@yangzhou1993.bsky.social
One of the reasons Python feels “magical” is its decorators.
But real power comes when you move beyond @lru_cache.
This article dives into 10 advanced decorator patterns to help you master that magic — with examples ready to paste into your next project.
🔗 medium.com/techtofreedo...
But real power comes when you move beyond @lru_cache.
This article dives into 10 advanced decorator patterns to help you master that magic — with examples ready to paste into your next project.
🔗 medium.com/techtofreedo...
10 Advanced Python Decorator Patterns for Clean and Efficient Code
Discover how timing, caching, retry logic, and more can be elegantly added via decorators
medium.com
October 22, 2025 at 5:34 PM
One of the reasons Python feels “magical” is its decorators.
But real power comes when you move beyond @lru_cache.
This article dives into 10 advanced decorator patterns to help you master that magic — with examples ready to paste into your next project.
🔗 medium.com/techtofreedo...
But real power comes when you move beyond @lru_cache.
This article dives into 10 advanced decorator patterns to help you master that magic — with examples ready to paste into your next project.
🔗 medium.com/techtofreedo...
Type hints should make Python code clearer, not harder to read.
In my new article, I explained why some of the most advanced annotations (ParamSpec, TypeVarTuple, Literal, etc.) are often overkill for real projects:
#Python
medium.com/gitconnected...
In my new article, I explained why some of the most advanced annotations (ParamSpec, TypeVarTuple, Literal, etc.) are often overkill for real projects:
#Python
medium.com/gitconnected...
7 Python Type Hints Usage That Are Too Complicated and Not Worth It
Readability and simplicity matter more than comprehensiveness
medium.com
October 17, 2025 at 1:25 PM
Type hints should make Python code clearer, not harder to read.
In my new article, I explained why some of the most advanced annotations (ParamSpec, TypeVarTuple, Literal, etc.) are often overkill for real projects:
#Python
medium.com/gitconnected...
In my new article, I explained why some of the most advanced annotations (ParamSpec, TypeVarTuple, Literal, etc.) are often overkill for real projects:
#Python
medium.com/gitconnected...
Python 3.14 is one of the most exciting releases in years.
From the brand-new t-string syntax to the long-awaited free-threaded mode, this version takes another big step toward cleaner, faster, and more modern Python.
👉 more details here:
medium.com/techtofreedo...
From the brand-new t-string syntax to the long-awaited free-threaded mode, this version takes another big step toward cleaner, faster, and more modern Python.
👉 more details here:
medium.com/techtofreedo...
7 Key Python 3.14 Updates To Make Your Coding Easier, Faster, and Better
From template string literals to true multithreading
medium.com
October 13, 2025 at 3:10 PM
Python 3.14 is one of the most exciting releases in years.
From the brand-new t-string syntax to the long-awaited free-threaded mode, this version takes another big step toward cleaner, faster, and more modern Python.
👉 more details here:
medium.com/techtofreedo...
From the brand-new t-string syntax to the long-awaited free-threaded mode, this version takes another big step toward cleaner, faster, and more modern Python.
👉 more details here:
medium.com/techtofreedo...
Google has ended Pytype, its static type checker for Python.
In my new article, I cover:
What Pytype was designed to do?
Why Google retired it?
What developers should do next?
The Python typing ecosystem is more unified than ever—this is a big moment.
👉 Full story here:
medium.com/techtofreedo...
In my new article, I cover:
What Pytype was designed to do?
Why Google retired it?
What developers should do next?
The Python typing ecosystem is more unified than ever—this is a big moment.
👉 Full story here:
medium.com/techtofreedo...
Google Ends Support for Pytype: This is How Python Developers Can Adapt
And what it says about the evolution of Python typing.
medium.com
September 16, 2025 at 7:17 PM
Google has ended Pytype, its static type checker for Python.
In my new article, I cover:
What Pytype was designed to do?
Why Google retired it?
What developers should do next?
The Python typing ecosystem is more unified than ever—this is a big moment.
👉 Full story here:
medium.com/techtofreedo...
In my new article, I cover:
What Pytype was designed to do?
Why Google retired it?
What developers should do next?
The Python typing ecosystem is more unified than ever—this is a big moment.
👉 Full story here:
medium.com/techtofreedo...
A recent research from KCL showed that when it comes to vibe coding, LLMs have a serious bias towards Python.
medium.com/techtofreedo...
medium.com/techtofreedo...
AI’s Serious Python Bias: Concerns of LLMs Preferring One Language
LLMs love Python so much. It‘s not necessarily a good thing.
medium.com
August 17, 2025 at 12:17 PM
A recent research from KCL showed that when it comes to vibe coding, LLMs have a serious bias towards Python.
medium.com/techtofreedo...
medium.com/techtofreedo...
Vibe coding is the new trend. But a recent research shows that AI has serious Python bias! It‘s not necessarily a good thing.
medium.com/techtofreedo...
medium.com/techtofreedo...
AI’s Serious Python Bias: Concerns of LLMs Preferring One Language
LLMs love Python so much. It‘s not necessarily a good thing.
medium.com
August 16, 2025 at 10:23 AM
Vibe coding is the new trend. But a recent research shows that AI has serious Python bias! It‘s not necessarily a good thing.
medium.com/techtofreedo...
medium.com/techtofreedo...
Curious why Python forces indentation, doesn’t require semicolons, or includes the infamous GIL? 🤔
This article answers these questions:
#Python
medium.com/techtofreedo...
This article answers these questions:
#Python
medium.com/techtofreedo...
9 Python Designs That Don’t Make Sense Until You Look Under the Hood
Discover the reasons behind Python’s most confusing rules and syntax
medium.com
July 18, 2025 at 4:02 PM
Curious why Python forces indentation, doesn’t require semicolons, or includes the infamous GIL? 🤔
This article answers these questions:
#Python
medium.com/techtofreedo...
This article answers these questions:
#Python
medium.com/techtofreedo...
A Brief History of Circle: The Regulated Stablecoin Giant
open.substack.com/pub/bytevalu...
open.substack.com/pub/bytevalu...
A Brief History of Circle: The Regulated Stablecoin Giant
How USDC became one of the world’s most trusted stablecoins, and what sets Circle apart.
open.substack.com
July 13, 2025 at 8:32 PM
A Brief History of Circle: The Regulated Stablecoin Giant
open.substack.com/pub/bytevalu...
open.substack.com/pub/bytevalu...
Unpopular opinion: Python is a humorous programming language.
medium.com/gitconnected...
medium.com/gitconnected...
7 Hilarious Python Easter Eggs That Will Make You Laugh Out Loud
Programming doesn’t always have to be serious
medium.com
July 8, 2025 at 12:06 PM
Unpopular opinion: Python is a humorous programming language.
medium.com/gitconnected...
medium.com/gitconnected...
If you’re looking for a faster, more efficient way to handle Python dependencies, uv is the solution.
In my latest article, I dive deep into how uv is shaping the future of Python development. Check it out to see why it's quickly becoming a game-changer for developers.
medium.com/techtofreedo...
In my latest article, I dive deep into how uv is shaping the future of Python development. Check it out to see why it's quickly becoming a game-changer for developers.
medium.com/techtofreedo...
Trying uv: The Future of Python Package Management
Rust is making Python great again
medium.com
July 5, 2025 at 6:04 PM
If you’re looking for a faster, more efficient way to handle Python dependencies, uv is the solution.
In my latest article, I dive deep into how uv is shaping the future of Python development. Check it out to see why it's quickly becoming a game-changer for developers.
medium.com/techtofreedo...
In my latest article, I dive deep into how uv is shaping the future of Python development. Check it out to see why it's quickly becoming a game-changer for developers.
medium.com/techtofreedo...
Vibe coding is the future
June 19, 2025 at 12:27 PM
Vibe coding is the future
Python without GIL isn’t a dream anymore — it’s on the roadmap.
This is going to break assumptions in code, libraries, and mental models.
🔍 Python 3.13: Experimental no-GIL build
🚀 Python 3.16+: Possibly the new default
👉 Python Is Removing the GIL Gradually
medium.com/techtofreedo...
This is going to break assumptions in code, libraries, and mental models.
🔍 Python 3.13: Experimental no-GIL build
🚀 Python 3.16+: Possibly the new default
👉 Python Is Removing the GIL Gradually
medium.com/techtofreedo...
Python is Removing GIL, Gradually
It’s time to try no-GIL Python in your local environment
medium.com
June 15, 2025 at 10:10 PM
Python without GIL isn’t a dream anymore — it’s on the roadmap.
This is going to break assumptions in code, libraries, and mental models.
🔍 Python 3.13: Experimental no-GIL build
🚀 Python 3.16+: Possibly the new default
👉 Python Is Removing the GIL Gradually
medium.com/techtofreedo...
This is going to break assumptions in code, libraries, and mental models.
🔍 Python 3.13: Experimental no-GIL build
🚀 Python 3.16+: Possibly the new default
👉 Python Is Removing the GIL Gradually
medium.com/techtofreedo...
💡 Did you know Pandas can now use PyArrow under the hood?
🔋 Faster. 📦 Smaller files. 🧠 Smarter workflows.
Swipe to discover how PyArrow is helping data scientists go beyond NumPy.
medium.com/data-science...
🔋 Faster. 📦 Smaller files. 🧠 Smarter workflows.
Swipe to discover how PyArrow is helping data scientists go beyond NumPy.
medium.com/data-science...
Beyond NumPy: PyArrow’s Rising Role in Modern Data Science
But why can it not replace NumPy
medium.com
June 14, 2025 at 2:24 PM
💡 Did you know Pandas can now use PyArrow under the hood?
🔋 Faster. 📦 Smaller files. 🧠 Smarter workflows.
Swipe to discover how PyArrow is helping data scientists go beyond NumPy.
medium.com/data-science...
🔋 Faster. 📦 Smaller files. 🧠 Smarter workflows.
Swipe to discover how PyArrow is helping data scientists go beyond NumPy.
medium.com/data-science...
Can you believe that a ceiling light works with AI?
I experienced this on Govee smart light.
This video is my testing and honest review about it:
#smarthome #Govee #smartlight
youtu.be/FIVsY--EsRc?...
I experienced this on Govee smart light.
This video is my testing and honest review about it:
#smarthome #Govee #smartlight
youtu.be/FIVsY--EsRc?...
A Smart Light, with AI? Govee LED Ceiling Light Review
YouTube video by Yang Talks Tech
youtu.be
June 13, 2025 at 4:55 PM
Can you believe that a ceiling light works with AI?
I experienced this on Govee smart light.
This video is my testing and honest review about it:
#smarthome #Govee #smartlight
youtu.be/FIVsY--EsRc?...
I experienced this on Govee smart light.
This video is my testing and honest review about it:
#smarthome #Govee #smartlight
youtu.be/FIVsY--EsRc?...
Want cleaner Python scripts with real-time feedback? 🐍📊
Check out this 5-level guide to tqdm — from basic loops to an async progressing bar.
#Python #tqdm
medium.com/techtofreedo...
Check out this 5-level guide to tqdm — from basic loops to an async progressing bar.
#Python #tqdm
medium.com/techtofreedo...
5 Levels of Using tqdm in Python: Build Elegant Progress Bars
A comprehensive guide with practical examples
medium.com
June 9, 2025 at 4:13 PM
Want cleaner Python scripts with real-time feedback? 🐍📊
Check out this 5-level guide to tqdm — from basic loops to an async progressing bar.
#Python #tqdm
medium.com/techtofreedo...
Check out this 5-level guide to tqdm — from basic loops to an async progressing bar.
#Python #tqdm
medium.com/techtofreedo...
Did you know Python is lazier than it looks?
I've broken down 9 built-in lazy features that can make your code faster and more memory-efficient, without you even realizing it.
👉 Read here:
yangzhou1993.medium.com/9-lazy-evalu...
#Python #Programming #SoftwareEngineering
I've broken down 9 built-in lazy features that can make your code faster and more memory-efficient, without you even realizing it.
👉 Read here:
yangzhou1993.medium.com/9-lazy-evalu...
#Python #Programming #SoftwareEngineering
9 Lazy Evaluation Features in Python That Optimize Your Code Quietly
Python defers computation until necessary to make everything more efficient, sometimes without you even noticing
yangzhou1993.medium.com
May 31, 2025 at 9:59 PM
Did you know Python is lazier than it looks?
I've broken down 9 built-in lazy features that can make your code faster and more memory-efficient, without you even realizing it.
👉 Read here:
yangzhou1993.medium.com/9-lazy-evalu...
#Python #Programming #SoftwareEngineering
I've broken down 9 built-in lazy features that can make your code faster and more memory-efficient, without you even realizing it.
👉 Read here:
yangzhou1993.medium.com/9-lazy-evalu...
#Python #Programming #SoftwareEngineering
The Faster CPython team at Microsoft was fired. I'm worried whether Python will be faster in the future?
www.reddit.com/r/Python/com...
www.reddit.com/r/Python/com...
From the Python community on Reddit
Explore this post and more from the Python community
www.reddit.com
May 17, 2025 at 10:36 AM
The Faster CPython team at Microsoft was fired. I'm worried whether Python will be faster in the future?
www.reddit.com/r/Python/com...
www.reddit.com/r/Python/com...
Say farewell to requirements.txt!
With PEP 751’s approval, Python’s once-chaotic dependency ecosystem gains a unified lock-file standard, delivering faster installs, stronger security, and rock-solid reproducibility.
medium.com/techtofreedo...
With PEP 751’s approval, Python’s once-chaotic dependency ecosystem gains a unified lock-file standard, delivering faster installs, stronger security, and rock-solid reproducibility.
medium.com/techtofreedo...
PEP 751 Review: The New Standard for Python Dependency Management
A standardized file format solves fragmentation, ensures cross-tool compatibility, and enforces security
medium.com
May 7, 2025 at 3:32 PM
Say farewell to requirements.txt!
With PEP 751’s approval, Python’s once-chaotic dependency ecosystem gains a unified lock-file standard, delivering faster installs, stronger security, and rock-solid reproducibility.
medium.com/techtofreedo...
With PEP 751’s approval, Python’s once-chaotic dependency ecosystem gains a unified lock-file standard, delivering faster installs, stronger security, and rock-solid reproducibility.
medium.com/techtofreedo...
Software developers, what is your AI tooling in 2025?
May 2, 2025 at 11:25 AM
Software developers, what is your AI tooling in 2025?
🔍 New Python feature spotlight: Python 3.14 introduces template strings (“t-strings”)—but are they actually necessary and useful?
medium.com/techtofreedo...
medium.com/techtofreedo...
Template Strings in Python 3.14: An Unnecessary New Feature?
An honest review of its usage and potential
medium.com
May 1, 2025 at 6:39 PM
🔍 New Python feature spotlight: Python 3.14 introduces template strings (“t-strings”)—but are they actually necessary and useful?
medium.com/techtofreedo...
medium.com/techtofreedo...
Vibe coders are software engineers
April 28, 2025 at 7:28 PM
Vibe coders are software engineers
🐍✨ Think you know Python? Think again! This article reveals 7 under-the-radar command-line tricks—like compressing files, and timing snippets—using only the Python binary. Perfect for cutting down context switching and boosting productivity. Check it out!
levelup.gitconnected.com/7-subtle-pyt...
levelup.gitconnected.com/7-subtle-pyt...
7 Subtle Python Built-In Command-Line Tricks That Will Make Your Life Easier
Simple but useful, just like Python itself
levelup.gitconnected.com
April 28, 2025 at 7:21 PM
🐍✨ Think you know Python? Think again! This article reveals 7 under-the-radar command-line tricks—like compressing files, and timing snippets—using only the Python binary. Perfect for cutting down context switching and boosting productivity. Check it out!
levelup.gitconnected.com/7-subtle-pyt...
levelup.gitconnected.com/7-subtle-pyt...
I've been using Cursor for a few weeks and realized that AI code editors are inevitable.
As software engineers, we should adapt our workflow to AI ASAP.
As software engineers, we should adapt our workflow to AI ASAP.
April 27, 2025 at 10:06 AM
I've been using Cursor for a few weeks and realized that AI code editors are inevitable.
As software engineers, we should adapt our workflow to AI ASAP.
As software engineers, we should adapt our workflow to AI ASAP.
🎉 New on Medium: “5 Levels of Using Exception Groups in Python”
Level up your #Python3.11 error handling—from basic grouping to advanced split() & subgroup() patterns.
Perfect for anyone tired of tangled try/except blocks!
👉 Read now:
medium.com/techtofreedo...
#Python #Coding #DevTips
Level up your #Python3.11 error handling—from basic grouping to advanced split() & subgroup() patterns.
Perfect for anyone tired of tangled try/except blocks!
👉 Read now:
medium.com/techtofreedo...
#Python #Coding #DevTips
5 Levels of Using Exception Groups in Python
From grouping errors to managing asynchronous exceptions
medium.com
April 25, 2025 at 9:18 PM
🎉 New on Medium: “5 Levels of Using Exception Groups in Python”
Level up your #Python3.11 error handling—from basic grouping to advanced split() & subgroup() patterns.
Perfect for anyone tired of tangled try/except blocks!
👉 Read now:
medium.com/techtofreedo...
#Python #Coding #DevTips
Level up your #Python3.11 error handling—from basic grouping to advanced split() & subgroup() patterns.
Perfect for anyone tired of tangled try/except blocks!
👉 Read now:
medium.com/techtofreedo...
#Python #Coding #DevTips