Python HubInteresting articles and projects for Python developers.
— x.com/PythonHub
— telegram.me/PythonHub
— mastodon.social/@pythonhub
— bluesky/@pythonhub.dev
— WhatsApp Python Hub Channel
— On Patreon, just $1 per month
Share a news, article or interesting project. Link will be published after manual review.
Subscribe to Python Hub Weekly Digest
Python Hub Weekly Digest for 2026-08-23
pyhctsa
The most comprehensive time-series feature extraction package in Python.
Comfy-Org / ComfyUI
The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.
centaur
Centaur is frontier, agentic infrastructure that you own. Centaur is like Claude Tag, but open source and on steroids.
jsonfold: Making Pretty-Printed JSON Compact and Readable in Python
jsonfold is a streaming post-filter that compacts pretty-printed JSON by folding small arrays and objects onto single lines while preserving existing serializers and custom encoders. It processes JSON incrementally without reparsing the document, keeping additional memory usage bounded while producing more compact, human-readable output for large JSON files.
Celery: from first task to advanced recipes
The article introduces Celery, a distributed task queue for Python, then walks through practical patterns for running, routing, batching, timing out, and retrying asynchronous tasks. It also covers advanced recipes such as preventing parallel execution with Redis locks and integrating Celery tasks with Pythonโs async/await workflows.
Numba in the Browser: Unlocking a New Scientific Python Stack in JupyterLite
Numba now runs entirely in the browser through JupyterLite, compiling Python functions to WebAssembly with a new LLVM-based execution engine and delivering substantial performance gains without a server. The work also unlocks browser-native support for the broader Numba ecosystem, including PyMC, PyTensor, and other scientific computing libraries.
Two lines of Python that segfault the interpreter
Two lines of Python could crash CPython 3.14 through 3.16 because SET_ADD assumed it was always operating on a real set, while PEP 749 made__conditional_annotations__rebindable from Python code. The post explains how that assumption broke, why it caused a type-confusion crash, and why stable releases and the development branch needed different fixes.
Python Hub Weekly Digest for 2026-08-23
pyhctsa
The most comprehensive time-series feature extraction package in Python.
2026-08-23 · 2026-08-16 · 2026-08-09 · 2026-08-02 · 2026-07-26 · 2026-07-19 · 2026-07-12 · 2026-07-05 · 2026-06-28 · 2026-06-21 · 2026-06-14 · 2026-06-07 · 2026-05-31 · 2026-05-24 · 2026-05-17 · 2026-05-10 · 2026-05-03 · 2026-04-26 · 2026-04-19 · 2026-04-12 · 2026-04-05 · 2026-03-29 · 2026-03-22 · 2026-03-15 · 2026-03-08 · 2026-03-01 · 2026-02-22 · 2026-02-15 · 2026-02-08 · 2026-02-01 · 2026-01-25 · 2026-01-18 · 2026-01-11 · 2026-01-04 · 2025-12-28 · 2025-12-21 · 2025-12-14 · 2025-12-07 · 2025-11-30 · 2025-11-23 · 2025-11-16 · 2025-11-09 · 2025-11-02 · 2025-10-26 · 2025-10-19 · 2025-10-12 · 2025-10-05 · 2025-09-28 · 2025-09-21 · 2025-09-14 · 2025-09-07 · 2025-08-31 · 2025-08-24 · 2025-08-17 · 2025-08-10 · 2025-08-03 · 2025-07-27 · 2025-07-20 · 2025-07-13 · 2025-07-06
Project by Ruslan Keba. Since 2012. Powered by Python. Made in ๐บ๐ฆUkraine.