• About TC
  • Affiliate Disclaimer
  • Privacy Policy
  • TOS
  • Contact
Sunday, July 6, 2025
Techcratic
  • TC
  • AI
    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

    Artificial Intelligence

    NewDay builds A Generative AI based Customer service Agent Assist with over 90% accuracy

    Artificial Intelligence

    5 Things You Need to Know About Agentic AI

    Artificial Intelligence

    Normalizing Flows are Capable Generative Models

  • App Zone

    Top 3 Dev Tool Apps of 2025: Features, Pros, and Cons

    Top 3 Launcher Apps for Apple: Features, Pros, and Cons

    Top 3 Launcher Apps for Apple: Features, Pros, and Cons

    Top 3 Launcher Apps for Android: Features, Pros, and Cons

    Top 3 Launcher Apps for Android: Features, Pros, and Cons

    Top 3 Card Game Apps of 2025: Features, Pros, and Cons

    Top 3 Card Game Apps of 2025: Features, Pros, and Cons

    Top 3 Medical Apps of 2025: Features, Pros, and Cons

    Top 3 Medical Apps of 2025: Features, Pros, and Cons

    Top 3 Travel Apps of 2025: Features, Pros, and Cons

    Top 3 Travel Apps of 2025: Features, Pros, and Cons

    Top 3 Casual Game Apps for 2025: Features, Pros, and Cons

    Top 3 Casual Game Apps for 2025: Features, Pros, and Cons

    Top 3 Food Apps for 2025: Features, Pros, and Cons

    Top 3 Food Apps for 2025: Features, Pros, and Cons

    Top 3 Sport Apps for 2025: Features, Pros, and Cons

    Top 3 Sport Apps for 2025: Features, Pros, and Cons

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

    New iPhone 17 Pro renders highlight aluminum design, repositioned Apple logo

    Yes, you can run Windows 11 on your Mac — and it’s only $15

    Run Windows apps on your Mac with Windows 11 Pro — now just $9.97

    How to stop LG & Samsung smart TV tracking, screen captures

    How to stop LG & Samsung smart TV tracking, screen captures

    Apple’s F1 expected to hit $300M at the box office this weekend

    Apple’s F1 expected to hit $300M at the box office this weekend

    Apple is reportedly working on a cheaper MacBook, but will it stick the landing?

    Apple is reportedly working on a cheaper MacBook, but will it stick the landing?

    Apple @ Work: Macs have never been more expensive to repair, but never been more reliable

    Apple @ Work: Macs have never been more expensive to repair, but never been more reliable

    New Gemini icon comes to Android and iPhone

    New Gemini icon comes to Android and iPhone

    Best Mac SSD and hard drive Prime Day deals 2025: Early discounts

    Best Mac SSD and hard drive Prime Day deals 2025: Early discounts

    This is the letter Donald Trump sent Apple to keep TikTok online

    This is the letter Donald Trump sent Apple to keep TikTok online

  • 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 Deals
    Lenovo ThinkPad E16 G2 16″ FHD+ Business Laptop Computer, Intel 16-Core Ultra 7 155H…

    Lenovo ThinkPad E16 G2 16″ FHD+ Business Laptop Computer, Intel 16-Core Ultra 7 155H…

    HP Printer Paper | 8.5 x 11 Paper | Office 20 lb | 3 Ream Case – 1500 Sheets | 92 Bright…

    HP Printer Paper | 8.5 x 11 Paper | Office 20 lb | 3 Ream Case – 1500 Sheets | 92 Bright…

    JUANWE 32GB Micro SD Cards 10 Pack Memory Card, SDHC High-Speed U1 A1 SD Card, 32GB TF…

    JUANWE 32GB Micro SD Cards 10 Pack Memory Card, SDHC High-Speed U1 A1 SD Card, 32GB TF…

    EVGA GeForce GTX 1650 Super SC Ultra Gaming, 4GB GDDR6, Dual Fan, Metal Backplate,…

    EVGA GeForce GTX 1650 Super SC Ultra Gaming, 4GB GDDR6, Dual Fan, Metal Backplate,…

    CableCreation 6 Feet TRRS Headhpone Extension Cable Bundle with 1.5 Feet TRRS…

    CableCreation 6 Feet TRRS Headhpone Extension Cable Bundle with 1.5 Feet TRRS…

    ASRock Chanllenger AMD RX 6600 8G GDDR6 Graphics Card and Bronze 80+ 550W Power Supply

    ASRock Chanllenger AMD RX 6600 8G GDDR6 Graphics Card and Bronze 80+ 550W Power Supply

    INNOCN 49″ Curved Gaming Monitor 144Hz Ultrawide 32:9 WDFHD 3840 x 1080P, R1800, 99%…

    INNOCN 49″ Curved Gaming Monitor 144Hz Ultrawide 32:9 WDFHD 3840 x 1080P, R1800, 99%…

    Razer Iskur V2 Gaming Chair: Adaptive Lumbar Support – Adjustable Lumbar Curve – High…

    Razer Iskur V2 Gaming Chair: Adaptive Lumbar Support – Adjustable Lumbar Curve – High…

    Critical Rolls: Boxed Set – 5e RPG Storytelling Cards, 300 Tarot Sized Cards, Tabletop…

    Critical Rolls: Boxed Set – 5e RPG Storytelling Cards, 300 Tarot Sized Cards, Tabletop…

  • Tech Eats
    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
    REEVAA 2025 Upgrade Tesla Model 3 Sunshade Roof [No Gaps, No-Sagging] Tesla 3…

    REEVAA 2025 Upgrade Tesla Model 3 Sunshade Roof [No Gaps, No-Sagging] Tesla 3…

    1PC Rear Bed Cooler Storage Box Compatible with Tesla Cybertruck 2024 Oxford Waterproof…

    1PC Rear Bed Cooler Storage Box Compatible with Tesla Cybertruck 2024 Oxford Waterproof…

    Seat Back Hooks for Tesla Model 3, Model Y, Model S & Model X 2021-2025 – Bag Purse Back…

    Seat Back Hooks for Tesla Model 3, Model Y, Model S & Model X 2021-2025 – Bag Purse Back…

    Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V NACS to CCS EV Fast Charge…

    Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V NACS to CCS EV Fast Charge…

    BestEvMod for Refreshed Model 3 Highland Cargo Liner Floor Liners Trunk and Frunk Mat…

    BestEvMod for Refreshed Model 3 Highland Cargo Liner Floor Liners Trunk and Frunk Mat…

    4 PCS Car Front and Rear Side Window Sunshade, 19.6″ x 31.4″ x 7.8″ + 19.6″ x 31.4″ Keep…

    4 PCS Car Front and Rear Side Window Sunshade, 19.6″ x 31.4″ x 7.8″ + 19.6″ x 31.4″ Keep…

    Car Floor Mats for Tesla Cybertruck 2023 2024 2025, Custom TPE All Weather Protection…

    Car Floor Mats for Tesla Cybertruck 2023 2024 2025, Custom TPE All Weather Protection…

    JOYTUTUS Truck Bed Divider Compatible with Cybertruck 2024 2023 Cargo Divider Organizer…

    JOYTUTUS Truck Bed Divider Compatible with Cybertruck 2024 2023 Cargo Divider Organizer…

    HANSSHOW Pet Seat Covers for Cybertruck Rear Dog Seat Protector Full-Cover Waterproof…

    HANSSHOW Pet Seat Covers for Cybertruck Rear Dog Seat Protector Full-Cover Waterproof…

  • UFO
    MR.GREEN Tweezers For Women Facial Hair, Professional Precision Eyebrow Tweezers for Women and Men, Stainless Steel Slanted Cute Hair Removal Plucker

    MR.GREEN Tweezers For Women Facial Hair, Professional Precision Eyebrow Tweezers for Women and Men, Stainless Steel Slanted Cute Hair Removal Plucker

    TOP 4 ALIEN ARTIFACTS UNEARTHED | Ancient Aliens | The UnXplained Zone

    TOP 4 ALIEN ARTIFACTS UNEARTHED | Ancient Aliens | The UnXplained Zone

    Mutant Aliens

    Mutant Aliens

    Ancient Carvings Point to Strange Information (Season 1) | Ancient Aliens: Origins

    Ancient Carvings Point to Strange Information (Season 1) | Ancient Aliens: Origins

    ERIN MONTGOMERY –  Dirty Little Secret: Confessions of an Alien Contactee

    ERIN MONTGOMERY – Dirty Little Secret: Confessions of an Alien Contactee

    Miniature Schnauzer Funny Graphic Selfie UFOs Weird Aliens T-Shirt

    Miniature Schnauzer Funny Graphic Selfie UFOs Weird Aliens T-Shirt

    Lorine Chia – Intergalactic Love (Official Music Video)

    Lorine Chia – Intergalactic Love (Official Music Video)

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    SOJOS Retro Polarized Square Sunglasses Womens Men Vintage Double Bridge Metal Frame UV Protection Sun Glasses SJ1246

    SOJOS Retro Polarized Square Sunglasses Womens Men Vintage Double Bridge Metal Frame UV Protection Sun Glasses SJ1246

No Result
View All Result
  • TC
  • AI
    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

    Artificial Intelligence

    NewDay builds A Generative AI based Customer service Agent Assist with over 90% accuracy

    Artificial Intelligence

    5 Things You Need to Know About Agentic AI

    Artificial Intelligence

    Normalizing Flows are Capable Generative Models

  • App Zone

    Top 3 Dev Tool Apps of 2025: Features, Pros, and Cons

    Top 3 Launcher Apps for Apple: Features, Pros, and Cons

    Top 3 Launcher Apps for Apple: Features, Pros, and Cons

    Top 3 Launcher Apps for Android: Features, Pros, and Cons

    Top 3 Launcher Apps for Android: Features, Pros, and Cons

    Top 3 Card Game Apps of 2025: Features, Pros, and Cons

    Top 3 Card Game Apps of 2025: Features, Pros, and Cons

    Top 3 Medical Apps of 2025: Features, Pros, and Cons

    Top 3 Medical Apps of 2025: Features, Pros, and Cons

    Top 3 Travel Apps of 2025: Features, Pros, and Cons

    Top 3 Travel Apps of 2025: Features, Pros, and Cons

    Top 3 Casual Game Apps for 2025: Features, Pros, and Cons

    Top 3 Casual Game Apps for 2025: Features, Pros, and Cons

    Top 3 Food Apps for 2025: Features, Pros, and Cons

    Top 3 Food Apps for 2025: Features, Pros, and Cons

    Top 3 Sport Apps for 2025: Features, Pros, and Cons

    Top 3 Sport Apps for 2025: Features, Pros, and Cons

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

    New iPhone 17 Pro renders highlight aluminum design, repositioned Apple logo

    Yes, you can run Windows 11 on your Mac — and it’s only $15

    Run Windows apps on your Mac with Windows 11 Pro — now just $9.97

    How to stop LG & Samsung smart TV tracking, screen captures

    How to stop LG & Samsung smart TV tracking, screen captures

    Apple’s F1 expected to hit $300M at the box office this weekend

    Apple’s F1 expected to hit $300M at the box office this weekend

    Apple is reportedly working on a cheaper MacBook, but will it stick the landing?

    Apple is reportedly working on a cheaper MacBook, but will it stick the landing?

    Apple @ Work: Macs have never been more expensive to repair, but never been more reliable

    Apple @ Work: Macs have never been more expensive to repair, but never been more reliable

    New Gemini icon comes to Android and iPhone

    New Gemini icon comes to Android and iPhone

    Best Mac SSD and hard drive Prime Day deals 2025: Early discounts

    Best Mac SSD and hard drive Prime Day deals 2025: Early discounts

    This is the letter Donald Trump sent Apple to keep TikTok online

    This is the letter Donald Trump sent Apple to keep TikTok online

  • 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 Deals
    Lenovo ThinkPad E16 G2 16″ FHD+ Business Laptop Computer, Intel 16-Core Ultra 7 155H…

    Lenovo ThinkPad E16 G2 16″ FHD+ Business Laptop Computer, Intel 16-Core Ultra 7 155H…

    HP Printer Paper | 8.5 x 11 Paper | Office 20 lb | 3 Ream Case – 1500 Sheets | 92 Bright…

    HP Printer Paper | 8.5 x 11 Paper | Office 20 lb | 3 Ream Case – 1500 Sheets | 92 Bright…

    JUANWE 32GB Micro SD Cards 10 Pack Memory Card, SDHC High-Speed U1 A1 SD Card, 32GB TF…

    JUANWE 32GB Micro SD Cards 10 Pack Memory Card, SDHC High-Speed U1 A1 SD Card, 32GB TF…

    EVGA GeForce GTX 1650 Super SC Ultra Gaming, 4GB GDDR6, Dual Fan, Metal Backplate,…

    EVGA GeForce GTX 1650 Super SC Ultra Gaming, 4GB GDDR6, Dual Fan, Metal Backplate,…

    CableCreation 6 Feet TRRS Headhpone Extension Cable Bundle with 1.5 Feet TRRS…

    CableCreation 6 Feet TRRS Headhpone Extension Cable Bundle with 1.5 Feet TRRS…

    ASRock Chanllenger AMD RX 6600 8G GDDR6 Graphics Card and Bronze 80+ 550W Power Supply

    ASRock Chanllenger AMD RX 6600 8G GDDR6 Graphics Card and Bronze 80+ 550W Power Supply

    INNOCN 49″ Curved Gaming Monitor 144Hz Ultrawide 32:9 WDFHD 3840 x 1080P, R1800, 99%…

    INNOCN 49″ Curved Gaming Monitor 144Hz Ultrawide 32:9 WDFHD 3840 x 1080P, R1800, 99%…

    Razer Iskur V2 Gaming Chair: Adaptive Lumbar Support – Adjustable Lumbar Curve – High…

    Razer Iskur V2 Gaming Chair: Adaptive Lumbar Support – Adjustable Lumbar Curve – High…

    Critical Rolls: Boxed Set – 5e RPG Storytelling Cards, 300 Tarot Sized Cards, Tabletop…

    Critical Rolls: Boxed Set – 5e RPG Storytelling Cards, 300 Tarot Sized Cards, Tabletop…

  • Tech Eats
    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
    REEVAA 2025 Upgrade Tesla Model 3 Sunshade Roof [No Gaps, No-Sagging] Tesla 3…

    REEVAA 2025 Upgrade Tesla Model 3 Sunshade Roof [No Gaps, No-Sagging] Tesla 3…

    1PC Rear Bed Cooler Storage Box Compatible with Tesla Cybertruck 2024 Oxford Waterproof…

    1PC Rear Bed Cooler Storage Box Compatible with Tesla Cybertruck 2024 Oxford Waterproof…

    Seat Back Hooks for Tesla Model 3, Model Y, Model S & Model X 2021-2025 – Bag Purse Back…

    Seat Back Hooks for Tesla Model 3, Model Y, Model S & Model X 2021-2025 – Bag Purse Back…

    Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V NACS to CCS EV Fast Charge…

    Tesla Supercharger to CCS1 Charger Adapter, Max 500A 1000V NACS to CCS EV Fast Charge…

    BestEvMod for Refreshed Model 3 Highland Cargo Liner Floor Liners Trunk and Frunk Mat…

    BestEvMod for Refreshed Model 3 Highland Cargo Liner Floor Liners Trunk and Frunk Mat…

    4 PCS Car Front and Rear Side Window Sunshade, 19.6″ x 31.4″ x 7.8″ + 19.6″ x 31.4″ Keep…

    4 PCS Car Front and Rear Side Window Sunshade, 19.6″ x 31.4″ x 7.8″ + 19.6″ x 31.4″ Keep…

    Car Floor Mats for Tesla Cybertruck 2023 2024 2025, Custom TPE All Weather Protection…

    Car Floor Mats for Tesla Cybertruck 2023 2024 2025, Custom TPE All Weather Protection…

    JOYTUTUS Truck Bed Divider Compatible with Cybertruck 2024 2023 Cargo Divider Organizer…

    JOYTUTUS Truck Bed Divider Compatible with Cybertruck 2024 2023 Cargo Divider Organizer…

    HANSSHOW Pet Seat Covers for Cybertruck Rear Dog Seat Protector Full-Cover Waterproof…

    HANSSHOW Pet Seat Covers for Cybertruck Rear Dog Seat Protector Full-Cover Waterproof…

  • UFO
    MR.GREEN Tweezers For Women Facial Hair, Professional Precision Eyebrow Tweezers for Women and Men, Stainless Steel Slanted Cute Hair Removal Plucker

    MR.GREEN Tweezers For Women Facial Hair, Professional Precision Eyebrow Tweezers for Women and Men, Stainless Steel Slanted Cute Hair Removal Plucker

    TOP 4 ALIEN ARTIFACTS UNEARTHED | Ancient Aliens | The UnXplained Zone

    TOP 4 ALIEN ARTIFACTS UNEARTHED | Ancient Aliens | The UnXplained Zone

    Mutant Aliens

    Mutant Aliens

    Ancient Carvings Point to Strange Information (Season 1) | Ancient Aliens: Origins

    Ancient Carvings Point to Strange Information (Season 1) | Ancient Aliens: Origins

    ERIN MONTGOMERY –  Dirty Little Secret: Confessions of an Alien Contactee

    ERIN MONTGOMERY – Dirty Little Secret: Confessions of an Alien Contactee

    Miniature Schnauzer Funny Graphic Selfie UFOs Weird Aliens T-Shirt

    Miniature Schnauzer Funny Graphic Selfie UFOs Weird Aliens T-Shirt

    Lorine Chia – Intergalactic Love (Official Music Video)

    Lorine Chia – Intergalactic Love (Official Music Video)

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    John Deere Men’s Trademark Logo Core Short Sleeve Tee

    SOJOS Retro Polarized Square Sunglasses Womens Men Vintage Double Bridge Metal Frame UV Protection Sun Glasses SJ1246

    SOJOS Retro Polarized Square Sunglasses Womens Men Vintage Double Bridge Metal Frame UV Protection Sun Glasses SJ1246

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

Teaching AI to communicate sounds like humans do | MIT News

MIT Tech by MIT Tech
January 9, 2025
in MIT Tech
Reading Time: 6 mins read
128
A A
0

Alex Shipps | MIT CSAIL
2025-01-09 00:00:00
news.mit.edu

Whether you’re describing the sound of your faulty car engine or meowing like your neighbor’s cat, imitating sounds with your voice can be a helpful way to relay a concept when words don’t do the trick.

Vocal imitation is the sonic equivalent of doodling a quick picture to communicate something you saw — except that instead of using a pencil to illustrate an image, you use your vocal tract to express a sound. This might seem difficult, but it’s something we all do intuitively: To experience it for yourself, try using your voice to mirror the sound of an ambulance siren, a crow, or a bell being struck.

Inspired by the cognitive science of how we communicate, MIT Computer Science and Artificial Intelligence Laboratory (CSAIL) researchers have developed an AI system that can produce human-like vocal imitations with no training, and without ever having “heard” a human vocal impression before.

To achieve this, the researchers engineered their system to produce and interpret sounds much like we do. They started by building a model of the human vocal tract that simulates how vibrations from the voice box are shaped by the throat, tongue, and lips. Then, they used a cognitively-inspired AI algorithm to control this vocal tract model and make it produce imitations, taking into consideration the context-specific ways that humans choose to communicate sound.

The model can effectively take many sounds from the world and generate a human-like imitation of them — including noises like leaves rustling, a snake’s hiss, and an approaching ambulance siren. Their model can also be run in reverse to guess real-world sounds from human vocal imitations, similar to how some computer vision systems can retrieve high-quality images based on sketches. For instance, the model can correctly distinguish the sound of a human imitating a cat’s “meow” versus its “hiss.”

In the future, this model could potentially lead to more intuitive “imitation-based” interfaces for sound designers, more human-like AI characters in virtual reality, and even methods to help students learn new languages.

The co-lead authors — MIT CSAIL PhD students Kartik Chandra SM ’23 and Karima Ma, and undergraduate researcher Matthew Caren — note that computer graphics researchers have long recognized that realism is rarely the ultimate goal of visual expression. For example, an abstract painting or a child’s crayon doodle can be just as expressive as a photograph.

“Over the past few decades, advances in sketching algorithms have led to new tools for artists, advances in AI and computer vision, and even a deeper understanding of human cognition,” notes Chandra. “In the same way that a sketch is an abstract, non-photorealistic representation of an image, our method captures the abstract, non-phono–realistic ways humans express the sounds they hear. This teaches us about the process of auditory abstraction.”

Video thumbnail

Play video

“The goal of this project has been to understand and computationally model vocal imitation, which we take to be the sort of auditory equivalent of sketching in the visual domain,” says Caren.

The art of imitation, in three parts

The team developed three increasingly nuanced versions of the model to compare to human vocal imitations. First, they created a baseline model that simply aimed to generate imitations that were as similar to real-world sounds as possible — but this model didn’t match human behavior very well.

The researchers then designed a second “communicative” model. According to Caren, this model considers what’s distinctive about a sound to a listener. For instance, you’d likely imitate the sound of a motorboat by mimicking the rumble of its engine, since that’s its most distinctive auditory feature, even if it’s not the loudest aspect of the sound (compared to, say, the water splashing). This second model created imitations that were better than the baseline, but the team wanted to improve it even more.

To take their method a step further, the researchers added a final layer of reasoning to the model. “Vocal imitations can sound different based on the amount of effort you put into them. It costs time and energy to produce sounds that are perfectly accurate,” says Chandra. The researchers’ full model accounts for this by trying to avoid utterances that are very rapid, loud, or high- or low-pitched, which people are less likely to use in a conversation. The result: more human-like imitations that closely match many of the decisions that humans make when imitating the same sounds.

After building this model, the team conducted a behavioral experiment to see whether the AI- or human-generated vocal imitations were perceived as better by human judges. Notably, participants in the experiment favored the AI model 25 percent of the time in general, and as much as 75 percent for an imitation of a motorboat and 50 percent for an imitation of a gunshot.

Toward more expressive sound technology

Passionate about technology for music and art, Caren envisions that this model could help artists better communicate sounds to computational systems and assist filmmakers and other content creators with generating AI sounds that are more nuanced to a specific context. It could also enable a musician to rapidly search a sound database by imitating a noise that is difficult to describe in, say, a text prompt.

In the meantime, Caren, Chandra, and Ma are looking at the implications of their model in other domains, including the development of language, how infants learn to talk, and even imitation behaviors in birds like parrots and songbirds.

The team still has work to do with the current iteration of their model: It struggles with some consonants, like “z,” which led to inaccurate impressions of some sounds, like bees buzzing. They also can’t yet replicate how humans imitate speech, music, or sounds that are imitated differently across different languages, like a heartbeat.

Stanford University linguistics professor Robert Hawkins says that language is full of onomatopoeia and words that mimic but don’t fully replicate the things they describe, like the “meow” sound that very inexactly approximates the sound that cats make. “The processes that get us from the sound of a real cat to a word like ‘meow’ reveal a lot about the intricate interplay between physiology, social reasoning, and communication in the evolution of language,” says Hawkins, who wasn’t involved in the CSAIL research. “This model presents an exciting step toward formalizing and testing theories of those processes, demonstrating that both physical constraints from the human vocal tract and social pressures from communication are needed to explain the distribution of vocal imitations.”

Caren, Chandra, and Ma wrote the paper with two other CSAIL affiliates: Jonathan Ragan-Kelley, MIT Department of Electrical Engineering and Computer Science associate professor, and Joshua Tenenbaum, MIT Brain and Cognitive Sciences professor and Center for Brains, Minds, and Machines member. Their work was supported, in part, by the Hertz Foundation and the National Science Foundation. It was presented at SIGGRAPH Asia in early December.

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!


Start your free Amazon Prime trial
today and unlock unlimited streaming and more!

Support Techcratic

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

Bitcoin Address:

bc1qlszw7elx2qahjwvaryh0tkgg8y68enw30gpvge

Please verify this address before sending funds.

Bitcoin QR Code

Simply scan the QR code below to support Techcratic.

Bitcoin QR code for donations

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

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

Tags: MIT Tech
Share162Share28ShareShare4ShareTweet101
Previous Post

Physicists achieve simulation of non-Hermitian skin effect in 2D with ultracold fermions

Next Post

ORICO 5 Bay Tray-Less Aluminum 3.5″ External HDD Enclosure Build-in 80mm Cooling Fan and…

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

3 Questions: How MIT’s venture studio is partnering with MIT labs to solve “holy grail” problems | MIT News
MIT Tech

3 Questions: How MIT’s venture studio is partnering with MIT labs to solve “holy grail” problems | MIT News

July 2, 2025
1.3k
New method combines imaging and sequencing to study gene function in intact tissue | MIT News
MIT Tech

New method combines imaging and sequencing to study gene function in intact tissue | MIT News

June 30, 2025
1.3k
Faces of MIT: Ylana Lopez | MIT News
MIT Tech

Faces of MIT: Ylana Lopez | MIT News

June 27, 2025
1.3k
Face-to-face with Es Devlin | MIT News
MIT Tech

Face-to-face with Es Devlin | MIT News

June 26, 2025
1.3k
Travels with Rambax | MIT Technology Review
MIT Tech

Travels with Rambax | MIT Technology Review

June 25, 2025
1.3k
Art rhymes
MIT Tech

Art rhymes

June 24, 2025
1.3k
An epic year for women’s sports
MIT Tech

An epic year for women’s sports

June 24, 2025
1.3k
LLMs factor in unrelated information when recommending medical treatments | MIT News
MIT Tech

LLMs factor in unrelated information when recommending medical treatments | MIT News

June 23, 2025
1.3k
Load More
Next Post
ORICO 5 Bay Tray-Less Aluminum 3.5″ External HDD Enclosure Build-in 80mm Cooling Fan and…

ORICO 5 Bay Tray-Less Aluminum 3.5" External HDD Enclosure Build-in 80mm Cooling Fan and...

Your Tech Resources

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

Tech News

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

Tech News

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

Tech News​

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

Site Links

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

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

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