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🍹 Latest

Awesome PyPI Security Best Practices
A curated and practical list of security best practices for using Python packages from PyPI.

Tracking Celery Task Failures in Python
Let's explore how Celery task failures behave and how you can keep track of everything that goes wrong.

OpenSRE
The open-source framework for AI SRE agents, and the training and evaluation environment they need to improve. Connect the 40+ tools you already run, define your own workflows, and investigate incidents on your own infrastructure.

Why Aren’t We uv Yet?
The post analyzes uv adoption stats across GitHub repos, finding it in ~30-44% of new 2026 Python projects vs. requirements.txt despite high admiration (74% in Stack Overflow survey). It pins the gap on AI coding agents still defaulting to pip + requirements.txt, and recommends forcing uv in CI, documenting it, and prompting agents explicitly.

Python Hub Weekly Digest for 2026-04-19


💖 Most Popular in the Last Two Weeks

A WYSIWYG word processor in Python

I Replaced Kafka, Redis, and RabbitMQ With One Tool. Here’s What I Learned.
The post’s core idea is that NATS JetStream can replace separate Kafka, Redis, and RabbitMQ setups by covering streaming, queueing, and pub/sub in one system. It argues this can simplify architecture and reduce the operational overhead of running multiple messaging tools for different workloads.

TinyProgrammer
A self-contained device that autonomously writes, runs, and watches little Python programs... forever.

Making friendly classes
A friendly class accepts sensible arguments, has a nice string representation, and supports ...

NumPy as Synth Engine
NumPy can be used as a real time sound synthesis engine, generating all audio directly from mathematical functions like waves, noise, and filters without any pre recorded samples. The broader idea is that powerful general purpose tools like NumPy can be pushed far beyond their intended use, enabling complex systems like music generation through pure computation.


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