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I hit a massive performance wall last Tuesday. I was tasked with parsing a 50GB…
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 Learn about CPython internals.
Marimo vs Jupyter Notebook: Which Python Environment is Best?
I just spent three hours debugging a machine learning pipeline, only to realize I had executed cell 14 before cell 12. If you Learn about PyArrow updates.
How to Process Massive CSV Files With DuckDB and Python Fast
A 60GB CSV file lands in your AWS S3 bucket. Your data pipeline triggers, spins up a standard EC2 instance, and attempts to run Learn about Algo trading.
I Dropped Pandas for Polars. Here’s What Broke.
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.
Mastering Gil Removal: Advanced Techniques and Best Practices for Modern Developers
Introduction to Gil Removal In today’s rapidly evolving technological landscape, GIL removal has emerged as a critical skill Learn about Ibis framework.
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FastAPI on the Edge: Running Local LLMs on a Pi
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.
Simulating Quantum Decision Models in Pure Python (No QPU Required)
Python quantum: I spent most of last week arguing with a vendor who insisted we needed cloud QPU access to run our new multi-agent decision matrix.
I Turned on the Python 3.14 JIT in Production (Well, Staging). Here’s the Truth.
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 …
Poetry is Dead to Me: Why I Switched to uv
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 Poetry1 back in 2023.
Numpyro: Probabilistic Programming That Doesn’t Waste My Time
NumPy news: I remember the bad old days of probabilistic programming. You’d define a hierarchical model, hit “sample,” and then—I’m not joking—go watch …