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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.

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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.

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Python’s Reference Counting Has Changed (And You Probably Missed It)
9 mins read

Python’s Reference Counting Has Changed (And You Probably Missed It)

  • Data Engineering
January 27, 2026 Nia OkoroTagged CPython internals

Well, that’s not entirely accurate — I actually spent most of last Tuesday staring at a flame graph that absolutely refused to make sense.

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Stop Rewriting Your Pandas Code for Spark. Seriously.
7 mins read

Stop Rewriting Your Pandas Code for Spark. Seriously.

  • Cloud Computing
January 9, 2026 Nia OkoroTagged NumPy news

I looked at my terminal yesterday and saw the one error message that has haunted my entire career in data engineering.

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Mojo in 2025: A Python Dev’s Honest Look Under the Hood
8 mins read

Mojo in 2025: A Python Dev’s Honest Look Under the Hood

  • AI/ML
December 29, 2025 Nia OkoroTagged Mojo language

I have a love-hate relationship with Python. We all do, right? It’s the glue holding the entire AI ecosystem together, yet every time I watch a profiler.

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Mastering the FARM Stack: Modern Full-Stack Development with FastAPI, React, and MongoDB
11 mins read

Mastering the FARM Stack: Modern Full-Stack Development with FastAPI, React, and MongoDB

  • API Development
November 29, 2025December 28, 2025 Nia OkoroTagged FastAPI news

The landscape of full-stack development is undergoing a seismic shift. While traditional monoliths served us well for decades, the demand for.

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Mastering Python Testing: From Static Analysis to End-to-End Automation
11 mins read

Mastering Python Testing: From Static Analysis to End-to-End Automation

  • AI/ML
November 26, 2025December 26, 2025 Nia OkoroTagged python testing

The landscape of Python development is undergoing a seismic shift. With the recent discussions surrounding CPython internals , the gradual GIL removal.

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Harnessing Python for Network Security: A Guide to Building a Real-Time Intrusion Detection System
16 mins read

Harnessing Python for Network Security: A Guide to Building a Real-Time Intrusion Detection System

  • Automation
November 17, 2025December 26, 2025 Nia OkoroTagged python news

Introduction In an era of escalating digital threats, robust cybersecurity is no longer a luxury but a necessity. The ability to Learn about python news.

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From Business Logic to Python Code: The Rise of AI-Powered Automation Frameworks
14 mins read

From Business Logic to Python Code: The Rise of AI-Powered Automation Frameworks

  • AI/ML
November 15, 2025December 27, 2025 Nia OkoroTagged python news

The Next Frontier in Python Development: AI That Writes Your Code The Python ecosystem is in a constant state of evolution, but recent developments in.

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Python’s Expanding Reach: Automating Professional Workflows Beyond Data Science
16 mins read

Python’s Expanding Reach: Automating Professional Workflows Beyond Data Science

  • API Development
November 9, 2025December 26, 2025 Nia OkoroTagged python news

For years, Python has been celebrated as the powerhouse behind data science, machine learning, and web development. Its clean Learn about python news.

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Recent Posts

  • Litestar Cut Our P99 Latency 40% After Migrating From FastAPI
  • 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+

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