• 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
    Elgato Facecam 4K brings DSLR features to Mac webcams

    Elgato Facecam 4K brings DSLR features to Mac webcams

    Adobe expands AI features in Photoshop July update

    Adobe expands AI features in Photoshop July update

    Chinese sales of iPhone grow for the first time in years

    Chinese sales of iPhone grow for the first time in years

    ESR MagMouse review: a wireless mouse that sticks to your MacBook

    ESR MagMouse review: a wireless mouse that sticks to your MacBook

    Here’s a first look at the new M4 MacBook Air in sky blue

    M4 MacBook Air’s biggest success may still be ahead of it

    M4 MacBook Air, MacBook Pro, Apple Watch Ultra 2, more 9to5Mac

    M4 MacBook Air, MacBook Pro, Apple Watch Ultra 2, more 9to5Mac

    bitchat mesh, Jack Dorsey’s messaging app debuts on the App Store

    bitchat mesh, Jack Dorsey’s messaging app debuts on the App Store

    Here’s everything new for the Messages app in iOS 26

    Here’s everything new for the Messages app in iOS 26

    In a first for the country, Apple to close Parkland Mall store in China

    In a first for the country, Apple to close Parkland Mall store in China

  • ComputerWorld
    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

    Clorox sues Cognizant for $380M over alleged helpdesk failures in cyberattack

    Clorox sues Cognizant for $380M over alleged helpdesk failures in cyberattack

    Kandji helps secure Apple enterprise with Vulnerability Response

    Kandji helps secure Apple enterprise with Vulnerability Response

  • Gaming
    How to build a workbench in Grounded 2

    How to build a workbench in Grounded 2

    I HAVE TO SAVE MY FAMILY!! | As Dusk Falls – Part 2

    I HAVE TO SAVE MY FAMILY!! | As Dusk Falls – Part 2

    Philips Evnia 27M2N3800A | PC Gamer

    Philips Evnia 27M2N3800A | PC Gamer

    DON'T Ask If You Should Buy Diablo 4. Just Watch This | REVIEW

    DON'T Ask If You Should Buy Diablo 4. Just Watch This | REVIEW

    Sonic Frontiers Review

    Sonic Frontiers Review

    How to get the corrupt mutation in Grow a Garden

    How to get the corrupt mutation in Grow a Garden

    Is Gotham Knights As Bad As You Think?

    Is Gotham Knights As Bad As You Think?

    Stage 12 – Gungrave G.O.R.E PS5

    Stage 12 – Gungrave G.O.R.E PS5

    SUPER MARIO 3D WORLD – Trailer (Wii U)

    SUPER MARIO 3D WORLD – Trailer (Wii U)

  • 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
    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

    How To Find Your Art Style (4 EASY WAYS) | Art Tips

    How To Find Your Art Style (4 EASY WAYS) | Art Tips

    Sarah D’Ambrosio: Brooklyn, Berlin

    Sarah D’Ambrosio: Brooklyn, Berlin

    WOOFIE SAD ORIGIN STORY?! The Amazing Digital Circus UNOFFICIAL Animation

    WOOFIE SAD ORIGIN STORY?! The Amazing Digital Circus UNOFFICIAL Animation

  • Tech Deals
    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,…

    SM600 White Wireless Gaming Mouse,8000 DPI Tri-Modes BT5.1/Type-C Wired/2.4G Wireless…

    SM600 White Wireless Gaming Mouse,8000 DPI Tri-Modes BT5.1/Type-C Wired/2.4G Wireless…

    GTRACING Gaming Chair Racing Office Computer Ergonomic Video Game Chair Backrest and…

    GTRACING Gaming Chair Racing Office Computer Ergonomic Video Game Chair Backrest and…

    Rock Band – Nintendo Wii (Game only) (Renewed)

    Rock Band – Nintendo Wii (Game only) (Renewed)

    SanDisk 512GB Ultra Fit USB 3.2 Gen 1 Flash Drive – Up to 400MB/s, Plug-and-Stay Design…

    SanDisk 512GB Ultra Fit USB 3.2 Gen 1 Flash Drive – Up to 400MB/s, Plug-and-Stay Design…

  • 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
    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…

    Schumacher Electric SC1455 Level 2 Portable EV Charger – up to 16A, Works with 120V or 2…

    Schumacher Electric SC1455 Level 2 Portable EV Charger – up to 16A, Works with 120V or 2…

    Tesla inks $16.5B deal with Samsung for HW6 chips, but still no HW3 solution

    Tesla inks $16.5B deal with Samsung for HW6 chips, but still no HW3 solution

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

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

  • UFO
    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

    GXCROR Sports Sun Visor Hat Men Women, Lightweight Breathable Quick-Dry Visor Hat, UPF 50+ Tennis Golf Running Visor

    GXCROR Sports Sun Visor Hat Men Women, Lightweight Breathable Quick-Dry Visor Hat, UPF 50+ Tennis Golf Running Visor

    UFOs Over Washington, D.C. (1952): The 'Invasion' That Shook the Nation

    UFOs Over Washington, D.C. (1952): The 'Invasion' That Shook the Nation

    UFOs: The Public Deceived

    UFOs: The Public Deceived

    Scientists Believe This Is an Alien?!

    Scientists Believe This Is an Alien?!

    Quetzalcoatl's True Origins | Ancient Aliens | #shorts

    Quetzalcoatl's True Origins | Ancient Aliens | #shorts

  • 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
    Elgato Facecam 4K brings DSLR features to Mac webcams

    Elgato Facecam 4K brings DSLR features to Mac webcams

    Adobe expands AI features in Photoshop July update

    Adobe expands AI features in Photoshop July update

    Chinese sales of iPhone grow for the first time in years

    Chinese sales of iPhone grow for the first time in years

    ESR MagMouse review: a wireless mouse that sticks to your MacBook

    ESR MagMouse review: a wireless mouse that sticks to your MacBook

    Here’s a first look at the new M4 MacBook Air in sky blue

    M4 MacBook Air’s biggest success may still be ahead of it

    M4 MacBook Air, MacBook Pro, Apple Watch Ultra 2, more 9to5Mac

    M4 MacBook Air, MacBook Pro, Apple Watch Ultra 2, more 9to5Mac

    bitchat mesh, Jack Dorsey’s messaging app debuts on the App Store

    bitchat mesh, Jack Dorsey’s messaging app debuts on the App Store

    Here’s everything new for the Messages app in iOS 26

    Here’s everything new for the Messages app in iOS 26

    In a first for the country, Apple to close Parkland Mall store in China

    In a first for the country, Apple to close Parkland Mall store in China

  • ComputerWorld
    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

    Clorox sues Cognizant for $380M over alleged helpdesk failures in cyberattack

    Clorox sues Cognizant for $380M over alleged helpdesk failures in cyberattack

    Kandji helps secure Apple enterprise with Vulnerability Response

    Kandji helps secure Apple enterprise with Vulnerability Response

  • Gaming
    How to build a workbench in Grounded 2

    How to build a workbench in Grounded 2

    I HAVE TO SAVE MY FAMILY!! | As Dusk Falls – Part 2

    I HAVE TO SAVE MY FAMILY!! | As Dusk Falls – Part 2

    Philips Evnia 27M2N3800A | PC Gamer

    Philips Evnia 27M2N3800A | PC Gamer

    DON'T Ask If You Should Buy Diablo 4. Just Watch This | REVIEW

    DON'T Ask If You Should Buy Diablo 4. Just Watch This | REVIEW

    Sonic Frontiers Review

    Sonic Frontiers Review

    How to get the corrupt mutation in Grow a Garden

    How to get the corrupt mutation in Grow a Garden

    Is Gotham Knights As Bad As You Think?

    Is Gotham Knights As Bad As You Think?

    Stage 12 – Gungrave G.O.R.E PS5

    Stage 12 – Gungrave G.O.R.E PS5

    SUPER MARIO 3D WORLD – Trailer (Wii U)

    SUPER MARIO 3D WORLD – Trailer (Wii U)

  • 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
    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

    How To Find Your Art Style (4 EASY WAYS) | Art Tips

    How To Find Your Art Style (4 EASY WAYS) | Art Tips

    Sarah D’Ambrosio: Brooklyn, Berlin

    Sarah D’Ambrosio: Brooklyn, Berlin

    WOOFIE SAD ORIGIN STORY?! The Amazing Digital Circus UNOFFICIAL Animation

    WOOFIE SAD ORIGIN STORY?! The Amazing Digital Circus UNOFFICIAL Animation

  • Tech Deals
    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,…

    SM600 White Wireless Gaming Mouse,8000 DPI Tri-Modes BT5.1/Type-C Wired/2.4G Wireless…

    SM600 White Wireless Gaming Mouse,8000 DPI Tri-Modes BT5.1/Type-C Wired/2.4G Wireless…

    GTRACING Gaming Chair Racing Office Computer Ergonomic Video Game Chair Backrest and…

    GTRACING Gaming Chair Racing Office Computer Ergonomic Video Game Chair Backrest and…

    Rock Band – Nintendo Wii (Game only) (Renewed)

    Rock Band – Nintendo Wii (Game only) (Renewed)

    SanDisk 512GB Ultra Fit USB 3.2 Gen 1 Flash Drive – Up to 400MB/s, Plug-and-Stay Design…

    SanDisk 512GB Ultra Fit USB 3.2 Gen 1 Flash Drive – Up to 400MB/s, Plug-and-Stay Design…

  • 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
    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…

    Schumacher Electric SC1455 Level 2 Portable EV Charger – up to 16A, Works with 120V or 2…

    Schumacher Electric SC1455 Level 2 Portable EV Charger – up to 16A, Works with 120V or 2…

    Tesla inks $16.5B deal with Samsung for HW6 chips, but still no HW3 solution

    Tesla inks $16.5B deal with Samsung for HW6 chips, but still no HW3 solution

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

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

  • UFO
    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

    GXCROR Sports Sun Visor Hat Men Women, Lightweight Breathable Quick-Dry Visor Hat, UPF 50+ Tennis Golf Running Visor

    GXCROR Sports Sun Visor Hat Men Women, Lightweight Breathable Quick-Dry Visor Hat, UPF 50+ Tennis Golf Running Visor

    UFOs Over Washington, D.C. (1952): The 'Invasion' That Shook the Nation

    UFOs Over Washington, D.C. (1952): The 'Invasion' That Shook the Nation

    UFOs: The Public Deceived

    UFOs: The Public Deceived

    Scientists Believe This Is an Alien?!

    Scientists Believe This Is an Alien?!

    Quetzalcoatl's True Origins | Ancient Aliens | #shorts

    Quetzalcoatl's True Origins | Ancient Aliens | #shorts

No Result
View All Result
Techcratic
No Result
View All Result
Home Hacker News

Differentiable Programming with PyTorch and DSPy

Hacker News by Hacker News
July 5, 2025
in Hacker News
Reading Time: 21 mins read
122
A A
0

2025-07-05 16:52:00
viksit.substack.com

Modern agentic architectures rely heavily on chaining LLM calls. A typical pattern looks like:

  1. Use an LLM to decide which tool to invoke

  2. Call the tool (e.g. search, calculator, API)

  3. Use another LLM call to interpret the result and generate a final response

This structure is easy to reason about, simple to prototype, and generalizes well.

But it scales poorly.

Each LLM call incurs latency, cost, and token overhead. More subtly, it compounds context: every step includes not only the original query, but intermediate outputs and scratchpad logic from earlier prompts. This creates a growing burden on both inference and model performance.

The consequence is that most agent stacks are paying GPT-4 to do what amounts to classical control flow — tool selection — with no reuse, no abstraction, and no efficiency gains at scale.

Instead of using an LLM to route between tools, we can model the decision as a trainable function. A differentiable controller learns tool selection from data — typically via reinforcement or supervised fine-tuning — and runs entirely outside the LLM.

The benefits are architectural:

  • Local execution — avoids external API calls

  • Determinism — removes stochastic sampling from routing

  • Composability — integrates natively with PyTorch / DSPy pipelines

  • Control — tool choice is explainable and debuggable

A minimal examples looks like this (PyTorch):

This is a simple 4-layer network: input is tokenized text; output is a softmax distribution over tools. Because it’s differentiable, you can backpropagate from downstream task reward and improve the router over time.

We can either get data from existing logs, or use GPT to create a synthetic dataset. (Our costs will be one time per tool controller, vs LLM calls for them in production).

We use a simple Adam optimizer to train this simple controller.

And finally, the demo!

For completeness, this is how we’d do it via an LLM directly.

And as a bonus, here’s how you would integrate it into a DSPy Pipeline.

Prompt-based planners incur a hidden penalty: context inflation.

Each new prompt must reintroduce the full conversation history, prior decisions, and any scratch output. The result is exponential growth in irrelevant tokens, particularly in multi-hop workflows.

This leads to:

  • Token tax — redundant tokens sent repeatedly

  • Truncation risk — long contexts hit model limits earlier

  • Attention dilution — more tokens competing for limited compute

  • Leakage — planner logic unintentionally affects final output

By contrast, a differentiable router operates entirely out-of-band. The only input to the final LLM call is the original query and the selected tool’s result. Context length is constant regardless of tool depth.

This architectural separation restores clarity to the final model call — reducing hallucinations, improving determinism, and reclaiming inference capacity for core reasoning.

The shift to differentiable routing mirrors a broader trend:

Separating declarative control logic from generative inference.

Current agentic systems blur this line. Tool selection is handled in the same modality — and often the same model — as natural language generation. This creates coupling where there should be composition.

Differentiable programming is one way to decouple the two:

  • LLMs focus on generation and synthesis

  • Lightweight neural modules handle routing, orchestration, and control

The result is a more modular, inspectable, and scalable architecture — one that avoids paying transformer inference costs for classical programming constructs.

To drive this home, lets consider a planner that routes queries between a search API and a calculator tool. Each query invokes:

At GPT-4.1 prices (75 input / 75 output tokens per call), this costs:

A 3× reduction in cost per run — with larger savings as tool chains grow in complexity.

In early-stage workflows, LLM routing is fast to implement and flexible to extend. But at scale, it’s structurally inefficient — economically and architecturally.

Differentiable controllers offer an excellent alternative. They reduce cost, improve performance, and clarify model behavior. They mark a step toward LLM systems that look less like prompt chains — and more like programs.

Source Link


Keep your files stored safely and securely with the SanDisk 2TB Extreme Portable SSD. With over 69,505 ratings and an impressive 4.6 out of 5 stars, this product has been purchased over 8K+ times in the past month. At only $129.99, this Amazon’s Choice product is a must-have for secure file storage.

Help keep private content private with the included password protection featuring 256-bit AES hardware encryption. Order now for just $129.99 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: Hacker News
Share161Share28ShareShare4ShareTweet101
Hacker News

Hacker News

Stay updated with Hacker News, where technology meets entrepreneurial spirit. Get the latest on tech trends, startup news, and discussions from the tech community. Read the latest updates here at Techcratic.

Related Posts

Union Pacific to buy Norfolk
Hacker News

Union Pacific to buy Norfolk

July 29, 2025
1.3k
Danau5tin/terminal-bench-rl: GRPO training code which scales to 32xH100s for long horizon terminal/coding tasks. Base agent is now the top Qwen3 agent on Stanford’s TerminalBench leaderboard.
Hacker News

Danau5tin/terminal-bench-rl: GRPO training code which scales to 32xH100s for long horizon terminal/coding tasks. Base agent is now the top Qwen3 agent on Stanford’s TerminalBench leaderboard.

July 29, 2025
1.3k
Review: Rotring 600 Ballpoint Pen
Hacker News

Review: Rotring 600 Ballpoint Pen

July 29, 2025
1.3k
Hologram v0.5.0 Released! – Hologram
Hacker News

Hologram v0.5.0 Released! – Hologram

July 29, 2025
1.3k
PoC Exploit Published for Actively Exploited Cisco Identity Services Engine Flaw
Hacker News

PoC Exploit Published for Actively Exploited Cisco Identity Services Engine Flaw

July 29, 2025
1.3k
Interstellar Comet 3I/ATLAS: What We Know Now
Hacker News

Interstellar Comet 3I/ATLAS: What We Know Now

July 28, 2025
1.3k
Getting the KIM-1 to talk to my Mac
Hacker News

Getting the KIM-1 to talk to my Mac

July 28, 2025
1.3k
Threat Actors Claim Breach of Airpay Payment Gateway
Hacker News

Threat Actors Claim Breach of Airpay Payment Gateway

July 28, 2025
1.3k
Load More
Next Post
Zelda Ocarina of Time 3D 100% Walkthrough – Part 40/78 – Fire Temple Part 3 (Commentary)

Zelda Ocarina of Time 3D 100% Walkthrough - Part 40/78 - Fire Temple Part 3 (Commentary)

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

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

How to build a workbench in Grounded 2

Elgato Facecam 4K brings DSLR features to Mac webcams

I HAVE TO SAVE MY FAMILY!! | As Dusk Falls – Part 2

InternetX to Tokenize 22 Million Domains With Doma Protocol

Your body can be fingerprinted and tracked by Wi-Fi signals

The Apple Watch Ultra 2 is $150 off right now

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