles querying structured data. Data engineering is so much more: it involves transforming, orchestrating, and making sense of chaotic, mixed-format data.

  • Lack of Pipeline Context. DE isn’t more than single queries. it’s about creating end-to-end workflows that deliver business value.

  • Handling real-world problems like schema drift or malformed records

  • Data engineers work with Spark, Airflow, dbt—not just databases. Generating a SQL query is child’s play compared to orchestrating a complex Spark job across petabytes of data.

  • Reliability, scalability, and optimization are make-or-break factors for DE. These are entirely missed by simple SQL benchmarks.

In short, text-to-SQL is just one piece of the DE puzzle. Evaluating DE copilots requires a broader, pipeline-focused benchmark.

A DE-bench would simulate real-world DE workflows, evaluating LLMs on their ability to solve practical, pipeline-oriented problems. Here’s how it might look:

  1. Dataset Sources:

    • Use public datasets (e.g., NYC Taxi data, Kaggle datasets).

    • Generate synthetic data to simulate edge cases (e.g., missing values, schema drift).

  2. Task Categories:

    • Data Ingestion: Load raw data from APIs or files into a database or data lake.

    • Data Transformation: Normalize data formats, remove duplicates, and compute aggregates.

    • Pipeline Orchestration: Create an Airflow DAG for a multi-step ETL pipeline.

    • Schema Management: Migrate data between schemas safely.

  3. Evaluation:

    • Functional Correctness: Does the pipeline produce the expected output?

    • Edge Case Handling: Can the solution handle schema drift or malformed records?

    • Performance: Is the solution scalable and efficient?

    • Maintainability: Is the generated code modular and easy to debug?

  4. Automated Validation:

    • Use unit and integration tests to validate task outputs.

    • Monitor performance metrics (e.g., runtime, throughput).

  5. Output:

  1. For LLM Developers:

    • Identify gaps in current models for DE-specific tasks.

    • Drive improvements in handling schema evolution, edge cases, and real-time workflows.

  2. For Data Engineers:

  3. For Organizations:

A DE-bench would provide a structured, objective framework for assessing LLMs on real-world DE tasks, ensuring that these tools are reliable, efficient, and robust. It’s time we hold DE copilots to the same high standards as their SWE counterparts.

If this sounds interesting to you, would love to collaborate with you – shoot me an email amrutha@structuredlabs.com.


Keep your files stored safely and securely with the SanDisk 2TB Extreme Portable SSD. With over 69,505 ratings and an impressive 4.6 out of 5 stars, this product has been purchased over 8K+ times in the past month. At only $129.99, this Amazon’s Choice product is a must-have for secure file storage.

Help keep private content private with the included password protection featuring 256-bit AES hardware encryption. Order now for just $129.99 on Amazon!


Unlock unlimited streaming with a free Amazon Prime trial!
Sign up today!

Source Link

Support Techcratic

If you find value in Techcratic’s insights and articles, consider supporting us with Bitcoin. Your support helps me, as a solo operator, continue delivering high-quality content while managing all the technical aspects, from server maintenance to blog writing, future updates, and improvements. Support Innovation! Thank you.

Bitcoin Address:

bc1qlszw7elx2qahjwvaryh0tkgg8y68enw30gpvge

Please verify this address before sending funds.

Bitcoin QR Code

Simply scan the QR code below to support Techcratic.

Bitcoin QR code for donations

Please read the Privacy and Security Disclaimer on how Techcratic handles your support.

Disclaimer: As an Amazon Associate, Techcratic may earn from qualifying purchases.

Tags: Hacker News
Share162Share28ShareShare4ShareTweet101
Previous Post

Helldivers 2 composer almost gave up on orchestral scores before its monumental success

Next Post

Why I’m picking up these bargain-priced $7 240W USB-C cables for Cyber Monday

Hacker News

Hacker News

Stay updated with Hacker News, where technology meets entrepreneurial spirit. Get the latest on tech trends, startup news, and discussions from the tech community. Read the latest updates here at Techcratic.

Related Posts

Google is tracking you even when you use DuckDuckGo
Hacker News

Google is tracking you even when you use DuckDuckGo

July 14, 2025
1.3k
APKLab/APKLab: Android Reverse-Engineering Workbench for VS Code
Hacker News

APKLab/APKLab: Android Reverse-Engineering Workbench for VS Code

July 13, 2025
1.3k
GitHub – Exorust/TorchLeet: Leetcode for Pytorch
Hacker News

GitHub – Exorust/TorchLeet: Leetcode for Pytorch

July 13, 2025
1.3k
G7 agrees to exempt U.S. multinationals from global minimum tax
Hacker News

ISRO successfully conducts hot tests of Gaganyaan propulsion system

July 13, 2025
1.3k
Vibe-Coding a PCB – surprisingly good
Hacker News

Vibe-Coding a PCB – surprisingly good

July 12, 2025
1.3k
jtang613/GhidrAssistMCP: An MCP extension for Ghidra
Hacker News

jtang613/GhidrAssistMCP: An MCP extension for Ghidra

July 12, 2025
1.3k
Grok 4 Heavy won’t reveal its system prompt
Hacker News

Grok 4 Heavy won’t reveal its system prompt

July 12, 2025
1.3k
Maine police caught lying about using AI to alter drug bust photo
Hacker News

Maine police caught lying about using AI to alter drug bust photo

July 12, 2025
1.3k
Load More
Next Post
Why I’m picking up these bargain-priced $7 240W USB-C cables for Cyber Monday

Why I'm picking up these bargain-priced $7 240W USB-C cables for Cyber Monday

Your Tech Resources

  • 30 Second Tech ™
  • AI
  • App Zone ™
  • Apple
  • Ars Technica
  • CNET
  • ComputerWorld
  • Crypto News
  • Cybersecurity
  • Endgadget
  • Forbes
  • Fossbytes
  • Gaming
  • GeekWire
  • Gizmodo
  • Google News
  • Hacker News
  • Harvard Tech
  • I Like Cats ™
  • I Like Dogs ™
  • LifeHacker
  • MacRumors
  • Macworld
  • Mashable
  • Microsoft
  • MIT Tech
  • PC World
  • Photofocus
  • Physics
  • Random Tech
  • Retro Rewind ™
  • Robot Report
  • SiliconANGLE
  • SlashGear
  • Smartphone
  • StackSocial
  • Tech Art
  • Tech Careers
  • Tech Deals
  • Techcratic ™
  • TechCrunch
  • Techdirt
  • TechRepublic
  • Techs Got To Eat ™
  • TechSpot
  • Tesla
  • The Verge
  • TNW
  • Trusted Reviews
  • UFO
  • VentureBeat
  • Visual Capitalist
  • Wired
  • ZDNet

Tech News

  • 30 Second Tech ™
  • AI
  • Apple Insider
  • Ars Technica
  • CNET
  • ComputerWorld
  • Crypto News
  • Cybersecurity
  • Endgadget
  • ExtremeTech
  • Fossbytes
  • Gaming
  • GeekWire
  • Gizmodo

Tech News

  • Harvard Tech
  • MacRumors
  • Macworld
  • Mashable
  • Microsoft
  • MIT Tech
  • Physics
  • PC World
  • Random Tech
  • Retro Rewind ™
  • SiliconANGLE
  • SlashGear
  • Smartphone
  • StackSocial
  • Tech Careers

Tech News​

  • Tech Art
  • TechCrunch
  • Techdirt
  • TechRepublic
  • Techs Got To Eat ™
  • TechSpot
  • Tesla
  • The Verge
  • TNW
  • Trusted Reviews
  • UFO
  • VentureBeat
  • Visual Capitalist
  • Wired
  • ZDNet

Site Links

  • About Techcratic
  • Affiliate Disclaimer
  • Affiliate Link Policy
  • Contact Techcratic
  • Dealors Discount Store
  • Privacy and Security Disclaimer
  • Privacy Policy
  • RSS Feed
  • Site Map
  • Support Techcratic
  • Techcratic
  • Tech Deals
  • TOS
  • 𝕏
Click For A Secret Deal

3 US Banking Regulators Unite: Crypto Safekeeping Set for Major Bank Expansion

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

Study finds AI tools made open source software developers 19 percent slower

There won’t be a Samsung Galaxy S26+, new report claims

Google reveals plans to combine ChromeOS and Android

When Is the Home Run Derby 2025? Find Out When It Starts and How to Watch for Free

Techcratic – Your All In One Tech Hub
© 2020 – 2025
All Rights Reserved
∞

No Result
View All Result
  • 30 Second Tech ™
  • AI
  • App Zone ™
  • Apple
  • Ars Technica
  • CNET
  • Crypto News
  • Cybersecurity
  • Endgadget
  • Gaming
  • I Like Cats ™
  • I Like Dogs ™
  • MacRumors
  • Macworld
  • Tech Deals
  • Techcratic ™
  • Techs Got To Eat ™
  • Tesla
  • UFO
  • Wired