Python notes

Official PyTorch implementation of TokenSet. https://github.com/Gengzigang/TokenSet

2X faster ASGI web framework for python, offering high-level development, low-level performance. https://github.com/raceychan/lihil

A simple tool that let's you explore different possible paths that an LLM might sample. https://github.com/willkurt/token-explorer

Pruna is a model optimization framework built for developers, enabling you to deliver faster, more efficient models with minimal overhead. https://github.com/PrunaAI/pruna

Lightweight Pandas monkey-patch that adds async support to map, apply, applymap, aggregate, and transform, enabling seamless handling of async functions with controlled max_parallel execution. https://github.com/telekinesis-inc/aiopandas

Agent S: an open agentic framework that uses computers like a human https://github.com/simular-ai/Agent-S

This piece provides a guide to building a Retrieval-Augmented Generation (RAG) system using Anthropic's Claude, PostgreSQL, and Python on AWS. The tutorial walks through setting up the necessary PostgreSQL extensions and using Amazon Bedrock to create an application that generates more accurate AI responses. https://www.tigerdata.com/blog/building-a-rag-system-with-claude-postgresql-python-on-aws

Fully local web research and report writing assistant https://github.com/langchain-ai/local-deep-researcher

This blogpost from marimo explains how their notebook file format, which stores notebooks as Python programs instead of JSON, makes them more reusable, version-friendly, and testable. The format is designed to treat notebooks as proper software artifacts, overcoming the limitations of traditional .ipynb files. https://marimo.io/blog/python-not-json

This article gives an early look at Astral's new static type checker, Red Knot, and documents the process of compiling and running this work-in-progress tool. The author, Michael Jurasovic, even uses it on several large codebases to test its speed against mypy. https://jurasofish.github.io/a-very-early-play-with-astrals-red-knot-static-type-checker.html

A collaborative note taking, wiki and documentation platform that scales. Built with Django and React. https://github.com/suitenumerique/docs

Daytona is a Secure and Elastic Infrastructure for Running AI-Generated Code https://github.com/daytonaio/daytona

Optimize your Dockerized Flask or Django applications by switching from pip to uv for faster and more efficient Python package management. This guide provides a step-by-step approach to streamlining your development workflow. https://nickjanetakis.com/blog/switching-pip-to-uv-in-a-dockerized-flask-or-django-app

A fully open source framework for creating RL training swarms over the internet. https://github.com/gensyn-ai/rl-swarm