PythonHub Logo Python Hub

Interesting articles and projects for Python developers.


🌍 Follow Python Hub in your social environment

twitter.com/PythonHub

telegram.me/PythonHub

mastodon.social/@pythonhub

bluesky/@pythonhub.dev

Discord Python Hub Channel

WhatsApp Python Hub Channel


🍩 Support Python Hub

Buy me a Coffee

— On Patreon, just $1 per month


🫱 Suggest a Link

Share a news, article or interesting project. Link will be published after manual review.


πŸ”‹ Ethical Ads


βœ‰οΈ Weekly Digest Email

Subscribe to Python Hub Weekly Digest


🍹 Latest

Starlette 1.0
After nearly eight years since its creation, Starlette has reached its first stable release. Today, it's downloaded almost 10 million times a day, serves as the foundation for FastAPI, and has inspired many other frameworks. In the age of AI, Starlette continues to play an important role as a dependency of the Python MCP SDK.

open-terminal
A lightweight, self-hosted terminal that gives AI agents and automation tools a dedicated environment to run commands, manage files, and execute code β€” all through a simple API.

How HN: Ironkernel – Python expressions, Rust parallel

Build123d: A Python CAD programming library

TurboAPI
FastAPI-compatible Python framework. Zig HTTP core. 7x faster.


πŸ’– Most Popular in the Last Two Weeks

Stop Passing Primitives Everywhere (Use Value Objects)
By replacing primitives with immutable Value Objects, you can centralize validation and eliminate domain ambiguity for types like prices and percentages. This pattern ensures that invalid states are impossible to represent, creating a self-documenting and more reliable codebase without the overhead of heavy frameworks.

You’ve Been Underusing Dataclasses (These Tricks Are Wild)
The video demonstrates seven powerful, lesser-known techniques using Python dataclasses, including automatic class registration, lightweight validation, cached derived values, and context manager patterns. It also shows practical uses such as CLI generation and explains advanced features like InitVar, highlighting how dataclasses can enable cleaner and more expressive Python designs.

Comparing Python packages for A/B test analysis (with code examples)

python-apple-fm-sdk
Python bindings for access to the on-device model at the core of Apple Intelligence through the Foundation Models framework.

MicroGPT explained interactively
Walk through Karpathy's 200-line GPT from scratch. Tokenize names into integers, watch softmax convert scores to probabilities, step through backpropagation on a computation graph, explore attention heatmaps, and see a tiny model learn to generate plausible names.


πŸ“… Weekly Digests Archive

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 · 2025-06-29 · 2025-06-22 · 2025-06-15 · 2025-06-08 · 2025-06-01 · 2025-05-25 · 2025-05-18 · 2025-05-11 · 2025-05-04 · 2025-04-27 · 2025-04-20 · 2025-04-13 · 2025-04-06 · 2025-03-30 · 2025-03-23 · 2025-03-16 · 2025-03-09 · 2025-03-02 · 2025-02-23 · 2025-02-16 · 2025-02-09 · 2025-02-02 · 2025-01-26 · 2025-01-19 · 2025-01-12 · 2025-01-05 · 2024-12-29 · 2024-12-22 · 2024-12-15 · 2024-12-08 · 2024-12-01 · 2024-11-24 · 2024-11-17 · 2024-11-10 · 2024-11-03 · 2024-10-27 · 2024-10-20 · 2024-10-13 · 2024-10-06 · 2024-09-29 · 2024-09-22 · 2024-09-15 · 2024-09-08 · 2024-09-01 · 2024-08-25 · 2024-08-18 · 2024-08-11 · 2024-08-04 · 2024-07-28 · 2024-07-21 · 2024-07-14 · 2024-07-07 · 2024-06-30 · 2024-06-23 · 2024-06-16 · 2024-06-09 · 2024-06-02 · 2024-05-26 · 2024-05-19 · 2024-05-12 · 2024-05-05 · 2024-04-28 · 2024-04-21 · 2024-04-14 · 2024-04-07 · 2024-03-31 · 2024-03-24 · 2024-03-17 · 2024-03-10 · 2024-03-03 · 2024-02-25 · 2024-02-18 · 2024-02-11 · 2024-02-04 · 2024-01-28 · 2024-01-21 · 2024-01-14 · 2024-01-07 · 2023-12-31 · 2023-12-24 · 2023-12-17 · 2023-12-10 · 2023-12-03 · 2023-11-26 · 2023-11-19 · 2023-11-12 · 2023-11-05 · 2023-10-29 · 2023-10-22 · 2023-10-15 · 2023-10-08 · 2023-10-01 · 2023-09-24 · 2023-09-17 · 2023-09-10 · 2023-09-03 · 2023-08-27 · 2023-08-20 · 2023-08-13 · 2023-08-06 · 2023-07-30 · 2023-07-23 · 2023-07-16 · 2023-07-09 · 2023-07-02 · 2023-06-25 · 2023-06-18 · 2023-06-11 · 2023-06-04 · 2023-05-28 · 2023-05-21 · 2023-05-14 · 2023-05-07 · 2023-04-30 · 2023-04-23 · 2023-04-16 · 2023-04-09 · 2023-04-02 · 2023-03-26 · 2023-03-19 · 2023-03-12 · 2023-03-05 · 2023-02-26 · 2023-02-19 · 2023-02-12 · 2023-02-05 · 2023-01-29 · 2023-01-22 · 2023-01-15 · 2023-01-08 · 2023-01-01 · 2022-12-25 · 2022-12-18 · 2022-12-11 · 2022-12-04 · 2022-11-27 · 2022-11-20 · 2022-11-13 · 2022-11-06 · 2022-10-30 · 2022-10-23 · 2022-10-16 · 2022-10-09 · 2022-10-02 · 2022-09-25 · 2022-09-18 · 2022-09-11 · 2022-09-04 · 2022-08-28 · 2022-08-21 · 2022-08-14 · 2022-08-07 · 2022-07-31 · 2022-07-24 · 2022-07-17 · 2022-07-10 · 2022-07-03 · 2022-06-26 · 2022-06-19 · 2022-06-12 · 2022-06-05 · 2022-05-29 · 2022-05-22 · 2022-05-15 · 2022-05-08 · 2022-05-01 · 2022-04-24 · 2022-04-17 · 2022-04-10 · 2022-04-03 · 2022-03-27 · 2022-03-20 · 2022-03-13 · 2022-03-06 · 2022-02-27 · 2022-02-20 · 2022-02-13 · 2022-02-06 · 2022-01-30 · 2022-01-23 · 2022-01-16 · 2022-01-09 · 2022-01-02 · 2021-12-26 · 2021-12-19 · 2021-12-12 · 2021-12-05 · 2021-11-28 · 2021-11-21 · 2021-11-14 · 2021-11-07 · 2021-10-31 · 2021-10-24 · 2021-10-17 · 2021-10-10 · 2021-10-03 · 2021-09-26 · 2021-09-19 · 2021-09-12 · 2021-09-05 · 2021-08-29 · 2021-08-22 · 2021-08-15 · 2021-08-08 · 2021-08-01 · 2021-07-25 · 2021-07-18 · 2021-07-11 · 2021-07-04 · 2021-06-27 · 2021-06-20 · 2021-06-13 · 2021-06-06 · 2021-05-30 · 2021-05-23 · 2021-05-16 · 2021-05-09 · 2021-05-02 · 2021-04-25 · 2021-04-18 · 2021-04-11 · 2021-04-04 · 2021-03-28 · 2021-03-21 · 2021-03-14 · 2021-03-07 · 2021-02-28 · 2021-02-21 · 2021-02-14 · 2021-02-07 · 2021-01-31 · 2021-01-24 · 2021-01-17 · 2021-01-10 · 2021-01-03 · 2020-12-27 · 2020-12-20 · 2020-12-13 · 2020-12-06 · 2020-11-29 · 2020-11-22 · 2020-11-15 · 2020-11-08 · 2020-11-01 · 2020-10-25 · 2020-10-18 · 2020-10-11 · 2020-10-04 · 2020-09-27 · 2020-09-20 · 2020-09-13 · 2020-09-06 · 2020-08-30 · 2020-08-23 · 2020-08-16 · 2020-08-09 · 2020-08-02 · 2020-07-26 · 2020-07-19 · 2020-07-12 · 2020-07-05 · 2020-06-28 · 2020-06-21 · 2020-06-14 · 2020-06-07 · 2020-05-31 · 2020-05-24 · 2020-05-17 · 2020-05-10 · 2020-05-03 · 2020-04-26 · 2020-04-19 · 2020-04-12 · 2020-04-05 · 2020-03-29 · 2020-03-22 · 2020-03-15 · 2020-03-08 · 2020-03-01 · 2020-02-23 · 2020-02-16 · 2020-02-09 · 2020-02-02 · 2020-01-26 · 2020-01-19 · 2020-01-12 · 2020-01-05 · 2019-12-29 · 2019-12-22 · 2019-12-15 · 2019-12-08 · 2019-12-01 · 2019-11-24 · 2019-11-17 · 2019-11-10 · 2019-11-03 · 2019-10-27 · 2019-10-20 · 2019-10-13 · 2019-10-06 · 2019-09-29 · 2019-09-22 · 2019-09-15 · 2019-09-08 · 2019-09-01 · 2019-08-25 · 2019-08-18 · 2019-08-11 · 2019-08-04 · 2019-07-28 · 2019-07-21


Project by Ruslan Keba. Since 2012. Powered by Python. Made in πŸ‡ΊπŸ‡¦Ukraine.