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April 11, 2026

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

April 11, 2026

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

April 9, 2026April 9, 2026

Python JIT: practical notes from production

April 8, 2026April 9, 2026

asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

April 6, 2026

Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

April 6, 2026

Marimo vs Jupyter Notebook: Which Python Environment is Best?

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

A single ruff check --fix and ruff format pair now covers what used to be three separate pre-commit hooks: Black for formatting, isort for import.
  • Automation
April 11, 2026
Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

The switch took one afternoon and one follow-up PR. A 180-package Python monorepo that had been running black , isort , and flake8 on every pre-commit.
  • Code Quality
April 11, 2026
Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

Python JIT: practical notes from production

The experimental copy-and-patch JIT landed in CPython 3.13 behind the --enable-experimental-jit build flag, and by 3.14 it is stable enough to enable on.
  • AI/ML
April 9, 2026April 9, 2026
Python JIT: practical notes from production

asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

If you've been writing asyncio in production Python for more than a few months, you've almost certainly hit the same trap I keep watching teams walk into.
  • Asynchronous Programming
April 8, 2026April 9, 2026
asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

I hit a massive performance wall last Tuesday. I was tasked with parsing a 50GB dataset of nested JSON logs for a cybersecurity client doing malware.
  • CPython Internals
April 6, 2026
Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3
Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

  • Automation
Nia Okoro
April 11, 2026
Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

  • Code Quality
Mateo Vargas
April 11, 2026
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Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

  • Automation
Nia Okoro
Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

  • Code Quality
Mateo Vargas
Python JIT: practical notes from production

Python JIT: practical notes from production

  • AI/ML
Silas Montgomery
asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

  • Asynchronous Programming
Silas Montgomery
Simulating Quantum Decision Models in Pure Python (No QPU Required)

Simulating Quantum Decision Models in Pure Python (No QPU Required)

  • AI/ML
Priya Sharma
Master Python: Amazing Systematic Guide

Master Python: Amazing Systematic Guide

  • Data Science
Riko Ishikawa
Advanced Python Async Programming: Complete Guide to Concurrency

Advanced Python Async Programming: Complete Guide to Concurrency

  • Data Science
Riko Ishikawa
Advanced Python Async Programming: Complete Guide to Concurrency

Advanced Python Async Programming: Complete Guide to Concurrency

  • Data Science
Riko Ishikawa
Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

  • Automation
Nia Okoro
Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

  • Code Quality
Mateo Vargas
Python JIT: practical notes from production

Python JIT: practical notes from production

  • AI/ML
Silas Montgomery
asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

  • Asynchronous Programming
Silas Montgomery

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Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

  • Automation
  • Code Quality
Nia OkoroApril 11, 2026
Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

  • Code Quality
  • Developer Tools
Mateo VargasApril 11, 2026
Python JIT: practical notes from production

Python JIT: practical notes from production

  • AI/ML
  • Data Science
Silas MontgomeryApril 9, 2026April 9, 2026
asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

  • Asynchronous Programming
  • Performance
Silas MontgomeryApril 8, 2026April 9, 2026
Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

  • CPython Internals
  • Data Engineering
Mateo VargasApril 6, 2026
Marimo vs Jupyter Notebook: Which Python Environment is Best?

Marimo vs Jupyter Notebook: Which Python Environment is Best?

  • Data Engineering
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Nia OkoroApril 6, 2026

Latest Posts

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Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

  • Automation
  • Code Quality
Nia Okoro
Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

  • Code Quality
  • Developer Tools
Mateo Vargas
Python JIT: practical notes from production

Python JIT: practical notes from production

  • AI/ML
  • Data Science
Silas Montgomery
asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

  • Asynchronous Programming
  • Performance
Silas Montgomery
Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

  • CPython Internals
  • Data Engineering
Mateo Vargas

Highlight

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Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

  • Automation
April 11, 2026
Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

  • Code Quality
April 11, 2026
Python JIT: practical notes from production

Python JIT: practical notes from production

  • AI/ML
April 9, 2026April 9, 2026
asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

  • Asynchronous Programming
April 8, 2026April 9, 2026
Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

  • CPython Internals
April 6, 2026
Marimo vs Jupyter Notebook: Which Python Environment is Best?

Marimo vs Jupyter Notebook: Which Python Environment is Best?

  • Data Engineering
April 6, 2026

Popular News

See More
Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

  • Automation
  • Code Quality
Nia Okoro
A single ruff check --fix and ruff format pair now covers what used to be…
Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

  • Code Quality
  • Developer Tools
Mateo Vargas
Python JIT: practical notes from production

Python JIT: practical notes from production

  • AI/ML
  • Data Science
Silas Montgomery
asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

  • Asynchronous Programming
  • Performance
Silas Montgomery
Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

  • CPython Internals
  • Data Engineering
Mateo Vargas
Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo
12 mins read

Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo

  • Automation
April 11, 2026 Nia OkoroTagged CPython internals, DuckDB python, Free threading, GIL removal, Ibis framework, Marimo notebooks, Mojo language, Polars dataframe, Python JIT, Rust Python

A single ruff check –fix and ruff format pair now covers what used to be three separate pre-commit hooks: Black for formatting, isort for import.

Read More
Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week
12 mins read

Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week

  • Code Quality
April 11, 2026 Mateo VargasTagged CPython internals, DuckDB python, Free threading, GIL removal, Ibis framework, Marimo notebooks, Mojo language, Polars dataframe, Python JIT, Rust Python

The switch took one afternoon and one follow-up PR. A 180-package Python monorepo that had been running black , isort , and flake8 on every pre-commit.

Read More
Python JIT: practical notes from production
12 mins read

Python JIT: practical notes from production

  • AI/ML
April 9, 2026April 9, 2026 Silas MontgomeryTagged CPython internals, DuckDB python, Free threading, GIL removal, Ibis framework, Marimo notebooks, Mojo language, Polars dataframe, Python JIT, Rust Python

The experimental copy-and-patch JIT landed in CPython 3.13 behind the –enable-experimental-jit build flag, and by 3.14 it is stable enough to enable on.

Read More
asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+
13 mins read

asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+

  • Asynchronous Programming
April 8, 2026April 9, 2026 Silas MontgomeryTagged asyncio, gather, Python 3.11, structured concurrency, TaskGroup

If you’ve been writing asyncio in production Python for more than a few months, you’ve almost certainly hit the same trap I keep watching teams walk into.

Read More
Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3
15 mins read

Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

  • CPython Internals
April 6, 2026 Mateo VargasTagged CPython internals

I hit a massive performance wall last Tuesday. I was tasked with parsing a 50GB dataset of nested JSON logs for a cybersecurity client doing malware.

Read More
Marimo vs Jupyter Notebook: Which Python Environment is Best?
16 mins read

Marimo vs Jupyter Notebook: Which Python Environment is Best?

  • Data Engineering
April 6, 2026 Nia OkoroTagged PyArrow updates

I just spent three hours debugging a machine learning pipeline, only to realize I had executed cell 14 before cell 12.

Read More
How to Process Massive CSV Files With DuckDB and Python Fast
16 mins read

How to Process Massive CSV Files With DuckDB and Python Fast

  • Algorithmic Trading
April 4, 2026 Silas MontgomeryTagged Algo trading

A 60GB CSV file lands in your AWS S3 bucket. Your data pipeline triggers, spins up a standard EC2 instance, and attempts to run pandas.read_csv() .

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I Dropped Pandas for Polars. Here’s What Broke.
6 mins read

I Dropped Pandas for Polars. Here’s What Broke.

  • Data Engineering
April 3, 2026 Riko IshikawaTagged Polars dataframe

It was 11 PM on a Thursday last month. My data pipeline running on a t3.xlarge AWS instance crashed for the fourth time that week. The culprit?

Read More
Mastering Gil Removal: Advanced Techniques and Best Practices for Modern Developers
13 mins read

Mastering Gil Removal: Advanced Techniques and Best Practices for Modern Developers

  • Data Engineering
April 1, 2026 Riko IshikawaTagged Ibis framework

Introduction to Gil Removal In today’s rapidly evolving technological landscape, GIL removal has emerged as a critical skill for developers seeking to.

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4 mins read

FastAPI on the Edge: Running Local LLMs on a Pi

  • AI/ML
March 17, 2026 python_news_comTagged FastAPI news

I’m officially sick of renting $3/hour cloud GPUs just to parse text. For the last few weeks, I’ve been moving my background Learn about FastAPI news.

Read More

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Recent Posts

  • Ruff 0.8 Replaced Black, isort, and Flake8 in Our Monorepo
  • Ruff 0.6 Replaced Black and isort in Our Monorepo Last Week
  • Python JIT: practical notes from production
  • asyncio.TaskGroup vs gather: Why Structured Concurrency Wins in Python 3.11+
  • Step-by-Step Tutorial: Writing Python Extensions in Rust With PyO3

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