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Litestar Cut Our P99 Latency 40% After Migrating From FastAPI
16 mins read

Litestar Cut Our P99 Latency 40% After Migrating From FastAPI

  • API Development
April 13, 2026 Silas MontgomeryTagged CPython internals, DuckDB python, Free threading, GIL removal, Ibis framework, Marimo notebooks, Mojo language, Polars dataframe, Python JIT, Rust Python

In this article Why does Litestar handle tail latency better than FastAPI? What makes serialization the biggest bottleneck?

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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.

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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.

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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 Turned on the Python 3.14 JIT in Production (Well, Staging). Here’s the Truth.
6 mins read

I Turned on the Python 3.14 JIT in Production (Well, Staging). Here’s the Truth.

  • Data Engineering
February 25, 2026 Silas MontgomeryTagged Python JIT

Well, I have to admit, I was a bit skeptical about this whole Python JIT thing at first. In my experience, “free performance” usually comes …

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Poetry is Dead to Me: Why I Switched to uv
4 mins read

Poetry is Dead to Me: Why I Switched to uv

  • Automation
February 23, 2026 Silas MontgomeryTagged Uv installer

Actually, I should clarify – I held on for as long as I could. Really, I did. I was the guy in the team chat defending Poetry 1 back in 2023.

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Python Quantum: It’s Messy, But It Works
4 mins read

Python Quantum: It’s Messy, But It Works

  • Cloud Computing
February 12, 2026 Silas MontgomeryTagged Python quantum

Actually, I remember sitting in that lecture hall back in 2018. The physicist’s talk about quantum computers ” breaking encryption ” and “solving climate.

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Mojo in 2026: Is It Finally Time to Ditch Pure Python?
8 mins read

Mojo in 2026: Is It Finally Time to Ditch Pure Python?

  • AI/ML
February 1, 2026 Silas MontgomeryTagged Mojo language

Actually, I still remember the noise when Mojo first dropped. It was mid-2023, and the promise was wild: Python syntax, C++ speed, and a magical.

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Stop Forcing Users to Install Python for Your CLI Tools
6 mins read

Stop Forcing Users to Install Python for Your CLI Tools

  • Automation
January 23, 2026 Silas MontgomeryTagged Uv installer

I have a confession: for years, I secretly dreaded sharing my Python CLI tools with anyone who wasn’t already a Python developer.

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Stop Using pipx: Why uv Is The Only Python Tool Manager You Need
7 mins read

Stop Using pipx: Why uv Is The Only Python Tool Manager You Need

  • DevOps
January 14, 2026 Silas MontgomeryTagged Uv installer

I have a confession. For about five years, I was the biggest advocate for pipx you’d ever meet. I annoyed my coworkers about it.

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Recent Posts

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  • 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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