PythonHub

shareAI-lab / learn-claude-code How can we build a true AI agent? Like Claude Code. https://github.com/shareAI-lab/learn-claude-code

Static Protocols in Python: Behaviour Over Inheritance Patrick Müller explores how Python's static protocols enable "static duck typing," allowing developers to define interfaces based on behavior (structural typing) rather than inheritance (nominal typing). He argues that this approach promotes loose coupling and greater flexibility in software design, particularly in complex fields like machine learning where diverse libraries and coding s... https://patrickm.de/static-protocols-in-python/

What async really means for your python web app? The author challenges the hype around async Python, demonstrating through benchmarks that for most database-driven web apps, synchronous Django with connection pooling often outperforms or matches async alternatives. The study concludes that unless a service is highly distributed or the primary bottleneck, the overhead of async can actually degrade performance, making sync the more effic... https://hackeryarn.com/post/async-python-benchmarks/

TrustGraph The Context Graph Factory for AI. Build, manage, and deploy AI-optimized Context Graphs. https://github.com/trustgraph-ai/trustgraph

randomized-svd randomized-svd is a lightweight, high-performance Python library for computing the Randomized Singular Value Decomposition (rSVD). https://github.com/massimofedrigo/randomized-svd

Tenso High-performance zero-copy tensor serialization for Fastest Transmission. https://github.com/Khushiyant/tenso

Auto updating knowledge graph from meeting notes Build a meeting knowledge graph from Google Drive using LLM extraction and graph database, with automatic continuous updates. https://github.com/cocoindex-io/meeting-notes-knowledge-graph

"Enabling" C threads in a Python / Wasm environment The author details the significant hurdles of implementing high-performance C++ multithreading within a Pyodide (Python on WebAssembly) environment, specifically for real-time applications where Python's GIL and FFI overhead are too slow. His solution involves a custom-patched Pyodide built with -pthread and a specialized C++ thread pool that avoids deadlocks by using low-level Wasm buil... https://yosefk.com/blog/enabling-c-threads-in-a-python-wasm-environment.html

A different way to think about Python API Clients The author argues that while building Python API servers has become mature and declarative through frameworks like FastAPI, API client integration remains a slow, "last mile" problem reliant on low-level boilerplate. To solve this, he introduces a new framework for his project, Clientele, which uses decorators and type hints to create a high-level, declarative developer experience for cl... https://paulwrites.software/articles/python-api-clients

tablediff CLI tool for data diffing between two tables. https://github.com/oleg-agapov/tablediff

Continuous-Claude-v2 Context management for Claude Code. Hooks maintain state via ledgers and handoffs. MCP execution without context pollution. Agent orchestration with isolated context windows. https://github.com/parcadei/Continuous-Claude-v2

SAM-Audio SAM-Audio is a foundation model for isolating any sound in audio using text, visual, or temporal prompts. It can separate specific sounds from complex audio mixtures based on natural language descriptions, visual cues from video, or time spans. https://github.com/facebookresearch/sam-audio

Clock Synchronization Is a Nightmare The author explains that physical clock synchronization is a "nightmare" because hardware oscillators inevitably drift due to temperature and aging, leading to critical failures in distributed systems like database inconsistencies and impossible debug traces. He argues that while algorithms like NTP and Cristian's attempt to bridge the gap, truly robust systems often must rely on logical... https://arpitbhayani.me/blogs/clock-sync-nightmare

MiroThinker A series of open-source search agent designed to advance tool-augmented reasoning and information-seeking capabilities. https://github.com/MiroMindAI/MiroThinker

calgebra Set algebra for calendars. Compose lazily and query efficiently. https://github.com/ashenfad/calgebra

Python Hub Weekly Digest for 2026-01-04 https://pythonhub.dev/digest/2026-01-04/

Polymarket / py-clob-client Python client for the Polymarket CLOB https://github.com/Polymarket/py-clob-client

High-Performance Wavelet Matrix for Python, Implemented in Rust https://pypi.org/project/wavelet-matrix/

Python 3.15’s interpreter for Windows x86-64 should hopefully be 15% faster https://fidget-spinner.github.io/posts/no-longer-sorry.html

anthropics / skills Public repository for Agent Skills https://github.com/anthropics/skills