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Python Hub Weekly Digest for 2025-12-14

Tacopy – Tail Call Optimization for Python

PyTogether: Collaborative lightweight real-time Python IDE for teachers/learners

Context Data Platform for Self-learning Agents
One Place for Agents to Store, Observe, and Learn. Designed to simplify context engineering, improve agent reliability and task success rates.

Stop Hardcoding Everything: Use Dependency Injection
The video explains Dependency Injection (DI) in Python with a practical data pipeline example, showing how DI improves code flexibility, testability, and separation of concerns by injecting dependencies like loaders, transformers, and exporters rather than hardcoding them. It covers manual DI with functions and classes, abstraction with protocols, building a simple DI container, and DI u...


πŸ’– Most Popular in the Last Two Weeks

Building Data Visualisations in Python in Minutes
The video demonstrates how to use Streamlit, a Python framework, to quickly build professional and interactive data visualizations with minimal code, showing live examples involving Pandas for data manipulation and visualization. It highlights Streamlit's simplicity, live reloading, interactivity, and caching features, making it ideal for rapid data exploration and sharing within small u...

PyTogether: Collaborative lightweight real-time Python IDE for teachers/learners

Stop Hardcoding Everything: Use Dependency Injection
The video explains Dependency Injection (DI) in Python with a practical data pipeline example, showing how DI improves code flexibility, testability, and separation of concerns by injecting dependencies like loaders, transformers, and exporters rather than hardcoding them. It covers manual DI with functions and classes, abstraction with protocols, building a simple DI container, and DI u...

Can LLMs give us AGI if they are bad at arithmetic?
Wes McKinney's post questions whether large language models (LLMs) can achieve artificial general intelligence (AGI) given their persistent struggles with basic arithmetic tasks like adding single-digit numbers, even in top models. Through experiments and analysis, he shows that while LLMs perform inconsistently on simple math (e.g., summing ~10 numbers), this reveals deeper limitations ...

anthropics / claude-quickstarts
A collection of projects designed to help developers quickly get started with building deployable applications using the Claude API


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