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Thursday, July 10, 2025
Techcratic
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  • AI
    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

    Transforming network operations with AI: How Swisscom built a network assistant using Amazon Bedrock

    Artificial Intelligence

    EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video

    Artificial Intelligence

    Instruction-Following Pruning for Large Language Models

    Artificial Intelligence

    How to Combine Streamlit, Pandas, and Plotly for Interactive Data Apps

    Artificial Intelligence

    Tailor responsible AI with new safeguard tiers in Amazon Bedrock Guardrails

    Artificial Intelligence

    Automate Data Quality Reports with n8n: From CSV to Professional Analysis

  • Apple

    July 9, 2025 – Apple executive changes, more

    Apple’s ‘Back to School’ promo goes live in Europe

    Apple’s ‘Back to School’ promo goes live in Europe

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    A cheaper Apple Vision is still a few years away

    A cheaper Apple Vision is still a few years away

    OpenAI is launching its own AI-centric web browser very soon, per report

    OpenAI is launching its own AI-centric web browser very soon, per report

    Perplexity launches Comet, its AI-based web browser

    Perplexity launches Comet, its AI-based web browser

    New M4 Vision Pro gives me hope that the most needed fix is coming

    New M4 Vision Pro gives me hope that the most needed fix is coming

    X CEO Linda Yaccarino is now X’s ex-CEO

    X CEO Linda Yaccarino is now X’s ex-CEO

    Apple is prepping a new Vision Pro with changes we don’t need

    Apple is prepping a new Vision Pro with changes we don’t need

  • ComputerWorld
    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

  • Gaming
    Elden Ring blind playthrough in 2025

    Elden Ring blind playthrough in 2025

    I don’t need 64 GB of RAM but I am tempted when prices are as low as they are right now for genuinely speedy sticks

    Escape From Tarkov blindsides players with immediately controversial ‘Hardcore Wipe’ that removes quests and disables most maps

    More D&D Nerf Blasters | Nerd Immersion

    More D&D Nerf Blasters | Nerd Immersion

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

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

    We’re all trapped in a prison of our own filth, which is why I’m eyeing this little arsenal of an electronics cleaning kit that’s on sale for less than $12

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

  • 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
    Hulk x Spider Man Love Story vs Bad Pregnant Wife in Granny House | Funny Horror Animation

    Hulk x Spider Man Love Story vs Bad Pregnant Wife in Granny House | Funny Horror Animation

    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Softness in Sculpture | Simon Kogan

    Softness in Sculpture | Simon Kogan

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    Generative art in Python: Fractal Trees

    Generative art in Python: Fractal Trees

  • Tech Deals
    SanDisk 32GB SDHC Ultra Memory Card (10 Pack) Works with Bushnell Stealth P, Stealth X,…

    SanDisk 32GB SDHC Ultra Memory Card (10 Pack) Works with Bushnell Stealth P, Stealth X,…

    Samsung Super Fast Charger,Samsung Charger Fast Charging Block,2Pack 25W Samsung USB C…

    Samsung Super Fast Charger,Samsung Charger Fast Charging Block,2Pack 25W Samsung USB C…

    Samsung SSD 9100 PRO 2TB, PCIe 5.0×4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best…

    Samsung SSD 9100 PRO 2TB, PCIe 5.0×4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best…

    PNY 256GB EliteX-PRO60 UHS-II SDXC Memory Card – R280MB/s W180MB/s, U3, V60, 4K UHD,…

    PNY 256GB EliteX-PRO60 UHS-II SDXC Memory Card – R280MB/s W180MB/s, U3, V60, 4K UHD,…

    Padarsey Replacement Left and Right Internal Speaker Compatible for MacBook Pro 15″…

    Padarsey Replacement Left and Right Internal Speaker Compatible for MacBook Pro 15″…

    ORICO 5 Bay 3.5inch Hard Drive Enclosure USB 3.0 to SATA Magnetic Tool-Free External HDD…

    ORICO 5 Bay 3.5inch Hard Drive Enclosure USB 3.0 to SATA Magnetic Tool-Free External HDD…

    Seagate Skyhawk 6TB Video Internal Hard Drive HDD – 3.5 Inch SATA 6Gb/s 256MB Cache for…

    Seagate Skyhawk 6TB Video Internal Hard Drive HDD – 3.5 Inch SATA 6Gb/s 256MB Cache for…

    EPOMAKER Moonlit Bunny 138 PBT Keycaps Set, Side-Printed and Lit Shine Through Five-Side…

    EPOMAKER Moonlit Bunny 138 PBT Keycaps Set, Side-Printed and Lit Shine Through Five-Side…

    Lexar Gold Series Professional 160GB CFexpress Type-A Memory Card, 2-Pack

    Lexar Gold Series Professional 160GB CFexpress Type-A Memory Card, 2-Pack

  • Techs Got To Eat
    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!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

  • Tesla
    Motrobe Tesla Cybertruck Floor Mats and Tesla Cybertruck Cup Holder Insert

    Motrobe Tesla Cybertruck Floor Mats and Tesla Cybertruck Cup Holder Insert

    Wheel Center Caps and Lug Nut Covers Set Compatible with Tesla Cybertruck 2024, Hub…

    Wheel Center Caps and Lug Nut Covers Set Compatible with Tesla Cybertruck 2024, Hub…

    70mai 4K Dash Cam Front and Rear with STARVIS, Built in 5GHz WiFi & GPS Car Camera,…

    70mai 4K Dash Cam Front and Rear with STARVIS, Built in 5GHz WiFi & GPS Car Camera,…

    Tesla Semi efficiency improves in real-world trucking test covering 4,494 miles over 3 weeks

    Hitch Cover for Tesla Model Y, Magnet Design for Quick Installation, [Not Work with…

    Hitch Cover for Tesla Model Y, Magnet Design for Quick Installation, [Not Work with…

    YIGPAIPO CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW…

    YIGPAIPO CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW…

    USANOOKS Microfiber Cleaning Cloth – 12Pcs 12.5×12.5 inch High Performance – 1200…

    USANOOKS Microfiber Cleaning Cloth – 12Pcs 12.5×12.5 inch High Performance – 1200…

    2024 Upgraded for Tesla Door Cover Protector from Dogs Sratching Car Door Covers…

    2024 Upgraded for Tesla Door Cover Protector from Dogs Sratching Car Door Covers…

    Tesla Center Console Organizer Tray:Under Screen Magnetic Storage Box for Model Y 2025…

    Tesla Center Console Organizer Tray:Under Screen Magnetic Storage Box for Model Y 2025…

  • UFO
    Qianwei Unicorn Gifts for Women 3D Crystal Ball 3.14” – 80mm Laser Unicorn Decor Glass Animals Unicorn Gifts Figurines Statue Stuff for Room Decorations Unicorn Night Light

    Qianwei Unicorn Gifts for Women 3D Crystal Ball 3.14” – 80mm Laser Unicorn Decor Glass Animals Unicorn Gifts Figurines Statue Stuff for Room Decorations Unicorn Night Light

    New tool allows public to report UFO sightings to the government

    New tool allows public to report UFO sightings to the government

    Watch Neil deGrasse Tyson BUST Alien MYTHS for an Hour!!

    Watch Neil deGrasse Tyson BUST Alien MYTHS for an Hour!!

    8 pcs Alien Balloons 32 in Green Alien Inflatable Funny Inflatable Alien Balloon Blow Up Alien for Halloween, Christmas, Birthday Alien Party Decoration

    8 pcs Alien Balloons 32 in Green Alien Inflatable Funny Inflatable Alien Balloon Blow Up Alien for Halloween, Christmas, Birthday Alien Party Decoration

    Ancient Aliens: Atomic Blast Destroys Ancient Pakistani Civilization

    Ancient Aliens: Atomic Blast Destroys Ancient Pakistani Civilization

    CHUBORY X10 PRO GPS Drone with Camera for Adults 4K UHD, 90 Min Long Flight Time,3280 FT Long Control Range, Auto Return, Follow Me, Brushless Motor, 5G FPV RC Quadcopter for Beginners(

    CHUBORY X10 PRO GPS Drone with Camera for Adults 4K UHD, 90 Min Long Flight Time,3280 FT Long Control Range, Auto Return, Follow Me, Brushless Motor, 5G FPV RC Quadcopter for Beginners(

    Are “Non-Human Intelligences” Actually Human? Mike Masters on UFO Contactees #UFOs #Abductions

    Are “Non-Human Intelligences” Actually Human? Mike Masters on UFO Contactees #UFOs #Abductions

    Jeremy’s Razors Shaving Cream Mens with Green Tea + Menthol, 6 Fl Oz, Off White

    Jeremy’s Razors Shaving Cream Mens with Green Tea + Menthol, 6 Fl Oz, Off White

    Rift of the Necrodancer – Intergalactic Bound (Impossible FC)

    Rift of the Necrodancer – Intergalactic Bound (Impossible FC)

  • AI
    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

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

    Artificial Intelligence

    Transforming network operations with AI: How Swisscom built a network assistant using Amazon Bedrock

    Artificial Intelligence

    EgoDex: Learning Dexterous Manipulation from Large-Scale Egocentric Video

    Artificial Intelligence

    Instruction-Following Pruning for Large Language Models

    Artificial Intelligence

    How to Combine Streamlit, Pandas, and Plotly for Interactive Data Apps

    Artificial Intelligence

    Tailor responsible AI with new safeguard tiers in Amazon Bedrock Guardrails

    Artificial Intelligence

    Automate Data Quality Reports with n8n: From CSV to Professional Analysis

  • Apple

    July 9, 2025 – Apple executive changes, more

    Apple’s ‘Back to School’ promo goes live in Europe

    Apple’s ‘Back to School’ promo goes live in Europe

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    Apple Vision Pro 2 with more comfortable strap and upgraded chip is coming later this year

    A cheaper Apple Vision is still a few years away

    A cheaper Apple Vision is still a few years away

    OpenAI is launching its own AI-centric web browser very soon, per report

    OpenAI is launching its own AI-centric web browser very soon, per report

    Perplexity launches Comet, its AI-based web browser

    Perplexity launches Comet, its AI-based web browser

    New M4 Vision Pro gives me hope that the most needed fix is coming

    New M4 Vision Pro gives me hope that the most needed fix is coming

    X CEO Linda Yaccarino is now X’s ex-CEO

    X CEO Linda Yaccarino is now X’s ex-CEO

    Apple is prepping a new Vision Pro with changes we don’t need

    Apple is prepping a new Vision Pro with changes we don’t need

  • ComputerWorld
    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    UK Post Office’s Horizon IT system flaws drove dozens of sub-postmasters to consider suicide, says damning report – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    New Nvidia technology provides instant answers to encyclopedic-length questions – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    Microsoft slashes prices 60% on genAI tech that understands audio, video, and text – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    For Apple, it’s been a long week — and it’s only Tuesday – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    How Microsoft is making Windows more resilient – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    Google finally gets strict about web server certificates – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    some tech jobs skyrocket, unemployment rate slides – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    China’s AI unity fractures as Huawei faces model theft allegations from the Alibaba camp – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

    Capgemini to buy WNS to boost its business process services with AI – Computerworld

  • Gaming
    Elden Ring blind playthrough in 2025

    Elden Ring blind playthrough in 2025

    I don’t need 64 GB of RAM but I am tempted when prices are as low as they are right now for genuinely speedy sticks

    Escape From Tarkov blindsides players with immediately controversial ‘Hardcore Wipe’ that removes quests and disables most maps

    More D&D Nerf Blasters | Nerd Immersion

    More D&D Nerf Blasters | Nerd Immersion

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

    Zelda: Breath of the Wild Walkthrough Part 23 – Kao Makagh Shrine

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

    We’re all trapped in a prison of our own filth, which is why I’m eyeing this little arsenal of an electronics cleaning kit that’s on sale for less than $12

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    The Legend of Zelda: Breath of the Wild Walkthrough HD – Part 4 [w/ Commentary]

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    BOTW – Chores and Challenges – Walkthrough 82, pt. 6

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Nvidia becomes first company ever to hit a $4 trillion market cap (yes that’s ‘trillion’ with a ‘T’)

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

    Black Myth: Wukong’s Best Build for Frost Bane Damage!

  • 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
    Hulk x Spider Man Love Story vs Bad Pregnant Wife in Granny House | Funny Horror Animation

    Hulk x Spider Man Love Story vs Bad Pregnant Wife in Granny House | Funny Horror Animation

    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    MOCO'20 Practice Work 36 – Extended Play: Augmented Reality Dance for Vinyl Records

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    3D Perspective Vector Art in Adobe Illustrator CC | Speed Art

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Mixed Media Art – 77 BUTTERFLIES – Day 7

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Chris Martin Publicly Praises Taehyung! Fans Are Now Curious About V!

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Screensaver 4k tv gold framed snowdrops art abstract art tv screen

    Softness in Sculpture | Simon Kogan

    Softness in Sculpture | Simon Kogan

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    5 GAME PIXEL ART OFFLINE DAN GRATIS TERBAIK DI ANDROID

    Generative art in Python: Fractal Trees

    Generative art in Python: Fractal Trees

  • Tech Deals
    SanDisk 32GB SDHC Ultra Memory Card (10 Pack) Works with Bushnell Stealth P, Stealth X,…

    SanDisk 32GB SDHC Ultra Memory Card (10 Pack) Works with Bushnell Stealth P, Stealth X,…

    Samsung Super Fast Charger,Samsung Charger Fast Charging Block,2Pack 25W Samsung USB C…

    Samsung Super Fast Charger,Samsung Charger Fast Charging Block,2Pack 25W Samsung USB C…

    Samsung SSD 9100 PRO 2TB, PCIe 5.0×4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best…

    Samsung SSD 9100 PRO 2TB, PCIe 5.0×4 M.2 2280, Seq. Read Speeds Up to 14,800MB/s, Best…

    PNY 256GB EliteX-PRO60 UHS-II SDXC Memory Card – R280MB/s W180MB/s, U3, V60, 4K UHD,…

    PNY 256GB EliteX-PRO60 UHS-II SDXC Memory Card – R280MB/s W180MB/s, U3, V60, 4K UHD,…

    Padarsey Replacement Left and Right Internal Speaker Compatible for MacBook Pro 15″…

    Padarsey Replacement Left and Right Internal Speaker Compatible for MacBook Pro 15″…

    ORICO 5 Bay 3.5inch Hard Drive Enclosure USB 3.0 to SATA Magnetic Tool-Free External HDD…

    ORICO 5 Bay 3.5inch Hard Drive Enclosure USB 3.0 to SATA Magnetic Tool-Free External HDD…

    Seagate Skyhawk 6TB Video Internal Hard Drive HDD – 3.5 Inch SATA 6Gb/s 256MB Cache for…

    Seagate Skyhawk 6TB Video Internal Hard Drive HDD – 3.5 Inch SATA 6Gb/s 256MB Cache for…

    EPOMAKER Moonlit Bunny 138 PBT Keycaps Set, Side-Printed and Lit Shine Through Five-Side…

    EPOMAKER Moonlit Bunny 138 PBT Keycaps Set, Side-Printed and Lit Shine Through Five-Side…

    Lexar Gold Series Professional 160GB CFexpress Type-A Memory Card, 2-Pack

    Lexar Gold Series Professional 160GB CFexpress Type-A Memory Card, 2-Pack

  • Techs Got To Eat
    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!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

    Tiramisu Mug Cake: Coffee Lover’s Dream in 2 Minutes!

  • Tesla
    Motrobe Tesla Cybertruck Floor Mats and Tesla Cybertruck Cup Holder Insert

    Motrobe Tesla Cybertruck Floor Mats and Tesla Cybertruck Cup Holder Insert

    Wheel Center Caps and Lug Nut Covers Set Compatible with Tesla Cybertruck 2024, Hub…

    Wheel Center Caps and Lug Nut Covers Set Compatible with Tesla Cybertruck 2024, Hub…

    70mai 4K Dash Cam Front and Rear with STARVIS, Built in 5GHz WiFi & GPS Car Camera,…

    70mai 4K Dash Cam Front and Rear with STARVIS, Built in 5GHz WiFi & GPS Car Camera,…

    Tesla Semi efficiency improves in real-world trucking test covering 4,494 miles over 3 weeks

    Hitch Cover for Tesla Model Y, Magnet Design for Quick Installation, [Not Work with…

    Hitch Cover for Tesla Model Y, Magnet Design for Quick Installation, [Not Work with…

    YIGPAIPO CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW…

    YIGPAIPO CCS Adapter Compatible Tesla Model 3/Y/X/S,with Charger Up DC 500V/250KW…

    USANOOKS Microfiber Cleaning Cloth – 12Pcs 12.5×12.5 inch High Performance – 1200…

    USANOOKS Microfiber Cleaning Cloth – 12Pcs 12.5×12.5 inch High Performance – 1200…

    2024 Upgraded for Tesla Door Cover Protector from Dogs Sratching Car Door Covers…

    2024 Upgraded for Tesla Door Cover Protector from Dogs Sratching Car Door Covers…

    Tesla Center Console Organizer Tray:Under Screen Magnetic Storage Box for Model Y 2025…

    Tesla Center Console Organizer Tray:Under Screen Magnetic Storage Box for Model Y 2025…

  • UFO
    Qianwei Unicorn Gifts for Women 3D Crystal Ball 3.14” – 80mm Laser Unicorn Decor Glass Animals Unicorn Gifts Figurines Statue Stuff for Room Decorations Unicorn Night Light

    Qianwei Unicorn Gifts for Women 3D Crystal Ball 3.14” – 80mm Laser Unicorn Decor Glass Animals Unicorn Gifts Figurines Statue Stuff for Room Decorations Unicorn Night Light

    New tool allows public to report UFO sightings to the government

    New tool allows public to report UFO sightings to the government

    Watch Neil deGrasse Tyson BUST Alien MYTHS for an Hour!!

    Watch Neil deGrasse Tyson BUST Alien MYTHS for an Hour!!

    8 pcs Alien Balloons 32 in Green Alien Inflatable Funny Inflatable Alien Balloon Blow Up Alien for Halloween, Christmas, Birthday Alien Party Decoration

    8 pcs Alien Balloons 32 in Green Alien Inflatable Funny Inflatable Alien Balloon Blow Up Alien for Halloween, Christmas, Birthday Alien Party Decoration

    Ancient Aliens: Atomic Blast Destroys Ancient Pakistani Civilization

    Ancient Aliens: Atomic Blast Destroys Ancient Pakistani Civilization

    CHUBORY X10 PRO GPS Drone with Camera for Adults 4K UHD, 90 Min Long Flight Time,3280 FT Long Control Range, Auto Return, Follow Me, Brushless Motor, 5G FPV RC Quadcopter for Beginners(

    CHUBORY X10 PRO GPS Drone with Camera for Adults 4K UHD, 90 Min Long Flight Time,3280 FT Long Control Range, Auto Return, Follow Me, Brushless Motor, 5G FPV RC Quadcopter for Beginners(

    Are “Non-Human Intelligences” Actually Human? Mike Masters on UFO Contactees #UFOs #Abductions

    Are “Non-Human Intelligences” Actually Human? Mike Masters on UFO Contactees #UFOs #Abductions

    Jeremy’s Razors Shaving Cream Mens with Green Tea + Menthol, 6 Fl Oz, Off White

    Jeremy’s Razors Shaving Cream Mens with Green Tea + Menthol, 6 Fl Oz, Off White

    Rift of the Necrodancer – Intergalactic Bound (Impossible FC)

    Rift of the Necrodancer – Intergalactic Bound (Impossible FC)

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Techcratic
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Home Hacker News

The Differences between Deep Research, Deep Research, and Deep Research

Hacker News by Hacker News
March 5, 2025
in Hacker News
Reading Time: 8 mins read
127
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0

2025-03-02 17:59:00
leehanchung.github.io

A wave of “Deep Research” releases has swept through frontier AI labs recently. Google unveiled its Gemini 1.5 Deep Research in December 2024, OpenAI followed with its Deep Research in February 2025, and Perplexity introduced its own Deep Research shortly after. Meanwhile, DeepSeek, Alibaba’s Qwen, and Elon Musk’s xAI rolled out Search and Deep Search features for their chatbot assistants. Alongside these, dozens of copycat open-source implementations of Deep Research have popped up on GitHub. It seems Deep Research is the Retrieval-Augmented Generation (RAG) of 2025—everything is being rebranded and marketed as “Deep Research” without a clear definition of what it actually entails.

Does this sound familiar? It echoes the hype around RAG in 2023, agents, and agentic RAG in months past. To cut through the clutter, this blog post examines the various flavors of “Deep Research” from a technical implementation perspective.

“”Deep Research uses AI to explore complex topics on your behalf and provide you with findings in a comprehensive, easy-to-read report, and is a first look at how Gemini is getting even better at tackling complex tasks to save you time. “- Google”

“”Deep research is OpenAI’s next agent that can do work for you independently—you give it a prompt, and ChatGPT will find, analyze, and synthesize hundreds of online sources to create a comprehensive report at the level of a research analyst.” – OpenAI

“”When you ask a Deep Research question, Perplexity performs dozens of searches, reads hundreds of sources, and reasons through the material to autonomously deliver a comprehensive report.” – Perplexity”

Stripping away the marketing jargon, here’s the concise definition of Deep Research:

“Deep research is a report generation system that takes a user query, uses large language models (LLMs) as agents to iteratively search and analyze information, and produce a detailed report as the output.”

In natural language processing (NLP) terms, this is known as report generation.

Report generation – or deep research – has been a focus of the AI engineering since ChatGPT’s debut. I’ve personally experimented with it during hackathons in early 2023, a time when AI engineering was just taking off. Tools like LangChain, AutoGPT, GPT-Researcher, and prompt engineering, along with countless demos on Twitter and LinkedIn, have drawn significant attention. However, the real challenge lies in the implementation details. Below, we’ll explore common patterns for building report generation systems, highlight their differences, and classify offerings from various vendors.

Untrained: Directed Acyclic Graph (DAG)

Early on, AI engineers discovered that asking an LLM like GPT-3.5 to generate a report from scratch wasn’t practical. Instead, they turned to Composite Patterns to chain together multiple LLM calls.

The process typically works like this:

  1. Decompose the user query – sometimes using step back prompting (Zheng et al, 2023) – to create a report outline.
  2. For each section, retrieve relevant information from search engines or knowledge bases and summarize it.
  3. Finally, use LLM to stitch the sections into a cohesive report.

A prime example is GPT-Researcher.

alt text

Every prompt in this system is meticulously hand-tuned through “prompt engineering.” Evaluation relies on subjective eyeballing of the outputs, resulting in inconsistent report quality. It is beautiful when it worked.

To boost report quality, engineers added complexity to the DAG approach. Rather than a single-pass process, they introduced structural patterns like reflexion (Shinn et al, 2023) and self-reflection, where the LLM reviews and refines its own output. This transforms the simple DAG into a finite state machine (FSM), with LLMs partly guiding state transitions.

This illustration from Jina.ai exemplifies the approach:

alt text

Like the DAG method, every prompt is hand-crafted, and evaluations remain subjective. Report quality continues to vary widely as the system is hand tuned.

Trained: End to End

The shortcomings of earlier methods—haphazard prompt engineering and a lack of measurable evaluation metrics—prompted a shift. Stanford’s STORM [Shao et al, 2024] addressed these issues by optimizing the system end to end using DSPy (Khattab et al, 2023).

alt text

The result? STORM generates reports rivaling Wikipedia articles in quality.

Trained: Large Reasoning Model

Advances in LLM reasoning capabilities have made large reasoning models a compelling option for Deep Research. For instance, OpenAI described how it trained its Deep Research model below. Note that OpenAI used LLM-as-a-judge and evaluation rubrics to grade the outputs.

alt text

Google’s Gemini and Perplexity’s chat assistants also offer “Deep Research” features, but neither has published any literature on how they optimized their models or systems for the task or any substaintial quantitative evaluations. However, the product manager of Google’s Deep Research did mention during a podcast interview that they “have special access per se. It’s pretty much the same model (Gemini 1.5). We of course have our own, uh, post-training work that we do”. We will make an assumption that the fine-tuning work done is non-substantial. Meanwhile, xAI’s Grok excels at report generation, though it does not seem to search beyond two iterations – few times for the outline sections, and few times per section.

We’ve developed a conceptual map to evaluate the Deep Research capabilities of various popular services. The vertical axis measures the depth of research, defined by how many iterative cycles a service performs to gather additional information based on prior findings. The horizontal axis assesses the level of training, ranging from hand-tuned systems (e.g., those using manually crafted prompts) on one end to fully trained systems leveraging machine learning techniques on the other. Examples of trained systems include:

OpenAI Deep Research: Optimized specifically for research tasks through reinforcement learning.
DeepSeek: Trained for general reasoning and tool use, adaptable to research needs.
Google Gemini: Instruction fine-tuned large language models (LLMs), trained broadly but not specialized for research.
Stanford STORM: A system trained to streamline the entire research process end-to-end.

This framework highlights how different services balance iterative research depth with the sophistication of their training approaches, offering a clearer picture of their Deep Research strengths.

alt text

The Deep Research landscape is evolving at breakneck speed. Techniques that flopped or weren’t widely available six months ago might now succeed. Naming conventions remain murky, adding to the confusion. Hopefully, this post clarifies the technical distinctions and cuts through the hype.

@article{
    leehanchung,
    author = {Lee, Hanchung},
    title = {The Differences between Deep Research, Deep Research, and Deep Research},
    year = {2025},
    month = {02},
    howpublished = {\url{https://leehanchung.github.io}},
    url = {https://leehanchung.github.io/blogs/2025/02/26/deep-research/}
}

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