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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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Techcratic
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Home Hacker News

How to Setup QEMU Output to Console and Automate Using Shell Script

Hacker News by Hacker News
April 5, 2025
in Hacker News
Reading Time: 9 mins read
125
A A
0

2025-04-05 18:04:00
fadeevab.com

SSH. Expect. Named pipes. Input/output to the host terminal. Early boot messages.


  • Alexandr Fadeev
How to Setup QEMU Output to Console and Automate Using Shell Script

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While struggling to automate QEMU guest (communicate and control with the shell scripts), I faced a lot of incomplete, partially working solutions around the Internet. Now, I’ve got a pretty decent collection of working recipes to tune up a QEMU guest, so I decided to organize all that stuff here, and it could be definitely useful for anyone else. Each scenario has been tested on the binaries, links on which I put below in the annex: Binaries used in the examples, so you could check it out on your own.

  1. Input/output to the host terminal
  2. Early boot messages in the host terminal
  3. Input/output through a named pipe (file)
  4. Automate QEMU guest using expect tool
  5. Automate QEMU guest using ssh
  6. Binaries used in examples

-serial stdio

qemu-system-x86_64 -serial stdio wheezy.qcow2

qemu-serial-stdio-1

-serial stdio redirects the virtual serial port to the host’s terminal input/output. You will see a welcome string after a successful boot.

-nographic

qemu-system-x86_64 -nographic wheezy.qcow2

qemu-nographic

-nographic does the same as “-serial stdio” and also hides a QEMU’s graphical window.

Cautions:

  1. You will not see any early boot logs in the host’s console. To get them, see Early boot messages in the host terminal below.
  2. To exit the guest system without GUI, using stdio redirected to the terminal, login as a root (user: root, password: root) and shutdown the system (wait after that for a while):
    # Guest
    shutdown -h now
    

console=ttyS0

If you want to see early boot logs, you should pass console=ttyS0 parameter to a Linux kernel command line:

qemu-system-x86_64 -nographic -kernel vmlinuz -hda wheezy.img -append "root=/dev/sda console=ttyS0"

or

qemu-system-x86_64 -serial stdio -kernel vmlinuz -hda wheezy.img -append "root=/dev/sda console=ttyS0"

or

qemu-system-x86_64 -serial stdio wheezy.qcow2
 # 1. Wait for a GRUB menu to show.
 # 2. Press `e`.
 # 3. Find the line starting with "linux".
 # 4. Add "console=ttyS0".

qemu-system-x86_64 -serial stdio -kernel vmlinuz -hda wheezy.img -append “root=/dev/sda console=ttyS0”:
qemu-early-boot-logs-2

  • -serial stdio or -nographic redirects input/output to the current terminal.
  • -append “root=/dev/sda console=ttyS0”: console=ttyS0 forces the guest kernel to send output to the first UART serial port ttyS0, which is redirected to the host by the -serial stdio option, and root=/dev/sda points the kernel to use a /dev/sda device to load the wheezy.img.

Other options:

  • -kernel vmlinuz loads the kernel from the local “./vmlinuz” file.
  • -hda wheezy.img is a raw image which is suitable for booting with vmlinuz binary (wheezy.qcow2 won’t be recognized in the block device).

Create a named pipe

mkfifo /tmp/guest.in /tmp/guest.out

Start QEMU

qemu-system-x86_64 -serial pipe:/tmp/guest -kernel vmlinuz -hda wheezy.img -append "root=/dev/sda console=ttyS0"

-serial pipe:/tmp/guest redirects a guest’s output to a /tmp/guest.out and allows to send input from host to guest via /tmp/guest.in.

Take an output from the guest

cat /tmp/guest.out

Send a command to the guest

When login screen appears, send a login string:

printf "root\n" > /tmp/guest.in

Wait until some string

Wait until SSH Daemon starts.

while read line; do
  echo "${line}"
  if [[ ${line} == *"Secure Shell server: sshd"* ]]; then
    break;
  fi
done 

Install “expect” tool

sudo apt install expect

Create an expect script

example.exp:

#!/usr/bin/expect -f

# Wait enough (forever) until a long-time boot
set timeout -1

# Start the guest VM
spawn qemu-system-x86_64 -serial stdio wheezy.qcow2

expect "login: "
send "root\n"

expect "Password: "
send "root\n"

expect "# "
send "shutdown -h now"

Original script is found there: https://stacoverflow.com/questions/314613/qemu-guest-automation, but be careful, symbol of quotes “ (which is not a “) in the original stackoverflow answer cannot be recognized by the expect utility (send "root\n").

Execute “expect” script

chmod +x example.exp
./example.exp

Set up port forwarding

qemu-system-x86_64 -netdev user,id=net0,hostfwd=tcp::10022-:22 -device e1000,netdev=net0 wheezy.qcow2

Connect via ssh

ssh root@localhost -p 10022 'uptime; ls; echo Test;'

Troubleshooting

  1. QEMU guest has to be able to recognize a network card device (NIC, Network Interface Card): -netdev user,id=net0 -device e1000,netdev=net0.
    # Without port forwarding
    qemu-system-x86_64 -netdev user,id=net0 -device e1000,netdev=net0 wheezy.qcow2
    
  2. Boot and check that the new interface has appeared on the guest system:
    # Guest
    ifconfig -a
    

    Linux kernel on the guest must support a network card emulated by QEMU. In the opposite case the guest won’t get a new Ethernet interface. After booting you should find “eth0” (running broadcast device, not loopback) on the guest. It depends solely on the guest Linux kernel and on the kernel modules.

  3. Check the 10022 port on the host:
    # Host
    netstat -tanp | grep 10022
       tcp  0  0 0.0.0.0:10022   0.0.0.0:*  LISTEN  16589/qemu-system-x
    
  4. Check the 22 port on the guest:
    # Guest
    netstat -tanp | grep 22
        tcp  0  0 0.0.0.0:22      0.0.0.0:*  LISTEN  2430/sshd
    
  5. You can forward telnet port 23 and verify the connection:
    qemu-system-x86_64 -netdev user,id=net0,hostfwd=tcp::10023-:23 -device e1000,netdev=net0 wheezy.qcow2
    
    1. Guest (server):
      # Guest
      nc -v -l -p 23
          Listening on [0.0.0.0] (family 0, port 23)
      
    2. Host (client):
      # Host
      echo asdf | nc localhost 10023
      

Establish passwordless login via ssh

  1. Generate host SSH keys:
    # Host
    ssh-keygen -b 2048 -t rsa -q -N "" -f ./qemukey
    
  2. Set up a public key to the guest as a trusted (authorized) key.
    1. Via ssh-copy-id
    2. Manually
  3. Fix the /etc/ssh/sshd_config on the guest:
    PasswordAuthentication no
    PermitRootLogin without-password
    
  4. Restart SSH daemon on the guest:
    # Guest
    /etc/init.d/ssh restart
    
  5. Connect via ssh:
    # Host
    ssh root@localhost -p 10022 -i ./qemukey
    

    Viola! You don’t need the password and you can automate the remote QEMU guest.


  1. wheezy.qcow2 (i386): bootable Debian “Wheezy” image a QEMU copy-on-write format. Login/password: “root”/”root”, and “user”/”user”.
    wget https://people.debian.org/~aurel32/qemu/i386/debian_wheezy_i386_standard.qcow2 -O wheezy.qcow2
    
  2. wheezy.img (i386): non-bootable Debian “Wheezy” image (without kernel) to use with own kernel (-kernel vmlinuz).
    wget https://storage.googleapis.com/syzkaller/wheezy.img
    
  3. vmlinuz (i386): compressed bootable Linux kernel. Options:
    1. Build from the scratch: Build Android Kernel and Run on QEMU with Minimal Environment: Step by Step.
    2. Download from Ubuntu repository (WARNING! Port forwarding will NOT work):
      wget http://security.ubuntu.com/ubuntu/pool/main/l/linux-signed-azure/linux-image-4.15.0-1036-azure_4.15.0-1036.38~14.04.2_amd64.deb
      ar x linux-image-4.15.0-1036-azure_4.15.0-1036.38~14.04.2_amd64.deb
      tar xf data.tar.xz ./boot/vmlinuz-4.15.0-1036-azure
      cp ./boot/vmlinuz-4.15.0-1036-azure ./vmlinuz
      
    3. You can try your host’s linux kernel passing one to the QEMU guest (WARNING! You could have problems either with port forwarding, or with a block device):
      sudo cp /boot/vmlinuz-$(uname -r) ./
      

    WARNING! Ubuntu’s vmlinuz doesn’t contain drivers for QEMU emulated network card devices (NIC). Debian’s vmlinuz doesn’t have prebuilt drivers to load a raw image from /dev/sda device.

Source Link


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