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  • AI
    Artificial Intelligence

    Monitor Amazon Bedrock batch inference using Amazon CloudWatch metrics

    Artificial Intelligence

    A Gentle Introduction to vLLM for Serving

    Artificial Intelligence

    5 Tips for Building Useful Streamlit Dashboards in Minutes

    Artificial Intelligence

    Unified multimodal access layer for Quora’s Poe using Amazon Bedrock

    Artificial Intelligence

    5 Strategic Steps to a Seamless AI Integration

    Artificial Intelligence

    Streamline access to ISO-rating content changes with Verisk rating insights and Amazon…

    Artificial Intelligence

    How msg enhanced HR workforce transformation with Amazon Bedrock and msg.ProfileMap

    Artificial Intelligence

    Unlock model insights with log probability support for Amazon Bedrock Custom Model…

    Artificial Intelligence

    5 Tips for Building Optimized Hugging Face Transformer Pipelines

  • Apple
    Apple is reportedly exploring 5G cellular for Vision Pro, and that’s a great thing

    Apple spotted filming in 3D at iPhone 17 launch

    Anker debuts three new charging essentials for iPhone 17, iPhone Air, and more

    Anker debuts three new charging essentials for iPhone 17, iPhone Air, and more

    Chrome is Google’s first iPhone app with Liquid Glass

    Chrome is Google’s first iPhone app with Liquid Glass

    Three great MagSafe battery bank options for your iPhone 17, iPhone Air, and more

    Three great MagSafe battery bank options for your iPhone 17, iPhone Air, and more

    Repair YouTuber attempts to upgrade iPhone 17 Pro Max to 2TB of storage on launch day

    Repair YouTuber attempts to upgrade iPhone 17 Pro Max to 2TB of storage on launch day

    Five upgrades to look forward to with the rumored MacBook Pro ‘overhaul’ next year

    Five upgrades to look forward to with the rumored MacBook Pro ‘overhaul’ next year

    Apple @ Work Podcast: Streamlining patch management for macOS

    Apple @ Work: AI driven phishing scams show why identity security must be a priority for Apple fleets

    Amazon now offering first cash discount on Apple’s brand new AirPods Pro 3

    Amazon now offering first cash discount on Apple’s brand new AirPods Pro 3

    iPhone Air bend test affirms Apple’s claim of most durable iPhone ever, front glass scratch resistance also impresses

    iPhone Air bend test affirms Apple’s claim of most durable iPhone ever, front glass scratch resistance also impresses

  • Crypto
    Dual-Listed ZOOZ Power Commits to Bitcoin Treasury in Bold Strategic Shift

    Dual-Listed ZOOZ Power Commits to Bitcoin Treasury in Bold Strategic Shift

    Senate Democrats Urge Bipartisan Action on Digital Asset Market Regulation

    Senate Democrats Urge Bipartisan Action on Digital Asset Market Regulation

    Ripple Positions RLUSD as Compliance-First Stablecoin for Institutional Use

    Ripple Positions RLUSD as Compliance-First Stablecoin for Institutional Use

    Coinshares: Fed’s Trim Lands Softly; Bitcoin Stays Flat and Volatility Tightens

    Coinshares: Fed’s Trim Lands Softly; Bitcoin Stays Flat and Volatility Tightens

    Crypto Rollercoaster: Fed Rate Cut Sparks Mixed Moves Across Bitcoin and Altcoins

    Crypto Rollercoaster: Fed Rate Cut Sparks Mixed Moves Across Bitcoin and Altcoins

    Ethereum Liquid Staking Shake-Up: $268M Outflow Hits LSPs

    Ethereum Liquid Staking Shake-Up: $268M Outflow Hits LSPs

    GENIUS Act Plumbing: US Treasury Seeks Public Input on Stablecoin Guardrails

    GENIUS Act Plumbing: US Treasury Seeks Public Input on Stablecoin Guardrails

    Bitgo Files for US IPO, Aims for NYSE Listing Under ‘BTGO’

    Bitgo Files for US IPO, Aims for NYSE Listing Under ‘BTGO’

    From Mempool Hunters to Math Proofs: Grvt’s $19M Onchain Play

    From Mempool Hunters to Math Proofs: Grvt’s $19M Onchain Play

  • Gaming
    Blox Fruits FINALLY RELEASED THE TEASER! Update Trailer (BIG NEWS)

    Blox Fruits FINALLY RELEASED THE TEASER! Update Trailer (BIG NEWS)

    PETAPETA – Level 6 – Solo (Full Walkthrough) | Roblox

    PETAPETA – Level 6 – Solo (Full Walkthrough) | Roblox

    Iron Harvest Single-Player Review

    Iron Harvest Single-Player Review

    Shelter of SURSUR [Remastered] V2.0 : mascot horror gameplay walkthrough

    Shelter of SURSUR [Remastered] V2.0 : mascot horror gameplay walkthrough

    The Fellowship of the Ring: Trick-Taking Game review (review copy provided)

    The Fellowship of the Ring: Trick-Taking Game review (review copy provided)

    Mario and Donkey Kong: Minis on the Move – Review

    Mario and Donkey Kong: Minis on the Move – Review

    Tikus Pengkhianat Menjebak Beruang – Super Bear Adventure Gameplay Walkthrough

    Tikus Pengkhianat Menjebak Beruang – Super Bear Adventure Gameplay Walkthrough

    Hot Wheels Unleashed Review

    Hot Wheels Unleashed Review

    Honest Game Trailers | Devil May Cry 5

    Honest Game Trailers | Devil May Cry 5

  • Retro Rewind
    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    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

  • Tech Art
    LET’S DOODLE – ROXANNE (DRAW LIKE A DISNEY ANIMATOR, EASY!) #MickyMouse #Disney #Draw #Roxanne

    LET’S DOODLE – ROXANNE (DRAW LIKE A DISNEY ANIMATOR, EASY!) #MickyMouse #Disney #Draw #Roxanne

    Lets Make A Mixed Media Journaling Card – With Kerry

    Lets Make A Mixed Media Journaling Card – With Kerry

    #gentlejournaling  gently creating Mixed media art cards no pressure

    #gentlejournaling gently creating Mixed media art cards no pressure

    Types of Tablets for Digital drawing / writing / educational videos || Wacom alternatives 2020

    Types of Tablets for Digital drawing / writing / educational videos || Wacom alternatives 2020

    Off the Sprue | AK Interactive Real Colors Markers

    Off the Sprue | AK Interactive Real Colors Markers

    DnD Dwarf Monk Miniature Sculpture Timelapse – Blender

    DnD Dwarf Monk Miniature Sculpture Timelapse – Blender

    COMO DIBUJAR UNA DONA PIXEL ART – PIXELADOS

    COMO DIBUJAR UNA DONA PIXEL ART – PIXELADOS

    Generative art  | TouchDesigner

    Generative art | TouchDesigner

    A Rogue Idea

    A Rogue Idea

  • Tech Deals
    GTRACING Gaming Chair with Footrest, High Back Computer Chair Ergonomic Game Desk Chair…

    GTRACING Gaming Chair with Footrest, High Back Computer Chair Ergonomic Game Desk Chair…

    Skytech Azure Gaming PC Desktop, Ryzen 7 5700 3.7 GHz (4.6GHz Turbo), NVIDIA RTX 5060…

    Skytech Azure Gaming PC Desktop, Ryzen 7 5700 3.7 GHz (4.6GHz Turbo), NVIDIA RTX 5060…

    Super Smash Bros. – Nintendo Wii U (Renewed)

    Super Smash Bros. – Nintendo Wii U (Renewed)

    Asmodee Project L – A Tile-Matching Brain Burner with Multi-Layered Puzzles! Strategy…

    Asmodee Project L – A Tile-Matching Brain Burner with Multi-Layered Puzzles! Strategy…

    Burnout Paradise – Playstation 3 (Renewed)

    Burnout Paradise – Playstation 3 (Renewed)

    Fantasy Flight Games Arkham Horror The Card Game Nathaniel Cho Starter Deck – Unleash…

    Fantasy Flight Games Arkham Horror The Card Game Nathaniel Cho Starter Deck – Unleash…

    6 Pieces Flying Miniatures Acrylic Display Stand Flying Miniatures Combat Riser Round…

    6 Pieces Flying Miniatures Acrylic Display Stand Flying Miniatures Combat Riser Round…

    Vantec Multi-Purpose Monitor Stand (MST-20), Gray

    Vantec Multi-Purpose Monitor Stand (MST-20), Gray

    StarTech.com Dual-Laptop USB-C KVM Docking Station, Dual Monitor 4K 60Hz DisplayPort…

    StarTech.com Dual-Laptop USB-C KVM Docking Station, Dual Monitor 4K 60Hz DisplayPort…

  • Techs Got To Eat
    Spicy Chickpea Shakshuka Mug: 5-Minute Vegetarian Fuel

    Spicy Chickpea Shakshuka Mug: 5-Minute Vegetarian Fuel

    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

  • Tesla
    2025 Upgraded for Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V Fast Charge…

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

    REEVAA 2025 Upgraded HEPA Tesla Model 3 Cabin Air Filter | 2 Pack Premium Activated…

    REEVAA 2025 Upgraded HEPA Tesla Model 3 Cabin Air Filter | 2 Pack Premium Activated…

    J1772 to Tesla Charger Adapter, Max 80A 280V Fast Charging for Tesla Model…

    J1772 to Tesla Charger Adapter, Max 80A 280V Fast Charging for Tesla Model…

    Car Front Seat Bottom Cover, Breathable Anti Slip Auto Frontseat Cushion Mat with…

    Car Front Seat Bottom Cover, Breathable Anti Slip Auto Frontseat Cushion Mat with…

    Hacker reveals details of Tesla’s upcoming stripped-down Model Y

    Hacker reveals details of Tesla’s upcoming stripped-down Model Y

    Bling Rhinestone Car Dashboard Mat, Anti-Slip Auto Dash Tray, Strong Gripping Vehicle…

    Bling Rhinestone Car Dashboard Mat, Anti-Slip Auto Dash Tray, Strong Gripping Vehicle…

    Tesla Cybertruck Center Console Organizer – Behind Screen Storage Box, Washable &…

    Tesla Cybertruck Center Console Organizer – Behind Screen Storage Box, Washable &…

    Hideable Under Screen Storage Organizer Compatible with Tesla Model Y Juniper 2025…

    Hideable Under Screen Storage Organizer Compatible with Tesla Model Y Juniper 2025…

    Car Booster Seat Cushion Raise The Height for Short People Driving Hip (Tailbone) and…

    Car Booster Seat Cushion Raise The Height for Short People Driving Hip (Tailbone) and…

  • UFO
    UFO – Too hot to handle

    UFO – Too hot to handle

    74PCS Space Slap Bracelets&Stickers Outer Space Theme 24PCS Slap Bracelets 50PCS Stickers Party Favors Basket Bag Filler School Prizes Gifts Party Favors Bulk

    74PCS Space Slap Bracelets&Stickers Outer Space Theme 24PCS Slap Bracelets 50PCS Stickers Party Favors Basket Bag Filler School Prizes Gifts Party Favors Bulk

    Do Alien and Blade Runner Exist in the Same Universe? – Theory

    Do Alien and Blade Runner Exist in the Same Universe? – Theory

    Alien Craft? Shocking Evidence & Sightings Revealed!

    Alien Craft? Shocking Evidence & Sightings Revealed!

    GPS Drone with Camera 4.5″ LCD Screen Remote Control, FPV Drones with Professional with Auto Return Follow Me for Adult Beginner, GPS Brushless Drone Long Range Circle Fly,Carrying Case,32G SD Card

    GPS Drone with Camera 4.5″ LCD Screen Remote Control, FPV Drones with Professional with Auto Return Follow Me for Adult Beginner, GPS Brushless Drone Long Range Circle Fly,Carrying Case,32G SD Card

    CINA CARI ALIEN DI BULAN #faktaluarangkasa #planet #astronomi #space #feedshorts

    CINA CARI ALIEN DI BULAN #faktaluarangkasa #planet #astronomi #space #feedshorts

    Mini 4 Pro/Mini 3 Pro/Mini 3 Propellers LED Lights Replacement Prop Blades Low Noise Accessories for DJI Mini 3/4 Series Fly More Combo Plus Drone (2 Pairs)

    Mini 4 Pro/Mini 3 Pro/Mini 3 Propellers LED Lights Replacement Prop Blades Low Noise Accessories for DJI Mini 3/4 Series Fly More Combo Plus Drone (2 Pairs)

    No Heavy Petting 2023

    No Heavy Petting 2023

    Earth’s Hidden War with Aliens – Patrick Jackson – DEBRIEFED ep. 53

    Earth’s Hidden War with Aliens – Patrick Jackson – DEBRIEFED ep. 53

  • AI
    Artificial Intelligence

    Monitor Amazon Bedrock batch inference using Amazon CloudWatch metrics

    Artificial Intelligence

    A Gentle Introduction to vLLM for Serving

    Artificial Intelligence

    5 Tips for Building Useful Streamlit Dashboards in Minutes

    Artificial Intelligence

    Unified multimodal access layer for Quora’s Poe using Amazon Bedrock

    Artificial Intelligence

    5 Strategic Steps to a Seamless AI Integration

    Artificial Intelligence

    Streamline access to ISO-rating content changes with Verisk rating insights and Amazon…

    Artificial Intelligence

    How msg enhanced HR workforce transformation with Amazon Bedrock and msg.ProfileMap

    Artificial Intelligence

    Unlock model insights with log probability support for Amazon Bedrock Custom Model…

    Artificial Intelligence

    5 Tips for Building Optimized Hugging Face Transformer Pipelines

  • Apple
    Apple is reportedly exploring 5G cellular for Vision Pro, and that’s a great thing

    Apple spotted filming in 3D at iPhone 17 launch

    Anker debuts three new charging essentials for iPhone 17, iPhone Air, and more

    Anker debuts three new charging essentials for iPhone 17, iPhone Air, and more

    Chrome is Google’s first iPhone app with Liquid Glass

    Chrome is Google’s first iPhone app with Liquid Glass

    Three great MagSafe battery bank options for your iPhone 17, iPhone Air, and more

    Three great MagSafe battery bank options for your iPhone 17, iPhone Air, and more

    Repair YouTuber attempts to upgrade iPhone 17 Pro Max to 2TB of storage on launch day

    Repair YouTuber attempts to upgrade iPhone 17 Pro Max to 2TB of storage on launch day

    Five upgrades to look forward to with the rumored MacBook Pro ‘overhaul’ next year

    Five upgrades to look forward to with the rumored MacBook Pro ‘overhaul’ next year

    Apple @ Work Podcast: Streamlining patch management for macOS

    Apple @ Work: AI driven phishing scams show why identity security must be a priority for Apple fleets

    Amazon now offering first cash discount on Apple’s brand new AirPods Pro 3

    Amazon now offering first cash discount on Apple’s brand new AirPods Pro 3

    iPhone Air bend test affirms Apple’s claim of most durable iPhone ever, front glass scratch resistance also impresses

    iPhone Air bend test affirms Apple’s claim of most durable iPhone ever, front glass scratch resistance also impresses

  • Crypto
    Dual-Listed ZOOZ Power Commits to Bitcoin Treasury in Bold Strategic Shift

    Dual-Listed ZOOZ Power Commits to Bitcoin Treasury in Bold Strategic Shift

    Senate Democrats Urge Bipartisan Action on Digital Asset Market Regulation

    Senate Democrats Urge Bipartisan Action on Digital Asset Market Regulation

    Ripple Positions RLUSD as Compliance-First Stablecoin for Institutional Use

    Ripple Positions RLUSD as Compliance-First Stablecoin for Institutional Use

    Coinshares: Fed’s Trim Lands Softly; Bitcoin Stays Flat and Volatility Tightens

    Coinshares: Fed’s Trim Lands Softly; Bitcoin Stays Flat and Volatility Tightens

    Crypto Rollercoaster: Fed Rate Cut Sparks Mixed Moves Across Bitcoin and Altcoins

    Crypto Rollercoaster: Fed Rate Cut Sparks Mixed Moves Across Bitcoin and Altcoins

    Ethereum Liquid Staking Shake-Up: $268M Outflow Hits LSPs

    Ethereum Liquid Staking Shake-Up: $268M Outflow Hits LSPs

    GENIUS Act Plumbing: US Treasury Seeks Public Input on Stablecoin Guardrails

    GENIUS Act Plumbing: US Treasury Seeks Public Input on Stablecoin Guardrails

    Bitgo Files for US IPO, Aims for NYSE Listing Under ‘BTGO’

    Bitgo Files for US IPO, Aims for NYSE Listing Under ‘BTGO’

    From Mempool Hunters to Math Proofs: Grvt’s $19M Onchain Play

    From Mempool Hunters to Math Proofs: Grvt’s $19M Onchain Play

  • Gaming
    Blox Fruits FINALLY RELEASED THE TEASER! Update Trailer (BIG NEWS)

    Blox Fruits FINALLY RELEASED THE TEASER! Update Trailer (BIG NEWS)

    PETAPETA – Level 6 – Solo (Full Walkthrough) | Roblox

    PETAPETA – Level 6 – Solo (Full Walkthrough) | Roblox

    Iron Harvest Single-Player Review

    Iron Harvest Single-Player Review

    Shelter of SURSUR [Remastered] V2.0 : mascot horror gameplay walkthrough

    Shelter of SURSUR [Remastered] V2.0 : mascot horror gameplay walkthrough

    The Fellowship of the Ring: Trick-Taking Game review (review copy provided)

    The Fellowship of the Ring: Trick-Taking Game review (review copy provided)

    Mario and Donkey Kong: Minis on the Move – Review

    Mario and Donkey Kong: Minis on the Move – Review

    Tikus Pengkhianat Menjebak Beruang – Super Bear Adventure Gameplay Walkthrough

    Tikus Pengkhianat Menjebak Beruang – Super Bear Adventure Gameplay Walkthrough

    Hot Wheels Unleashed Review

    Hot Wheels Unleashed Review

    Honest Game Trailers | Devil May Cry 5

    Honest Game Trailers | Devil May Cry 5

  • Retro Rewind
    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Game Players Issue 80 Magazine January 1996

    Retro Rewind: Video Game Trader Winter 2014

    Retro Rewind: Video Game Trader Winter 2014

    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

  • Tech Art
    LET’S DOODLE – ROXANNE (DRAW LIKE A DISNEY ANIMATOR, EASY!) #MickyMouse #Disney #Draw #Roxanne

    LET’S DOODLE – ROXANNE (DRAW LIKE A DISNEY ANIMATOR, EASY!) #MickyMouse #Disney #Draw #Roxanne

    Lets Make A Mixed Media Journaling Card – With Kerry

    Lets Make A Mixed Media Journaling Card – With Kerry

    #gentlejournaling  gently creating Mixed media art cards no pressure

    #gentlejournaling gently creating Mixed media art cards no pressure

    Types of Tablets for Digital drawing / writing / educational videos || Wacom alternatives 2020

    Types of Tablets for Digital drawing / writing / educational videos || Wacom alternatives 2020

    Off the Sprue | AK Interactive Real Colors Markers

    Off the Sprue | AK Interactive Real Colors Markers

    DnD Dwarf Monk Miniature Sculpture Timelapse – Blender

    DnD Dwarf Monk Miniature Sculpture Timelapse – Blender

    COMO DIBUJAR UNA DONA PIXEL ART – PIXELADOS

    COMO DIBUJAR UNA DONA PIXEL ART – PIXELADOS

    Generative art  | TouchDesigner

    Generative art | TouchDesigner

    A Rogue Idea

    A Rogue Idea

  • Tech Deals
    GTRACING Gaming Chair with Footrest, High Back Computer Chair Ergonomic Game Desk Chair…

    GTRACING Gaming Chair with Footrest, High Back Computer Chair Ergonomic Game Desk Chair…

    Skytech Azure Gaming PC Desktop, Ryzen 7 5700 3.7 GHz (4.6GHz Turbo), NVIDIA RTX 5060…

    Skytech Azure Gaming PC Desktop, Ryzen 7 5700 3.7 GHz (4.6GHz Turbo), NVIDIA RTX 5060…

    Super Smash Bros. – Nintendo Wii U (Renewed)

    Super Smash Bros. – Nintendo Wii U (Renewed)

    Asmodee Project L – A Tile-Matching Brain Burner with Multi-Layered Puzzles! Strategy…

    Asmodee Project L – A Tile-Matching Brain Burner with Multi-Layered Puzzles! Strategy…

    Burnout Paradise – Playstation 3 (Renewed)

    Burnout Paradise – Playstation 3 (Renewed)

    Fantasy Flight Games Arkham Horror The Card Game Nathaniel Cho Starter Deck – Unleash…

    Fantasy Flight Games Arkham Horror The Card Game Nathaniel Cho Starter Deck – Unleash…

    6 Pieces Flying Miniatures Acrylic Display Stand Flying Miniatures Combat Riser Round…

    6 Pieces Flying Miniatures Acrylic Display Stand Flying Miniatures Combat Riser Round…

    Vantec Multi-Purpose Monitor Stand (MST-20), Gray

    Vantec Multi-Purpose Monitor Stand (MST-20), Gray

    StarTech.com Dual-Laptop USB-C KVM Docking Station, Dual Monitor 4K 60Hz DisplayPort…

    StarTech.com Dual-Laptop USB-C KVM Docking Station, Dual Monitor 4K 60Hz DisplayPort…

  • Techs Got To Eat
    Spicy Chickpea Shakshuka Mug: 5-Minute Vegetarian Fuel

    Spicy Chickpea Shakshuka Mug: 5-Minute Vegetarian Fuel

    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

  • Tesla
    2025 Upgraded for Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V Fast Charge…

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

    REEVAA 2025 Upgraded HEPA Tesla Model 3 Cabin Air Filter | 2 Pack Premium Activated…

    REEVAA 2025 Upgraded HEPA Tesla Model 3 Cabin Air Filter | 2 Pack Premium Activated…

    J1772 to Tesla Charger Adapter, Max 80A 280V Fast Charging for Tesla Model…

    J1772 to Tesla Charger Adapter, Max 80A 280V Fast Charging for Tesla Model…

    Car Front Seat Bottom Cover, Breathable Anti Slip Auto Frontseat Cushion Mat with…

    Car Front Seat Bottom Cover, Breathable Anti Slip Auto Frontseat Cushion Mat with…

    Hacker reveals details of Tesla’s upcoming stripped-down Model Y

    Hacker reveals details of Tesla’s upcoming stripped-down Model Y

    Bling Rhinestone Car Dashboard Mat, Anti-Slip Auto Dash Tray, Strong Gripping Vehicle…

    Bling Rhinestone Car Dashboard Mat, Anti-Slip Auto Dash Tray, Strong Gripping Vehicle…

    Tesla Cybertruck Center Console Organizer – Behind Screen Storage Box, Washable &…

    Tesla Cybertruck Center Console Organizer – Behind Screen Storage Box, Washable &…

    Hideable Under Screen Storage Organizer Compatible with Tesla Model Y Juniper 2025…

    Hideable Under Screen Storage Organizer Compatible with Tesla Model Y Juniper 2025…

    Car Booster Seat Cushion Raise The Height for Short People Driving Hip (Tailbone) and…

    Car Booster Seat Cushion Raise The Height for Short People Driving Hip (Tailbone) and…

  • UFO
    UFO – Too hot to handle

    UFO – Too hot to handle

    74PCS Space Slap Bracelets&Stickers Outer Space Theme 24PCS Slap Bracelets 50PCS Stickers Party Favors Basket Bag Filler School Prizes Gifts Party Favors Bulk

    74PCS Space Slap Bracelets&Stickers Outer Space Theme 24PCS Slap Bracelets 50PCS Stickers Party Favors Basket Bag Filler School Prizes Gifts Party Favors Bulk

    Do Alien and Blade Runner Exist in the Same Universe? – Theory

    Do Alien and Blade Runner Exist in the Same Universe? – Theory

    Alien Craft? Shocking Evidence & Sightings Revealed!

    Alien Craft? Shocking Evidence & Sightings Revealed!

    GPS Drone with Camera 4.5″ LCD Screen Remote Control, FPV Drones with Professional with Auto Return Follow Me for Adult Beginner, GPS Brushless Drone Long Range Circle Fly,Carrying Case,32G SD Card

    GPS Drone with Camera 4.5″ LCD Screen Remote Control, FPV Drones with Professional with Auto Return Follow Me for Adult Beginner, GPS Brushless Drone Long Range Circle Fly,Carrying Case,32G SD Card

    CINA CARI ALIEN DI BULAN #faktaluarangkasa #planet #astronomi #space #feedshorts

    CINA CARI ALIEN DI BULAN #faktaluarangkasa #planet #astronomi #space #feedshorts

    Mini 4 Pro/Mini 3 Pro/Mini 3 Propellers LED Lights Replacement Prop Blades Low Noise Accessories for DJI Mini 3/4 Series Fly More Combo Plus Drone (2 Pairs)

    Mini 4 Pro/Mini 3 Pro/Mini 3 Propellers LED Lights Replacement Prop Blades Low Noise Accessories for DJI Mini 3/4 Series Fly More Combo Plus Drone (2 Pairs)

    No Heavy Petting 2023

    No Heavy Petting 2023

    Earth’s Hidden War with Aliens – Patrick Jackson – DEBRIEFED ep. 53

    Earth’s Hidden War with Aliens – Patrick Jackson – DEBRIEFED ep. 53

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Home Hacker News

Bazel and glibc versions – by Julio Merino

Hacker News by Hacker News
September 20, 2025
in Hacker News
Reading Time: 17 mins read
121
A A
0

2025-09-20 18:22:00
blogsystem5.substack.com

Imagine this scenario: your team uses Bazel for fast, distributed C++ builds. A developer builds a change on their workstation, all tests pass, and the change is merged. The CI system picks it up, gets a cache hit from the developer’s build, and produces a release artifact. Everything looks green. But when you deploy to production, the service crashes with a mysterious error: version 'GLIBC_2.28' not found. What went wrong?

The answer lies in the subtle but dangerous interaction between Bazel’s caching, remote execution, and differing glibc versions across your fleet. In previous posts in this series, I’ve covered the fundamentals of action non-determinism, remote caching, and execution execution. Now, finally, we’ll build on those to tackle this specific problem.

This article dives deep into how glibc versions can break build reproducibility and presents several ways to fix it—from an interesting hack (which spawned this whole series) to the ultimate, most robust solution.

Suppose you have a pretty standard (corporate?) development environment like the following:

  • Developer workstations (WS). This is where Bazel runs during daily development, and Bazel can execute build actions both locally and remotely.

  • A CI system. This is a distributed cluster of machines that run jobs, including PR merge validation and production release builds. These jobs execute Bazel too, who in turn executes build actions both locally and remotely.

  • The remote execution (RE) system. This is a distributed cluster of worker machines that execute individual Bazel build actions remotely. The key components we want to focus on today are the AC, the CAS, and the workers—all of which I covered in detail in the previous two articles.

  • The production environment (PROD). This is where you deploy binary artifacts to serve your users. No build actions run here.

All of the systems above run some version of Linux, and it is tempting to wish to keep such version in sync across them all. The reasons would include keeping operations simpler and ensuring that build actions can run consistently no matter where they are executed.

However, this wish is misguided and plain impossible. It is misguided because you may not want to run the same Linux distribution on all three environments: after all, the desktop distribution you run on WS may not be the best choice for RE workers, CI nodes, nor production. And it is plain impossible because, even if you aligned versions to the dot, you would need to take upgrades at some point: distributed upgrades must be rolled out over a period of time (weeks or even months) for reliability, so you’d have to deal with version skew anyway.

To make matters more complicated, the remote AC is writable from all of WS, CI, and RE to maximize Bazel cache hits and optimize build times. This goes against best security practices (so there are mitigations in place to protect PROD), but it’s a necessity to support an ongoing onboarding into Bazel and RE.

The question becomes: can the Linux version skew among all machines involved cause problems with remote caching?

It sure can because C and C++ build actions tend to pick up system-level dependencies in a way that Bazel is unaware of (by default), and those influence the output the actions produce. Here, look at this:

$ nm prod-binary | grep GLIBC_2.28
        U mtx_init@@GLIBC_2.28
$ █

The version of glibc leaks into binaries and this is invisible to Bazel’s C/C++ action keys. glibc versions its symbols to provide runtime backwards compatibility when their internal details change, and this means that binaries built against newer glibc versions may not run on systems with older glibc versions.

How is this a problem though? Let’s take a look by making the problem specific. Consider the following environment:

In this environment, developers run Bazel in WS for their day-to-day work, and CI-1 runs Bazel to support development flows (PR merge-time checks) and to produce binaries for PROD. CI-2 sometimes runs builds too. All of these systems can write to the AC that lives in RE.

As it so happens, one of the C++ actions involved in the build of prod-binary, say //base:my_lib, has a local tag which forces the action to bypass remote execution. This can lead to the following sequence of events:

  1. A developer runs a build on a WS. //base:my_lib has changed so it is rebuilt on the WS. The action uses the C++ compiler, so the object files it produces pick up the dependency on glibc 2.28. The result of the action is injected into the remote cache.

  2. CI-1 schedules a job to build prod-binary for release. This job runs Bazel on a machine with glibc 2.17 and leverages the RE cluster which also contain glibc 2.17. Many C++ actions get rebuilt but //base:my_lib is reused from the cache. The production artifact now has a dependency on symbols from glibc 2.28.

  3. Release engineering picks the output of CI-1, deploys the production binary to PROD, and… boom, PROD explodes:

./prod-binary: /lib64/libc.so.6: version `GLIBC_2.28' not found (required by ./prod-binary)

The fact that the developer WS could write to the AC is very problematic on its own, but we could encounter this same scenario if we first ran the production build on CI-2 for testing purposes and then reran it on CI-1 to generate the final artifact.

So, what do we do now? In a default Bazel configuration, C and C++ action keys are underspecified and can lead us to non-deterministic behavior when we have a mixture of host systems compiling them.

Let’s start with the case where you aren’t yet ready to strictly restrict writes to the AC from RE workers, yet you want to prevent obvious mistakes that lead to production breaks.

The idea here is to capture the glibc version that is used in the local and remote environments, pick the higher of the two, and make that version number an input to the C/C++ toolchain. This causes the version to become part of the cache keys and should prevent the majority of the mistakes we may see.

WARNING: This is The Hack I recently implemented and that drove me to writing this article series! Prefer the options presented later, but know that you have this one up your sleeve if you must mitigate problems quickly.

To implement this hack, the first thing we have to do is capture the local glibc version. We can do this with:

genrule(
    name = "glibc-local-version",
    outs = ["glibc-local-version.txt"],
    cmd = "grep GNU_LIBC_VERSION bazel-out/stable-status.txt \
        | cut -d ' ' -f 2- >$@",
    stamp = True,
    tags = ["sandboxed"],
)

One important tidbit here is the use of the stable-status.txt file, indirectly via the requirement of stamping. This is necessary to force this action to rerun on every build because we don’t want to hit the case of using an old bazel-out tree against an upgraded system. As a consequence, we need to modify the script pointed at by --workspace_status_command script (you have one, right?) to emit the glibc version:

echo "STABLE_GNU_LIBC_VERSION $(getconf GNU_LIBC_VERSION)"

The second thing we have to do is capture the remote glibc version. This is… trickier because there is no tag to force Bazel to run an action remotely. Even if we assume remote execution, features like the dynamic spawn strategy or the remote local fallback could cause the action to run locally at random. To prevent problems, we have to detect whether the action is running within RE workers or not, and the way to do that will depend on your environment:

genrule(
    name = "glibc-remote-version",
    outs = ["glibc-remote-version.txt"],
    cmd = """
        if [ ! -e /etc/remote-worker.cookie ]; then
            # Trick dynamic scheduling (when it is enabled) into
            # preferring to run the action remotely.
            #
            # You have two choices here: fail hard, which makes
            # this correct, or accept that this is a heuristic by
            # making the failure unlikely with a sleep.  You might
            # want the sleep if you don't want build breakages
            # when there is significant action queuing, for
            # example.
            exit 1
            #sleep 60
        fi
        getconf GNU_LIBC_VERSION >$@
    """,
)

The third part of the puzzle is to select the highest glibc version between the two that we collected. We can do this with the following genrule, leveraging sort’s -V flag to compare versions. This flag is a GNU extension… but we are talking about glibc anyway here so I’m not going to be bothered by it:

genrule(
    name = "glibc-max-version",
    srcs = [
        ":glibc-local-version",
        ":glibc-remote-version",
    ],
    outs = ["glibc-max-version.txt"],
    cmd = """
        local="$$(cat $(location :glibc-local-version)
            | cut -d ' ' -f 2)"
        remote="$$(cat $(location :glibc-remote-version)
            | cut -d ' ' -f 2)"

        echo "Local glibc version: $${local}" 1>&2
        echo "Remote glibc version: $${remote}" 1>&2

        chosen="$$(printf "$$local\n$$remote\n"
            | sort -rV | head -1)"
        echo "$${chosen}" >$@
    """,
)

And, finally, we can go to our C++ toolchain definition and modify it to depend on the glibc-max-version produced by the previous action:

filegroup(
    name = "toolchain_files",
    srcs = [
        # ...
        ":glibc-max-version",
        # ...
    ],
)

cc_toolchain(
    name = "glibc_safe_toolchain",
    all_files = toolchain_files,
    # ...
)

Ta-da! All of our C/C++ actions now encode the highest possible glibc version that the outputs they produce may depend on. And, while not perfect, this is an easy workaround to guard against most mistakes.

But can we do better? Of course.

Based on the previous articles, what we should think about is plugging the AC hole and forcing build actions to always run on the RE workers. In this way, we would precisely control the environment that generates action outputs and we should be good to go.

Unfortunately, we can still encounter problems! Remember how I said that, at some point, you will have to upgrade glibc versions? What happens when you are in the middle of a rolling upgrade to your RE workers? The worker pool will end up with different “partitions”, each with a different glibc version, and you will still run into this issue.

To handle this case, you would need to have different worker pools, one with the old glibc version and one with the new version, and then make the worker pool name be part of the action keys. You would then have to migrate from one pool to the other in a controlled manner. This would work well at the expense of reducing cache effectiveness, causing a a big toll on operations, and making the rollout risky because the switch from one pool to another is a all-or-nothing proposition.

The real solution comes in the form of sysroots. The idea is to install multiple parallel versions of glibc in all environments and then modify the Bazel C/C++ toolchain to explicitly use a specific one. In this way, the glibc version becomes part of the cache key and all build outputs are pinned to a deterministic glibc version. This allows us to roll out a new version slowly with a code change, pinning the version switch to a specific code commit that can be rolled back if necessary, and keeping the property of reproducible builds for older commits.

This is the solution outlined at the end of Picking glibc versions at runtime and is the only solution that can provide you 100% safety against the problem presented in this article. It is difficult to implement, though, because convincing GCC and clang to not use system-provided libraries is tricky and because this solution will sound alien to most of your peers.

The problem presented in this article is far from theoretical, but it’s often forgotten about because typical build environments don’t present significant skew across Linux versions. This means that facing new glibc symbols is unlikely, so the chances of ending up with binary-incompatible artifacts are low. But they can still happen, and they can happen at the worst possible moment.

Therefore, you need to take action. I’d strongly recommend that you go towards the sysroot solution because it’s the only one that’ll give you a stable path for years to come, but I also understand that it’s hard to implement. Therefore, take the solutions in the order I gave them to you: start with the hack to mitigate obvious problems, follow that up with securing the AC, and finally go down the sysroot rabbit hole.

As for the glibc 2.17 mentioned en-passing above, well, it is ancient by today standards at 13 years of age, but it is what triggered this article in the first place. glibc 2.17 was kept alive for many years by the CentOS 7 distribution—an LTS system used as a core building block by companies and that reached EOL a year ago, causing headaches throughout the industry. Personally, I believe that relying on LTS distributions is a mistake that ends up costing more money/time than tracking a rolling release, but I’ll leave that controversial topic for a future opinion post.

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