Ruff + Ty vs Ruff + Pyrefly — which type checking stack makes more sense in 2026? https://www.reddit.com/r/Python/comments/1uf2eoz/ruff_ty_vs_ruff_pyrefly_which_type_checking_stack/

TimeCapsuleSMB Hacking the Apple Time Capsule to run modern Samba. https://github.com/jamesyc/TimeCapsuleSMB

Use AI to not use AI (as much) Rather than using AI to solve the same problem repeatedly, the author suggests using it to build tools that solve the problem for you. A practical example demonstrates how an AI-generated Python s… https://www.raymondcamden.com/2026/06/22/use-ai-to-not-use-ai-as-much

Recall Stop wasting tokens and re-explaining your project every session. Recall gives Claude Code durable memory - entirely offline. https://github.com/raiyanyahya/recall

Data-Juicer Data processing for and with foundation models! https://github.com/datajuicer/data-juicer

TIRx: An Open Compiler Stack for Evolving Frontier ML Kernels TIRx introduces an open-source, hardware-native DSL and compiler stack for writing high-performance ML kernels that can keep pace with rapidly evolving AI hardware. Built on Apache TVM, it combine… https://tvm.apache.org/2026/06/22/tirx

Graphsignal Graphsignal is a production-scale inference profiling platform that helps engineers optimize AI performance across models, engines, GPUs, and other accelerators. I https://github.com/graphsignal/graphsignal-profiler

Nimic – Pure Python as a systems language with AOT compilation https://github.com/dima-quant/nimic

music-assistant / server Music Assistant is a free, opensource Media library manager that connects to your streaming services and a wide range of connected speakers. The server is the beating heart, the core of Music Assistant and must run on an always-on… https://github.com/music-assistant/server

You Don’t Need That Design Pattern Using Python examples, the video explores the tradeoff between simplicity and abstraction, showing how design patterns can introduce unnecessary complexity when applied too early. It provides a practical rule of thumb … https://www.youtube.com/watch?v=xns3InDkAiA

virgiliojr94 / book-to-skill Turn any technical book PDF into a Claude Code skill — ready to study, reference, and use while you work. https://github.com/virgiliojr94/book-to-skill

Build a fully local voice assistant in 2026 A practical setup for a Raspberry Pi-friendly voice assistant based on Platypush. https://blog.platypush.tech/article/Local-voice-assistant

NVIDIA / skills AI agent skills published by NVIDIA https://github.com/NVIDIA/skills

WinPodX Windows pod system for Linux. https://github.com/kernalix7/winpodx

Optocam Zero Optocam Zero is a Raspberry Pi Zero based compact digital camera made using off the shelf components. https://github.com/dorukkumkumoglu/optocamzero

NVlabs / Eagle Eagle: Frontier Vision-Language Models with Data-Centric Strategies https://github.com/NVlabs/Eagle

Wagtail as Django admin on steroids Wagtail can be used as a drop-in replacement for Django Admin, providing a more polished UI and powerful customization capabilities. The article demonstrates how developers can adopt Wagtail incr… https://timonweb.com/wagtail/wagtail-as-django-admin-on-steroids/

PixelRAG PixelRAG replaces traditional text-based web RAG with a pixel-native approach that retrieves and reasons over webpage screenshots. By preserving visual structure and using vision-language models, it aims to improve retrieval accuracy and web unde… https://github.com/StarTrail-org/PixelRAG

Write a coding agent from first principles This tutorial will show you how to create your own coding agent from first principles. By doing so, you'll understand how coding agents work under the hood. https://mathspp.com/blog/write-a-coding-agent-from-first-principles

The Fastest Python Struct? The article explores the performance tradeoffs of Python's various struct-like types, focusing on startup and type-definition costs rather than runtime business logic. Extensive benchmarks reveal that Na… https://www.crumpledpaper.tech/2026-06-21-python-struct-profiling/

Array API adoption: what to do with compiled code The post examines how Array API compatibility and JIT compilation can modernize legacy scientific Python code for GPUs and multicore CPUs. The results suggest developers can achieve significant per… https://labs.quansight.org/blog/array-api-aot-jit

How to build your first Scrapy extension This tutorial uses a simple audio notification plugin to explain how Scrapy extensions work, covering signals, lifecycle hooks, settings, testing, and packaging. It provides a practical in… https://www.zyte.com/blog/how-to-build-your-first-scrapy-extension/

Python Hub Weekly Digest for 2026-06-28 https://pythonhub.dev/digest/2026-06-28/

How I made dependency injection in Python 130× faster: from reflection to compiling the graph The post shows how a Python dependency injection container was optimized from ~53 µs to 0.40 µs per resolve by caching plans, eliminat… https://vshulcz.hashnode.dev/python-dependency-injection-130x-faster

Libraries for your Python Polars workflows The post highlights a set of Python libraries that work natively with Polars, letting you stay in the Polars ecosystem for validation, tables, visualization, and LLM-assisted analys… https://opensource.posit.co/blog/2026-06-04_libraries-for-python-polars/

Showcasing allauth IdP: build an MCP server This article demonstrates how to build a Model Context Protocol (MCP) server using Django and django-allauth, with OpenID Connect (OIDC) authentication handled by the allauth.idp package. It shows ho… https://allauth.org/news/2026/05/idp-demo-mcp-server/

BugHunter AI-powered bug bounty hunting from your terminal - recon, 20 vuln classes, autonomous hunting, and report generation. All inside Claude Code. https://github.com/shuvonsec/claude-bug-bounty

tracesage tracesage adds local, zero-infra tracing to LangChain/LangGraph agents in two lines, it captures every chain, tool, and LLM call to SQLite and shows the run as a live graph and timeline in your browser. Open source, pip install, MIT licensed. https://github.com/kjgpta/tracesage

defending-code-reference-harness Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can customize. https://github.com/anthropics/defending-code-reference-harness

Choosing a Python task queue library in 2026: Celery vs Dramatiq vs FastStream vs Taskiq vs Repid https://www.reddit.com/r/Python/comments/1u775lo/choosing_a_python_task_queue_library_in_2026/

PyData London 26 The videos from PyData London 2026 are now available. https://www.youtube.com/playlist?list=PLGVZCDnMOq0rFQykYJg7t441AEpN4SszE

Plugins case study: Pluggy The post explains how Pluggy works as a reusable Python library for building plugin systems, centered on hooks that hosts define and plugins implement. It also highlights the design tradeoffs Pluggy handles w… https://eli.thegreenplace.net/2026/plugins-case-study-pluggy/

Scikit-learn 1.9 Scikit-learn 1.9 release is out, and it comes with solid improvements to many existing estimators, making them faster, more stable, handling missing values, adding GPU support… The release also enhances the estimator displays in … https://blog.scikit-learn.org/updates/release-1-9/

dograh-hq / dograh Open source voice AI platform. Self-hosted alternative to Vapi and Retell. On Prem, BYOK across Speech to Speech or LLM/STT/TTS, with a visual workflow builder, MCP native and telephony support. https://github.com/dograh-hq/dograh

agent-toolkit-for-aws Official, AWS-supported MCP servers, skills, and plugins to help AI agents build on AWS. https://github.com/aws/agent-toolkit-for-aws

turbovec A vector index built on TurboQuant, written in Rust with Python bindings. https://github.com/RyanCodrai/turbovec

Ordered key sharding in DynamoDB So, you want to keep a sorted index in DynamoDB, but for whatever reason – usually throughput-related – it won't fit on a single partition. What do you do? Today, we look at the available solutions, do the math, and find out… https://death.andgravity.com/albumtitle

Django Internationalization - translate your app to multiple languages! This video explains how Django's internationalization framework enables applications to support multiple languages by detecting a user's active language and serving the appropriate … https://www.youtube.com/watch?v=PGMhsAcfPpI

Are we happy with SQLAlchemy? https://www.reddit.com/r/Python/comments/1u63t90/are_we_happy_with_sqlalchemy/

free-llm-api-keys The easiest way to access LLM APIs for free - no credit card, no registration. Copy a key from the table below, paste it into your app, and start building. https://github.com/alistaitsacle/free-llm-api-keys

SkillSpector Security scanner for AI agent skills. Detect vulnerabilities, malicious patterns, and security risks before installing agent skills. https://github.com/NVIDIA/SkillSpector

Symbolica Symbolica is a high-performance computer algebra library for Python and Rust. Manipulate large expressions, match patterns, and generate optimized numerical code — at unprecedented speed. https://github.com/symbolica-dev/symbolica

pyappdist – Build installers for Python apps https://github.com/atsuoishimoto/pyappdist

GitHub Pages alternative with native Python This article shows how to recreate core GitHub Pages functionality using only Python's standard library, including static file serving, automated deployments, and HTTPS support. By extending http.server in jus… https://blog.klemek.fr/articles/2026-06-14/

Testing in Python with pytest: from the basics to advanced techniques This comprehensive guide covers pytest from basic testing concepts to advanced techniques such as fixtures, parametrizati… https://en.andros.dev/blog/b6bf68de/testing-in-python-with-pytest-from-the-basics-to-advanced-techniques/

NVlabs / Sana SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformer https://github.com/NVlabs/Sana

OpenMontage World's first open-source, agentic video production system. 12 pipelines, 52 tools, 500+ agent skills. Turn your AI coding assistant into a full video production studio. https://github.com/calesthio/OpenMontage

django-q2 with Redis & Docker - for Background Tasks! In this video, we'll look at how to setup django-q2 using a Redis task broker running in a Docker container. This gives a more efficient and production-ready setup than using the ORM. https://www.youtube.com/watch?v=wjSFMK_IZS8

OpenMed Local-first healthcare AI that never leaves the device. https://github.com/maziyarpanahi/openmed

The 2026 way of using importmaps in Django The post explains a modern Django approach to JavaScript using import maps, native browser modules, and a shared import map rendered by Django t… https://406.ch/writing/the-2026-way-of-using-importmaps-in-django/#the-2026-way-of-using-importmaps-in-django