• About TC
  • Affiliate Disclaimer
  • Privacy Policy
  • TOS
  • Contact
Tuesday, July 29, 2025
Techcratic
No Result
View All Result
  • AI
    Artificial Intelligence

    Amazon Nova Act SDK (preview): Path to production for browser automation agents

    Artificial Intelligence

    Benefits of Using LiteLLM for Your LLM Apps

    Artificial Intelligence

    5 Fun Generative AI Projects for Absolute Beginners

    Artificial Intelligence

    Vibe Coding Something Useful with Repl.it

    Artificial Intelligence

    Use generative AI in Amazon Bedrock for enhanced recommendation generation in equipment…

    Artificial Intelligence

    The Lifecycle of Feature Engineering: From Raw Data to Model-Ready Inputs

    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

  • Apple

    July 29, 2025 – iPhone 17 Pro spotted in the wild?

    Apple slips in the 2025 Fortune Global 500 list

    Apple slips in the 2025 Fortune Global 500 list

    Apple TV app launches ‘Summer Deal of the Day’ with daily discounts

    Apple TV app launches ‘Summer Deal of the Day’ with daily discounts

    Apple TV 4K gets the screen saver feature I’ve always wanted in tvOS 26

    tvOS 26 adds the Apple TV screen saver feature I’ve always wanted

    New Apple video shows how iPhone was used to shoot 28 Years Later

    New Apple video shows how iPhone was used to shoot 28 Years Later

    iOS 26 will counter one of the most invasive web tracking methods

    iOS 26 will counter one of the most invasive web tracking methods

    Tiny replica Mac under threat from Apple’s lawyers

    Tiny replica Mac under threat from Apple’s lawyers

    Apple is looking to squash the world’s smallest Mac

    Apple is looking to squash the world’s smallest Mac

    New iPhone 17 Pro video shows full color lineup with dummy models

    New iPhone 17 Pro video shows full color lineup with dummy models

  • ComputerWorld
    Microsoft is turning Edge into an AI browser

    Microsoft is turning Edge into an AI browser

    Driverless cars are becoming jerks — and they’re safer because of it

    Driverless cars are becoming jerks — and they’re safer because of it

    Zhipu launches GLM-4.5 model as China ramps up open-source AI race

    Zhipu launches GLM-4.5 model as China ramps up open-source AI race

    Alibaba unveils AI-powered smart glasses

    Alibaba unveils AI-powered smart glasses

    Why firewalls and VPN are bad for security

    Why firewalls and VPN are bad for security

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    IT buyers are investing in AI PCs — with no clue how to use them

    IT buyers are investing in AI PCs — with no clue how to use them

    Apple wants to build a circular manufacturing economy

    Apple wants to build a circular manufacturing economy

    Trump gets aggressive with new US AI action plan

    Trump gets aggressive with new US AI action plan

  • Gaming
    New PS5 + Steam Deck OLED – What I think

    New PS5 + Steam Deck OLED – What I think

    Internet Starlink satellites aren’t just messing up visible light images of the universe, they’re unintentionally interfering with radio astronomy as well

    Internet Starlink satellites aren’t just messing up visible light images of the universe, they’re unintentionally interfering with radio astronomy as well

    ED-209 – ROBOCOP: ROGUE CITY (PS5)

    ED-209 – ROBOCOP: ROGUE CITY (PS5)

    ‘This step is necessary to prove I’m not a bot’ says agentic AI as it reportedly clicks the ‘I am not a robot’ button

    Thymesia | Boss Fight | God of the Fools

    Thymesia | Boss Fight | God of the Fools

    MoistCr1tikal on Callisto Protocol Reviews

    MoistCr1tikal on Callisto Protocol Reviews

    For the next 2 weeks Destiny 2 is completely free to play, even the stuff you normally have to pay for

    Judge sends hangdog lawyer to AI school after he’s caught using ChatGPT to cite imaginary caselaw: ‘Any lawyer unaware that using generative AI platforms to do legal research is playing with fire is living in a cloud’

    Starship Troopers Extermination review

    Starship Troopers Extermination review

    How to build a workbench in Grounded 2

    How to build a workbench in Grounded 2

  • Retro Rewind
    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

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

  • Tech Art
    Wolf head sculpting

    Wolf head sculpting

    COMO DIBUJAR UN HUEVO DE CHOCOLATE en PIXEL ART – PIXELADOS

    COMO DIBUJAR UN HUEVO DE CHOCOLATE en PIXEL ART – PIXELADOS

    Jay Zee’s approach to generative art

    Jay Zee’s approach to generative art

    Easy Flower Painting Ideas ll Painting Ideas ll Brush Painting #creativeart

    Easy Flower Painting Ideas ll Painting Ideas ll Brush Painting #creativeart

    How to make Family Photo Collage | School Project | School Competition || Best Family Photo Collage

    How to make Family Photo Collage | School Project | School Competition || Best Family Photo Collage

    3d spray wall painting flowers design || 3d wall paper wall painting || Freestyle artist sourav

    3d spray wall painting flowers design || 3d wall paper wall painting || Freestyle artist sourav

    03 EPIC Graphic Design Ideas in Photoshop – Full Tutorial

    03 EPIC Graphic Design Ideas in Photoshop – Full Tutorial

    How I Create AI Vector Files for Microstock | Step-by-Step for Adobe Stock & More

    How I Create AI Vector Files for Microstock | Step-by-Step for Adobe Stock & More

    5 Minute Drawing Lesson – digital illustration process explained

    5 Minute Drawing Lesson – digital illustration process explained

  • Tech Deals
    GIGABYTE X870 AORUS Elite WIFI7 AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe…

    GIGABYTE X870 AORUS Elite WIFI7 AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe…

    Teenage Mutant Ninja Turtles: Shredder’s Revenge – Xbox One

    Teenage Mutant Ninja Turtles: Shredder’s Revenge – Xbox One

    Hello Kitty Island Adventure – Deluxe Edition Nintendo Switch

    Hello Kitty Island Adventure – Deluxe Edition Nintendo Switch

    World of Outlaws Dirt Racing – Standard Edition PlayStation 4

    World of Outlaws Dirt Racing – Standard Edition PlayStation 4

    LEGO Horizon Adventures

    LEGO Horizon Adventures

    Western Digital 1TB WD Blue 3D NAND Internal PC SSD – SATA III 6 Gb/s, 2.5″/7mm, Up to…

    Western Digital 1TB WD Blue 3D NAND Internal PC SSD – SATA III 6 Gb/s, 2.5″/7mm, Up to…

    ICY BOX M.2 NVMe & SATA SSD/HDD Docking Station, USB-C 10 Gbps Dual Bay Hard Drive Clone…

    ICY BOX M.2 NVMe & SATA SSD/HDD Docking Station, USB-C 10 Gbps Dual Bay Hard Drive Clone…

    Apple iPad with WiFi, 32GB, Silver (2017 Model) (Renewed)

    Apple iPad with WiFi, 32GB, Silver (2017 Model) (Renewed)

    Veken 55 Inch Large Electric Standing Desk, 4 Memory Heights Adjustable,Sit to Stand Up,…

    Veken 55 Inch Large Electric Standing Desk, 4 Memory Heights Adjustable,Sit to Stand Up,…

  • Techs Got To Eat
    Strawberry Shortcake Mug Cake: In Minutes Your Summer Bliss Dessert

    Strawberry Shortcake Mug Cake: In Minutes Your Summer Bliss Dessert

    Molten Bacon Lasagna Mug: Crispy, Cheesy & Ready In 5 Minutes

    Molten Bacon Lasagna Mug: Crispy, Cheesy & Ready In 5 Minutes

    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

  • Tesla
    Dash Cam Front and Rear, 1080P Dash Camera for Cars, 3 Channel Car Camera Front Rear and…

    Dash Cam Front and Rear, 1080P Dash Camera for Cars, 3 Channel Car Camera Front Rear and…

    Coverado Seat Covers, Car Seat Covers Front Seats, Car Seat Cover, Car Seat Protector…

    Coverado Seat Covers, Car Seat Covers Front Seats, Car Seat Cover, Car Seat Protector…

    Foot Pedal Pads Set for 2022-2025 Tesla Model 3 Model Y, Non-Slip Aluminum+Rubber Car…

    Foot Pedal Pads Set for 2022-2025 Tesla Model 3 Model Y, Non-Slip Aluminum+Rubber Car…

    Level 2 EV Charger for Tesla, 40A 240V 9.6kW Portable NACS EV Charger with NEMA 14-50…

    Level 2 EV Charger for Tesla, 40A 240V 9.6kW Portable NACS EV Charger with NEMA 14-50…

    BestEvMod 13PCS Speaker Cover Trim Kits Compatible with Tesla Cybertruck 2025 2024…

    BestEvMod 13PCS Speaker Cover Trim Kits Compatible with Tesla Cybertruck 2025 2024…

    Cartist Dash Cover Fit for Tesla Cybertruck 2024 2025 2026 Accessories Dashboard Cover…

    Cartist Dash Cover Fit for Tesla Cybertruck 2024 2025 2026 Accessories Dashboard Cover…

    Car Phone Holder, Car Center Console Dashboard Mobile Phone Holder, for Various…

    Car Phone Holder, Car Center Console Dashboard Mobile Phone Holder, for Various…

    2-in-1 CCS & J1772 to Tesla Adapter – 250KW Fast CCS to Tesla Adapter, Compatible with…

    2-in-1 CCS & J1772 to Tesla Adapter – 250KW Fast CCS to Tesla Adapter, Compatible with…

    TANDRIVE 2PCS Silicone Key Card Holder Case Compatible with Tesla Model 3 Model Y…

    TANDRIVE 2PCS Silicone Key Card Holder Case Compatible with Tesla Model 3 Model Y…

  • UFO
    UFO landed in Germany: Aliens are Clearly Visible Behind it: ufo sightings worldwide

    UFO landed in Germany: Aliens are Clearly Visible Behind it: ufo sightings worldwide

    Top 5 Alien Fruits

    Top 5 Alien Fruits

    UFO: Shadow Play: Signed, limited edition

    UFO: Shadow Play: Signed, limited edition

    MindBlowing Encounter with Extraterrestrial Object  #shorts #joerogan #aliens #english

    MindBlowing Encounter with Extraterrestrial Object #shorts #joerogan #aliens #english

    Escape From Area 51 [Blu-ray] and BONUS CD Soundtrack

    Escape From Area 51 [Blu-ray] and BONUS CD Soundtrack

    Did Ancient Aliens Build the Egyptian Pyramids? Uncovering the Extraterrestrial Theory

    Did Ancient Aliens Build the Egyptian Pyramids? Uncovering the Extraterrestrial Theory

    Resident Alien: Season Two [DVD]

    Resident Alien: Season Two [DVD]

    Photoshop: How to Recreate a Vintage, UFO Sighting Photo!

    Photoshop: How to Recreate a Vintage, UFO Sighting Photo!

    UFO Encounters & Religion: Unexpected Spiritual Reinforcement

    UFO Encounters & Religion: Unexpected Spiritual Reinforcement

  • AI
    Artificial Intelligence

    Amazon Nova Act SDK (preview): Path to production for browser automation agents

    Artificial Intelligence

    Benefits of Using LiteLLM for Your LLM Apps

    Artificial Intelligence

    5 Fun Generative AI Projects for Absolute Beginners

    Artificial Intelligence

    Vibe Coding Something Useful with Repl.it

    Artificial Intelligence

    Use generative AI in Amazon Bedrock for enhanced recommendation generation in equipment…

    Artificial Intelligence

    The Lifecycle of Feature Engineering: From Raw Data to Model-Ready Inputs

    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

  • Apple

    July 29, 2025 – iPhone 17 Pro spotted in the wild?

    Apple slips in the 2025 Fortune Global 500 list

    Apple slips in the 2025 Fortune Global 500 list

    Apple TV app launches ‘Summer Deal of the Day’ with daily discounts

    Apple TV app launches ‘Summer Deal of the Day’ with daily discounts

    Apple TV 4K gets the screen saver feature I’ve always wanted in tvOS 26

    tvOS 26 adds the Apple TV screen saver feature I’ve always wanted

    New Apple video shows how iPhone was used to shoot 28 Years Later

    New Apple video shows how iPhone was used to shoot 28 Years Later

    iOS 26 will counter one of the most invasive web tracking methods

    iOS 26 will counter one of the most invasive web tracking methods

    Tiny replica Mac under threat from Apple’s lawyers

    Tiny replica Mac under threat from Apple’s lawyers

    Apple is looking to squash the world’s smallest Mac

    Apple is looking to squash the world’s smallest Mac

    New iPhone 17 Pro video shows full color lineup with dummy models

    New iPhone 17 Pro video shows full color lineup with dummy models

  • ComputerWorld
    Microsoft is turning Edge into an AI browser

    Microsoft is turning Edge into an AI browser

    Driverless cars are becoming jerks — and they’re safer because of it

    Driverless cars are becoming jerks — and they’re safer because of it

    Zhipu launches GLM-4.5 model as China ramps up open-source AI race

    Zhipu launches GLM-4.5 model as China ramps up open-source AI race

    Alibaba unveils AI-powered smart glasses

    Alibaba unveils AI-powered smart glasses

    Why firewalls and VPN are bad for security

    Why firewalls and VPN are bad for security

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    Leena AI unveils conversational AI ‘colleagues’ for the enterprise

    IT buyers are investing in AI PCs — with no clue how to use them

    IT buyers are investing in AI PCs — with no clue how to use them

    Apple wants to build a circular manufacturing economy

    Apple wants to build a circular manufacturing economy

    Trump gets aggressive with new US AI action plan

    Trump gets aggressive with new US AI action plan

  • Gaming
    New PS5 + Steam Deck OLED – What I think

    New PS5 + Steam Deck OLED – What I think

    Internet Starlink satellites aren’t just messing up visible light images of the universe, they’re unintentionally interfering with radio astronomy as well

    Internet Starlink satellites aren’t just messing up visible light images of the universe, they’re unintentionally interfering with radio astronomy as well

    ED-209 – ROBOCOP: ROGUE CITY (PS5)

    ED-209 – ROBOCOP: ROGUE CITY (PS5)

    ‘This step is necessary to prove I’m not a bot’ says agentic AI as it reportedly clicks the ‘I am not a robot’ button

    Thymesia | Boss Fight | God of the Fools

    Thymesia | Boss Fight | God of the Fools

    MoistCr1tikal on Callisto Protocol Reviews

    MoistCr1tikal on Callisto Protocol Reviews

    For the next 2 weeks Destiny 2 is completely free to play, even the stuff you normally have to pay for

    Judge sends hangdog lawyer to AI school after he’s caught using ChatGPT to cite imaginary caselaw: ‘Any lawyer unaware that using generative AI platforms to do legal research is playing with fire is living in a cloud’

    Starship Troopers Extermination review

    Starship Troopers Extermination review

    How to build a workbench in Grounded 2

    How to build a workbench in Grounded 2

  • Retro Rewind
    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

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

    Retro Rewind: Computer Gaming World Magazine Issue 73 December 1998

  • Tech Art
    Wolf head sculpting

    Wolf head sculpting

    COMO DIBUJAR UN HUEVO DE CHOCOLATE en PIXEL ART – PIXELADOS

    COMO DIBUJAR UN HUEVO DE CHOCOLATE en PIXEL ART – PIXELADOS

    Jay Zee’s approach to generative art

    Jay Zee’s approach to generative art

    Easy Flower Painting Ideas ll Painting Ideas ll Brush Painting #creativeart

    Easy Flower Painting Ideas ll Painting Ideas ll Brush Painting #creativeart

    How to make Family Photo Collage | School Project | School Competition || Best Family Photo Collage

    How to make Family Photo Collage | School Project | School Competition || Best Family Photo Collage

    3d spray wall painting flowers design || 3d wall paper wall painting || Freestyle artist sourav

    3d spray wall painting flowers design || 3d wall paper wall painting || Freestyle artist sourav

    03 EPIC Graphic Design Ideas in Photoshop – Full Tutorial

    03 EPIC Graphic Design Ideas in Photoshop – Full Tutorial

    How I Create AI Vector Files for Microstock | Step-by-Step for Adobe Stock & More

    How I Create AI Vector Files for Microstock | Step-by-Step for Adobe Stock & More

    5 Minute Drawing Lesson – digital illustration process explained

    5 Minute Drawing Lesson – digital illustration process explained

  • Tech Deals
    GIGABYTE X870 AORUS Elite WIFI7 AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe…

    GIGABYTE X870 AORUS Elite WIFI7 AMD AM5 LGA 1718 Motherboard, ATX, DDR5, 4X M.2, PCIe…

    Teenage Mutant Ninja Turtles: Shredder’s Revenge – Xbox One

    Teenage Mutant Ninja Turtles: Shredder’s Revenge – Xbox One

    Hello Kitty Island Adventure – Deluxe Edition Nintendo Switch

    Hello Kitty Island Adventure – Deluxe Edition Nintendo Switch

    World of Outlaws Dirt Racing – Standard Edition PlayStation 4

    World of Outlaws Dirt Racing – Standard Edition PlayStation 4

    LEGO Horizon Adventures

    LEGO Horizon Adventures

    Western Digital 1TB WD Blue 3D NAND Internal PC SSD – SATA III 6 Gb/s, 2.5″/7mm, Up to…

    Western Digital 1TB WD Blue 3D NAND Internal PC SSD – SATA III 6 Gb/s, 2.5″/7mm, Up to…

    ICY BOX M.2 NVMe & SATA SSD/HDD Docking Station, USB-C 10 Gbps Dual Bay Hard Drive Clone…

    ICY BOX M.2 NVMe & SATA SSD/HDD Docking Station, USB-C 10 Gbps Dual Bay Hard Drive Clone…

    Apple iPad with WiFi, 32GB, Silver (2017 Model) (Renewed)

    Apple iPad with WiFi, 32GB, Silver (2017 Model) (Renewed)

    Veken 55 Inch Large Electric Standing Desk, 4 Memory Heights Adjustable,Sit to Stand Up,…

    Veken 55 Inch Large Electric Standing Desk, 4 Memory Heights Adjustable,Sit to Stand Up,…

  • Techs Got To Eat
    Strawberry Shortcake Mug Cake: In Minutes Your Summer Bliss Dessert

    Strawberry Shortcake Mug Cake: In Minutes Your Summer Bliss Dessert

    Molten Bacon Lasagna Mug: Crispy, Cheesy & Ready In 5 Minutes

    Molten Bacon Lasagna Mug: Crispy, Cheesy & Ready In 5 Minutes

    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

  • Tesla
    Dash Cam Front and Rear, 1080P Dash Camera for Cars, 3 Channel Car Camera Front Rear and…

    Dash Cam Front and Rear, 1080P Dash Camera for Cars, 3 Channel Car Camera Front Rear and…

    Coverado Seat Covers, Car Seat Covers Front Seats, Car Seat Cover, Car Seat Protector…

    Coverado Seat Covers, Car Seat Covers Front Seats, Car Seat Cover, Car Seat Protector…

    Foot Pedal Pads Set for 2022-2025 Tesla Model 3 Model Y, Non-Slip Aluminum+Rubber Car…

    Foot Pedal Pads Set for 2022-2025 Tesla Model 3 Model Y, Non-Slip Aluminum+Rubber Car…

    Level 2 EV Charger for Tesla, 40A 240V 9.6kW Portable NACS EV Charger with NEMA 14-50…

    Level 2 EV Charger for Tesla, 40A 240V 9.6kW Portable NACS EV Charger with NEMA 14-50…

    BestEvMod 13PCS Speaker Cover Trim Kits Compatible with Tesla Cybertruck 2025 2024…

    BestEvMod 13PCS Speaker Cover Trim Kits Compatible with Tesla Cybertruck 2025 2024…

    Cartist Dash Cover Fit for Tesla Cybertruck 2024 2025 2026 Accessories Dashboard Cover…

    Cartist Dash Cover Fit for Tesla Cybertruck 2024 2025 2026 Accessories Dashboard Cover…

    Car Phone Holder, Car Center Console Dashboard Mobile Phone Holder, for Various…

    Car Phone Holder, Car Center Console Dashboard Mobile Phone Holder, for Various…

    2-in-1 CCS & J1772 to Tesla Adapter – 250KW Fast CCS to Tesla Adapter, Compatible with…

    2-in-1 CCS & J1772 to Tesla Adapter – 250KW Fast CCS to Tesla Adapter, Compatible with…

    TANDRIVE 2PCS Silicone Key Card Holder Case Compatible with Tesla Model 3 Model Y…

    TANDRIVE 2PCS Silicone Key Card Holder Case Compatible with Tesla Model 3 Model Y…

  • UFO
    UFO landed in Germany: Aliens are Clearly Visible Behind it: ufo sightings worldwide

    UFO landed in Germany: Aliens are Clearly Visible Behind it: ufo sightings worldwide

    Top 5 Alien Fruits

    Top 5 Alien Fruits

    UFO: Shadow Play: Signed, limited edition

    UFO: Shadow Play: Signed, limited edition

    MindBlowing Encounter with Extraterrestrial Object  #shorts #joerogan #aliens #english

    MindBlowing Encounter with Extraterrestrial Object #shorts #joerogan #aliens #english

    Escape From Area 51 [Blu-ray] and BONUS CD Soundtrack

    Escape From Area 51 [Blu-ray] and BONUS CD Soundtrack

    Did Ancient Aliens Build the Egyptian Pyramids? Uncovering the Extraterrestrial Theory

    Did Ancient Aliens Build the Egyptian Pyramids? Uncovering the Extraterrestrial Theory

    Resident Alien: Season Two [DVD]

    Resident Alien: Season Two [DVD]

    Photoshop: How to Recreate a Vintage, UFO Sighting Photo!

    Photoshop: How to Recreate a Vintage, UFO Sighting Photo!

    UFO Encounters & Religion: Unexpected Spiritual Reinforcement

    UFO Encounters & Religion: Unexpected Spiritual Reinforcement

No Result
View All Result
Techcratic
No Result
View All Result
Home MIT Tech

MIT engineers help multirobot systems stay in the safety zone | MIT News

MIT Tech by MIT Tech
January 31, 2025
in MIT Tech
Reading Time: 8 mins read
125
A A
0

Jennifer Chu | MIT News
2025-01-31 00:00:00
news.mit.edu

Drone shows are an increasingly popular form of large-scale light display. These shows incorporate hundreds to thousands of airborne bots, each programmed to fly in paths that together form intricate shapes and patterns across the sky. When they go as planned, drone shows can be spectacular. But when one or more drones malfunction, as has happened recently in Florida, New York, and elsewhere, they can be a serious hazard to spectators on the ground.

Drone show accidents highlight the challenges of maintaining safety in what engineers call “multiagent systems” — systems of multiple coordinated, collaborative, and computer-programmed agents, such as robots, drones, and self-driving cars.

Now, a team of MIT engineers has developed a training method for multiagent systems that can guarantee their safe operation in crowded environments. The researchers found that once the method is used to train a small number of agents, the safety margins and controls learned by those agents can automatically scale to any larger number of agents, in a way that ensures the safety of the system as a whole.

In real-world demonstrations, the team trained a small number of palm-sized drones to safely carry out different objectives, from simultaneously switching positions midflight to landing on designated moving vehicles on the ground. In simulations, the researchers showed that the same programs, trained on a few drones, could be copied and scaled up to thousands of drones, enabling a large system of agents to safely accomplish the same tasks.

“This could be a standard for any application that requires a team of agents, such as warehouse robots, search-and-rescue drones, and self-driving cars,” says Chuchu Fan, associate professor of aeronautics and astronautics at MIT. “This provides a shield, or safety filter, saying each agent can continue with their mission, and we’ll tell you how to be safe.”

Fan and her colleagues report on their new method in a study appearing this month in the journal IEEE Transactions on Robotics. The study’s co-authors are MIT graduate students Songyuan Zhang and Oswin So as well as former MIT postdoc Kunal Garg, who is now an assistant professor at Arizona State University.

Mall margins

When engineers design for safety in any multiagent system, they typically have to consider the potential paths of every single agent with respect to every other agent in the system. This pair-wise path-planning is a time-consuming and computationally expensive process. And even then, safety is not guaranteed.

“In a drone show, each drone is given a specific trajectory — a set of waypoints and a set of times — and then they essentially close their eyes and follow the plan,” says Zhang, the study’s lead author. “Since they only know where they have to be and at what time, if there are unexpected things that happen, they don’t know how to adapt.”

The MIT team looked instead to develop a method to train a small number of agents to maneuver safely, in a way that could efficiently scale to any number of agents in the system. And, rather than plan specific paths for individual agents, the method would enable agents to continually map their safety margins, or boundaries beyond which they might be unsafe. An agent could then take any number of paths to accomplish its task, as long as it stays within its safety margins.

In some sense, the team says the method is similar to how humans intuitively navigate their surroundings.

“Say you’re in a really crowded shopping mall,” So explains. “You don’t care about anyone beyond the people who are in your immediate neighborhood, like the 5 meters surrounding you, in terms of getting around safely and not bumping into anyone. Our work takes a similar local approach.”

Safety barrier

In their new study, the team presents their method, GCBF+, which stands for “Graph Control Barrier Function.” A barrier function is a mathematical term used in robotics that calculates a sort of safety barrier, or a boundary beyond which an agent has a high probability of being unsafe. For any given agent, this safety zone can change moment to moment, as the agent moves among other agents that are themselves moving within the system.

When designers calculate barrier functions for any one agent in a multiagent system, they typically have to take into account the potential paths and interactions with every other agent in the system. Instead, the MIT team’s method calculates the safety zones of just a handful of agents, in a way that is accurate enough to represent the dynamics of many more agents in the system.

“Then we can sort of copy-paste this barrier function for every single agent, and then suddenly we have a graph of safety zones that works for any number of agents in the system,” So says.

To calculate an agent’s barrier function, the team’s method first takes into account an agent’s “sensing radius,” or how much of the surroundings an agent can observe, depending on its sensor capabilities. Just as in the shopping mall analogy, the researchers assume that the agent only cares about the agents that are within its sensing radius, in terms of keeping safe and avoiding collisions with those agents.

Then, using computer models that capture an agent’s particular mechanical capabilities and limits, the team simulates a “controller,” or a set of instructions for how the agent and a handful of similar agents should move around. They then run simulations of multiple agents moving along certain trajectories, and record whether and how they collide or otherwise interact.

“Once we have these trajectories, we can compute some laws that we want to minimize, like say, how many safety violations we have in the current controller,” Zhang says. “Then we update the controller to be safer.”

In this way, a controller can be programmed into actual agents, which would enable them to continually map their safety zone based on any other agents they can sense in their immediate surroundings, and then move within that safety zone to accomplish their task.

“Our controller is reactive,” Fan says. “We don’t preplan a path beforehand. Our controller is constantly taking in information about where an agent is going, what is its velocity, how fast other drones are going. It’s using all this information to come up with a plan on the fly and it’s replanning every time. So, if the situation changes, it’s always able to adapt to stay safe.”

The team demonstrated GCBF+ on a system of eight Crazyflies — lightweight, palm-sized quadrotor drones that they tasked with flying and switching positions in midair. If the drones were to do so by taking the straightest path, they would surely collide. But after training with the team’s method, the drones were able to make real-time adjustments to maneuver around each other, keeping within their respective safety zones, to successfully switch positions on the fly.

In similar fashion, the team tasked the drones with flying around, then landing on specific Turtlebots — wheeled robots with shell-like tops. The Turtlebots drove continuously around in a large circle, and the Crazyflies were able to avoid colliding with each other as they made their landings.

“Using our framework, we only need to give the drones their destinations instead of the whole collision-free trajectory, and the drones can figure out how to arrive at their destinations without collision themselves,” says Fan, who envisions the method could be applied to any multiagent system to guarantee its safety, including collision avoidance systems in drone shows, warehouse robots, autonomous driving vehicles, and drone delivery systems.

This work was partly supported by the U.S. National Science Foundation, MIT Lincoln Laboratory under the Safety in Aerobatic Flight Regimes (SAFR) program, and the Defence Science and Technology Agency of Singapore.

Source Link


Upgrade your audio game with the Logitech for Creators Blue Yeti USB Microphone. With over 33,730 ratings and an impressive 4.6 out of 5 stars, it’s no wonder this is an Amazon’s Choice product. Recently, 5K+ units were purchased in the past month.

Available in five stunning colors: Teal, Silver, Pink Dawn, Midnight Blue, and Blackout, this microphone is perfect for creators looking to produce exceptional audio. Priced at only $84.99, it’s a deal you can’t afford to miss.

Elevate your recordings with clear broadcast-quality sound and explore your creativity with enhanced effects, advanced modulation, and HD audio samples. Order now for just $84.99 on Amazon!


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

Help Power Techcratic’s Future – Scan To Support

If Techcratic’s content and insights have helped you, consider giving back by supporting the platform with crypto. Every contribution makes a difference, whether it’s for high-quality content, server maintenance, or future updates. Techcratic is constantly evolving, and your support helps drive that progress.

As a solo operator who wears all the hats, creating content, managing the tech, and running the site, your support allows me to stay focused on delivering valuable resources. Your support keeps everything running smoothly and enables me to continue creating the content you love. I’m deeply grateful for your support, it truly means the world to me! Thank you!

BITCOIN

Bitcoin Logo

Bitcoin QR Code

bc1qlszw7elx2qahjwvaryh0tkgg8y68enw30gpvge

Scan the QR code with your crypto wallet app

DOGECOIN

Dogecoin Logo

Dogecoin QR Code

D64GwvvYQxFXYyan3oQCrmWfidf6T3JpBA

Scan the QR code with your crypto wallet app

ETHEREUM

Ethereum Logo

Ethereum QR Code

0xe9BC980DF3d985730dA827996B43E4A62CCBAA7a

Scan the QR code with your crypto wallet app

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

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

Tags: MIT Tech
Share162Share28ShareShare4ShareTweet101
MIT Tech

MIT Tech

Discover cutting-edge research and technological breakthroughs with MIT Tech. Explore innovative projects and academic insights shaping the future of technology. Stay informed with the latest articles here at Techcratic.

Related Posts

New system dramatically speeds the search for polymer materials | MIT News
MIT Tech

New system dramatically speeds the search for polymer materials | MIT News

July 28, 2025
1.3k
Famous double-slit experiment holds up when stripped to its quantum essentials | MIT News
MIT Tech

Famous double-slit experiment holds up when stripped to its quantum essentials | MIT News

July 28, 2025
1.3k
New machine-learning application to help researchers predict chemical properties | MIT News
MIT Tech

New machine-learning application to help researchers predict chemical properties | MIT News

July 24, 2025
1.3k
Theory-guided strategy expands the scope of measurable quantum interactions | MIT News
MIT Tech

Theory-guided strategy expands the scope of measurable quantum interactions | MIT News

July 24, 2025
1.3k
The unique, mathematical shortcuts language models use to predict dynamic scenarios | MIT News
MIT Tech

The unique, mathematical shortcuts language models use to predict dynamic scenarios | MIT News

July 21, 2025
1.3k
A major AI training data set contains millions of examples of personal data
MIT Tech

A major AI training data set contains millions of examples of personal data

July 18, 2025
1.3k
Model predicts long-term effects of nuclear waste on underground disposal systems | MIT News
MIT Tech

Model predicts long-term effects of nuclear waste on underground disposal systems | MIT News

July 18, 2025
1.3k
MIT’s Mason Estrada to sign with the Los Angeles Dodgers | MIT News
MIT Tech

MIT’s Mason Estrada to sign with the Los Angeles Dodgers | MIT News

July 17, 2025
1.3k
Load More
Next Post
Every spacecraft on Mars – comparison

Every spacecraft on Mars - comparison

Your Tech Resources

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

Tech News

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

Tech News

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

Tech News​

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

Site Links

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

Threat hunting startup Nebulock closes $8.5M to grow AI threat detection engine

Apple Offering ‘Deal of the Day’ Discounts in TV App

July 29, 2025 – iPhone 17 Pro spotted in the wild?

iPhone Fold Rumors Deliver A Surprising Boost To Samsung’s Galaxy Fold

XRP Open Interest Drops By $2.4B After Recent Selloff

Wolf head sculpting

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

No Result
View All Result
  • 30 Second Tech ™
  • AI
  • App Zone ™
  • Apple
  • Ars Technica
  • CNET
  • Crypto News
  • Cybersecurity
  • Endgadget
  • Gaming
  • MacRumors
  • Macworld
  • Retro Rewind ™
  • Tech Deals
  • Techcratic ™
  • Techs Got To Eat ™
  • Tesla
  • UFO
  • Visual Capitalist
  • Wired
  • ZDNet