Python Hub Weekly Digest for 2025-11-16
This week in Python, we saw practical optimization hacks for faster Python code and learned about the Context Object Pattern for reducing repeated function arguments. The Python Software Foundation experienced a donor surge, and Reduino was introduced, allowing you to write Arduino code in Python. The amplifier project aims to automate complex workflows. In articles, we saw a Python-native Vector Database, property-based testing, and a PoC to recover plaintext from pixelized screenshots. Django signals, live code debugging with CPython 3.14, and building a Django CRM from scratch were also discussed. Have a great week and happy coding!
💖 Most Popular
10 Smart Performance Hacks For Faster Python Code
Learn practical optimization hacks, from data structures to built-in modules, that boost speed, reduce overhead, and keep your Python code clean.
You’re Passing Way Too Many Arguments (and How to Fix It)
The video explains how the Context Object Pattern helps reduce repeated function arguments by grouping related data into a single object, simplifying function signatures and improving maintainability. It also discusses the trade-offs, like increased coupling, and suggests using Python protocols to keep code decoupled and testable, recommending context objects mainly for higher-level func...
Python Software Foundation gets a donor surge after rejecting federal grant
Reduino
Write Arduino code in pure Python. Reduino transpiles Python scripts into efficient Arduino C++ and uploads automatically. A simple, intuitive way to control sensors, LEDs, and actuators without touching C++.
amplifier
Automate complex workflows by describing how you think through them.
📖 Articles
Valori – A Python-native Vector Database I built from scratch
Hypothesis: Property-Based Testing for Python
Build Real-Time Knowledge Graph for Documents with LLM
Why is Python's OrderedDict ordered?
spipm / Depixelization_poc
Depix is a PoC for a technique to recover plaintext from pixelized screenshots.
google-gemini / computer-use-preview
How often does Python allocate?
Reliable Django Signals
Using background tasks to reliability execute signal receivers.
Debugging live code with CPython 3.14
The post explains how Python 3.14 introduces a safe, standardized way to debug live Python processes using the new sys.remote_exec API, enabling safe code injection and inspection without risking program stability. It provides examples of remotely injecting debug code into running processes, accessing variables, and even implementing REPL-like interactions for live debugging in productio...
Python Tutorial: Build a Django CRM from Scratch with Google Contacts, TimescaleDB Analytics & More
The video is a comprehensive tutorial on building a Django CRM from scratch, integrating Google Contacts syncing, time-series analytics with TimescaleDB, and production-ready automation using modern Python tools. It covers everything from setting up the Django project, implementing OAuth authentication, managing database models and relationships, to visualizing analytics with Chart.js an...
The Smol Training Playbook.
A practical journey through the challenges, decisions, and messy reality behind training state-of-the-art language models
An Annual Release Cycle for Django
A proposal for moving Django to an annual release cycle.
usestrix / strix
✨ Open-source AI hackers for your apps 👨🏻💻
hyperliquid-dex / hyperliquid-python-sdk
SDK for Hyperliquid API trading with Python.
Python Hub Weekly Digest for 2025-11-09
volcengine / MineContext
MineContext is your proactive context-aware AI partner（Context-Engineering+ChatGPT Pulse）
⚙️ Projects
Nano-vLLM
A lightweight vLLM implementation built from scratch.
Pipelex
Pipelex is developing the open standard for repeatable AI workflows. Write business logic, not API calls.
Chandra
OCR model that handles complex tables, forms, handwriting with full layout.
Zensical
A modern static site generator by the creators of Material for MkDocs.
myfy
An opinionated Python framework offering modular architecture, type-safe dependency injection, and FastAPI-style routing to build scalable apps with minimal setup.
django-keel
A versatile, production-ready Django project template for any use case Build SaaS applications, API backends, web apps, or internal tools with one template.
DeepInverse
A PyTorch library for solving imaging inverse problems using deep learning.
👾 Reddits
Approved: PEP 798: Unpacking in Comprehensions & PEP 810: Explicit lazy imports
How to get better at writing good Python code (structure, readability, thinking like a dev)
Project by Ruslan Keba. Since 2012. Powered by Python. Made in 🇺🇦Ukraine.