PythonHub

Building AI Agents for JupyterLab using Notebook Intelligence This post introduces Notebook Intelligence (NBI), an AI coding assistant framework for JupyterLab, and demonstrates how to build AI Agents using NBI's tool-calling capabilities with examples of tools for geo-coordinate lookup, map generation, notebook creation, and sharing. It provides a guide for developers to integrate custom AI-powered functionalities into JupyterLab's Copilot Chat. https://blog.jupyter.org/building-ai-agents-for-jupyterlab-using-notebook-intelligence-0515d4c41a61

Ditching Django Admin for FastHTML with HTMX Building a Django Admin-like dashboard with automatic refresh using FastHTML and HTMX. https://simn.fr/posts/dicthing-django-admin-for-fasthtml

vlmrun-hub A hub for various industry-specific schemas to be used with VLMs. https://github.com/vlm-run/vlmrun-hub

Creating drum machines, effects, sequencers, samplers, and synths with Python I created a subreddit where I post scripts showing how to make drum machines, sequencers, samplers, and synths with Python. https://www.reddit.com/r/supriya_python/s/wFMjENJQ02

FlashMLA FlashMLA is an efficient MLA decoding kernel for Hopper GPUs, optimized for variable-length sequences serving. https://github.com/deepseek-ai/FlashMLA

Codegen A python library for manipulating codebases. https://github.com/codegen-sh/codegen-sdk

Design of Everyday APIs What makes a good API for a library? How can you design an API that is delightful to use? This post walks through the principles of what goes into user-centered design and how best to apply those principles when writing a Python library for fellow developers. https://roguelynn.com/words/everyday-apis

Visualizing F1 race results using Polars and Great Tables Programmatically create an F1 race analysis table using the FastF1 API, the Great Tables library, and Polars. https://jimmieyoo.com/posts/F1_Race_Result_Tables_Using_Python_and_Polars_2024_Australian_GP.html

Robyn – "Batman Inspired" Python Web Framework Built with Rust https://robyn.tech/

Probly – Spreadsheets, Python, and AI in the browser https://github.com/PragmaticMachineLearning/probly

An Introduction to Flask-SQLAlchemy in Python This article introduces Flask-SQLAlchemy, a Flask extension simplifying database management by integrating SQLAlchemy with Flask applications. It explains SQLAlchemy's core components (Core and ORM) and demonstrates how Flask-SQLAlchemy streamlines configuration, session management, and querying in Flask-based projects with a practical example. https://blog.appsignal.com/2025/02/26/an-introduction-to-flask-sqlalchemy-in-python.html

TinyCompiler Writing a compiler in a week-end. https://github.com/ssloy/tinycompiler

SkyThought Train your own O1 preview model within $450. https://github.com/NovaSky-AI/SkyThought

Cracking the Python Monorepo This article explores using uv and Dagger to manage Python monorepos, aiming to solve challenges like slow CI/CD pipelines and complex dependency management. It details setting up a monorepo with these tools, achieving efficient end-to-end pipeline caching and easy local/CI execution. https://gafni.dev/blog/cracking-the-python-monorepo/

FastRTC Turn any python function into a real-time audio and video stream over WebRTC or WebSockets. https://fastrtc.org/

Anyone used UV package manager in production https://www.reddit.com/r/Python/comments/1ixryec/anyone_used_uv_package_manager_in_production/

The Best Way to Use Text Embeddings Portably is With Parquet and Polars This article advocates using Parquet files, paired with the Polars library in Python, as an efficient and portable alternative to vector databases for storing and querying text embeddings in smaller projects. It demonstrates how this approach enables fast similarity searches and metadata filtering, outperforming traditional methods like CSV files and offering a balance between simplicity... https://minimaxir.com/2025/02/embeddings-parquet/

KTransformers A Flexible Framework for Experiencing Cutting-edge LLM Inference Optimizations. https://github.com/kvcache-ai/ktransformers

Programming with LLM Agents in 2025 In this video, Sentdex offers tips and tricks for building with modern LLM agents, using OpenHands as an example but applicable to other web-based UIs and agents. It covers practical advice for leveraging LLMs effectively, with resources including the OpenHands GitHub repository, a neural networks book, and community channels for support and discussion. https://www.youtube.com/watch?v=WKF__cJTxvg

My 2025 uv-based Python Project Layout for Production Apps This video demonstrates how to use uv, a modern Python tool, to transform a simple script into a production-ready application with an optimal project structure. It guides viewers through creating a well-organized FastAPI project, leveraging advanced packaging features like dependency groups, resulting in a scalable and easily shareable codebase. https://www.youtube.com/watch?v=mFyE9xgeKcA