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News & links about Python programming. https://pythonhub.dev/ Administrator: @rukeba

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The Polars vs pandas difference nobody is talking about

A closer look at non-elementary group-by aggregations.

https://labs.quansight.org/blog/dataframe-group-by

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Python Hub Weekly Digest for 2024-11-17

https://pythonhub.dev/digest/2024-11-17/

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Django bugfix release issued: 5.1.3

https://www.djangoproject.com/weblog/2024/nov/05/bugfix-release/

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mac_computer_use

A fork of Anthropic Computer Use that you can run on Mac computers to give Claude and other AI models autonomous access to your computer.

https://github.com/deedy/mac_computer_use

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venvstacks

Virtual environment stacks for Python.

https://github.com/lmstudio-ai/venvstacks

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Mesa 3.0: A major update to Python's Agent-Based Modeling library 🎉

https://www.reddit.com/r/Python/comments/1gn5q8z/mesa_30_a_major_update_to_pythons_agentbased/

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Integuru

The first AI agent that builds third-party integrations through reverse engineering platforms' internal APIs.

https://github.com/Integuru-AI/Integuru

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Jeopardy game using LLM and Python

https://github.com/kmarker1101/jeopardy

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terminal-tree

An experimental filesystem navigator for the terminal, built with Textual.

https://github.com/willmcgugan/terminal-tree

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Why Durable Execution Should Be Lightweight

How to make your programs crashproof without changing the way they're built.

https://www.dbos.dev/blog/what-is-lightweight-durable-execution

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browser-use

Open-Source Web Automation library with any LLM.

https://github.com/gregpr07/browser-use

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Tiny GraphRAG (Part 1)

A tiny 1000 line implementation of GraphRAG in Python.

https://www.stephendiehl.com/posts/graphrag1/

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code-embedder

Keep your code snippets in README up-to-date!

https://github.com/kvankova/code-embedder

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TinyTroupe, a new LLM-powered multiagent persona simulation Python library

https://github.com/microsoft/TinyTroupe

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Python Hub Weekly Digest for 2024-11-10

https://pythonhub.dev/digest/2024-11-10/

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Pex: A tool for generating .pex (Python EXecutable) files, lock files and venvs

https://github.com/pex-tool/pex

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Basilisp: Clojure on the Python VM

Everyone knows Clojure runs on the JVM and CLR, in Node, and in the browser, but what about Python? Basilisp is a mostly-compatible implementation of Clojure for Python, enabling users who may not be familiar with Java or JavaScript to experience the joy of Clojure.

https://www.youtube.com/watch?v=ruGRHYpq448

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crewAIInc / crewAI

Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.

https://github.com/crewAIInc/crewAI

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Step-by-Step Python Package Deployment with GitHub Actions

Publishing a Python package doesn't have to be overwhelming! This video walks you through the entire deployment process step-by-step. You'll learn how to automate releases with GitHub Actions and how to successfully publish your package on PyPi.

https://www.youtube.com/watch?v=NMQwzI9hprg

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Python Logic Simulation Library

https://github.com/cjdrake/seqlogic

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digit360

Digit 360 is a modular platform that unlocks new capabilities, and enables future research on the nature of touch.

https://github.com/facebookresearch/digit360

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PiML: Python Interpretable Machine Learning Toolbox

https://github.com/SelfExplainML/PiML-Toolbox

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All-Hands-AI / OpenHands

🙌 OpenHands: Code Less, Make More

https://github.com/All-Hands-AI/OpenHands

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State of Python 3.13 Performance: Free-Threading

https://codspeed.io/blog/state-of-python-3-13-performance-free-threading

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hertz-dev

First base model for full-duplex conversational audio.

https://github.com/Standard-Intelligence/hertz-dev

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Don't return named tuples in new APIs

Named tuples should generally be avoided in new APIs, as they add unnecessary complexity by supporting both index-based and attribute-based data access, leading to potential misuse and added maintenance. Instead, using options like data classes or typed dictionaries can offer clearer, more structured code with similar benefits.

https://snarky.ca/dont-use-named-tuples-in-new-apis/

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tinylangs

Real programming languages in 50 lines of code.

https://github.com/zserge/tinylangs/

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ToolGit

ToolGit is a collection of scripts that extend Git with various sub-commands to make life easier.

https://github.com/ahmetsait/toolgit

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A Comprehensive Guide to Python Project Management and Packaging: Concepts Illustrated with uv – Part I

The goal of this guide is to provide a comprehensive guide to Python project management and packaging. We’ll explore concepts in the standard, like the different tables in pyproject.toml by revisiting the PEPs that led to what we have today. We’ll explain what was used before, why it needed to change, and how the changes provided by the PEPs solved the issues. This walkthrough of the his...

https://reinforcedknowledge.com/a-comprehensive-guide-to-python-project-management-and-packaging-concepts-illustrated-with-uv-part-i/

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Astral: Next-Gen Python Tooling

https://astral.sh/

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