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PythonHub

PythonHub

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Human-curated Python news, projects, articles & tools. https://pythonhub.dev/

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Scaling NumPy on Free-Threaded Python A recap on the work done in NumPy and CPython to make multi-threaded NumPy workloads scale on the free-threaded build of CPython. https://labs.quansight.org/blog/scaling-numpy-on-free-threaded-python

AlgebraX - Algebraic Structures in pure Python AlgebraX is a Python library for generalized algebraic structures, focusing on Semirings and their applications in Graph Theory, Signal Processing, and Physics. https://github.com/erivlis/algebrax

Pip 26.2: –only-deps solves 16 years of app deployment hacks Pip 26.2 is expected to add pip install --only-deps ., allowing developers to install dependencies from pyproject.toml without installing the project itself. The feature resolves a 16-year pain point for deploying Python applications and scripts, replacing brittle requirements files, editable installs, and third-party workarounds. https://jamesoclaire.com/2026/07/23/pip-26-2-only-deps-solves-16-years-of-app-deployment-hacks/

CheapSecurity Provides a lightweight, self-hosted CCTV solution designed for Linux-based single-board computers (SBCs) and standard USB webcams https://github.com/gmrandazzo/CheapSecurity

Your Codebase Is Too Fragile The video refactors a travel-booking workflow to show how structural coupling, temporal coupling, and connascence can make software fragile. It explains how to identify and reduce these dependencies so future changes are safer and the code is easier to maintain https://www.youtube.com/watch?v=UEqk0njCuQo

Rune 1.1: adds Python, an Emacs editor, a symbol index and is now free https://rune.build/blog/rune-1-1-release

blader / humanizer Agent skill that removes signs of AI-generated writing from text https://github.com/blader/humanizer

Local text, image, video, music and 3D from one CLI, no Python https://github.com/sawfwair/mere-run

AgriciDaniel / claude-seo Universal SEO skill for Claude Code. 25 sub-skills + 18 sub-agents covering technical SEO, E-E-A-T, schema, GEO/AEO, backlinks, local SEO, maps intelligence, semantic clustering, e-commerce SEO, international SEO, Google APIs, and PDF/Excel reporting. Optional DataForSEO, Firecrawl, and Banana extensions. https://github.com/AgriciDaniel/claude-seo

harbor-framework / harbor Framework for evaluating and improving agents https://github.com/harbor-framework/harbor

The Design of Everyday Cryptography The article explains why cryptographic protocols should be designed to be difficult to misuse, comparing the simplicity of key encapsulation mechanisms (KEMs) with the complexity of modern digital signatures. It proposes designing opinionated, single-purpose, testable, and upgradeable cryptographic interfaces that reduce implementation errors and improve security. https://www.dlp.rip/everyday-cryptography/

A tool for finding the causes of unstable Python tests https://github.com/mgaitan/pytest-leak-finder

i-have-adhd A skill for your coding agent to stop it from burying the answer. ADHD-friendly output. https://github.com/ayghri/i-have-adhd

Bringing PyTorch Monarch to AMD GPUs: Single-Controller Distributed Training on ROCm PyTorch Monarch now supports AMD GPUs through ROCm, enabling developers to orchestrate large distributed training workloads from a single Python program. Its fault-tolerant architecture isolates failures and lets healthy GPUs continue training while failed nodes recover, reducing restarts, wasted computation, and infrastructure costs. https://pytorch.org/blog/bringing-pytorch-monarch-to-amd-gpus-single-controller-distributed-training-on-rocm/

13 Models and 4 Agents on SWE Tasks: Go, Java, Python, Rust, TS https://swe-rebench.com

OpenWorker AI that gets your everyday tasks done. OpenWorker is an open-source AI coworker that lives on your desktop and delivers finished work, not just chat: a polished document, a Slack reply with the numbers, an updated calendar, a triaged inbox. https://github.com/andrewyng/openworker

claude-thermos Keeps your Claude session warm for you. Stop paying to rebuild your Claude Code cache. https://github.com/izeigerman/claude-thermos

Scanwheel Scanwheel is a drum style mechanical television you can build yourself. https://github.com/AncientJames/Scanwheel/

Python Hub Weekly Digest for 2026-08-02 https://pythonhub.dev/digest/2026-08-02/

EcoTrace A lightweight Python library to measure the carbon footprint of your code. https://github.com/Zwony/ecotrace