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

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Function calling using LLMs While LLMs excel at generating cogent text based on their training data, they may also need to interact with external systems. Function calling allows them to construct such calls. The LLM does not execute these calls directly, instead it creates a data structure that describes the call, passing that to a separate program for execution and further processing. The LLM's prompt includes de... https://martinfowler.com/articles/function-call-LLM.html

Suna Open Source Generalist AI Agent. https://github.com/kortix-ai/suna

dataframely A declarative, native data frame validation library https://github.com/Quantco/dataframely

strif A tiny, useful Python lib of string, file, and object utilities. https://github.com/jlevy/strif

RealtimeVoiceChat Have a natural, spoken conversation with AI! https://github.com/KoljaB/RealtimeVoiceChat

Making PyPI's test suite 81% faster See how we slashed PyPI’s test suite runtime from 163 to 30 seconds. https://blog.trailofbits.com/2025/05/01/making-pypis-test-suite-81-faster

Python type hints: mixin classes The article explains how to properly add Python type hints to mixin classes, addressing common challenges with attributes that mixins assume exist in their base classes. It shows solutions using subclassing or protocols to satisfy type checkers like Mypy without compromising runtime behavior or type safety. https://adamj.eu/tech/2025/05/01/python-type-hints-mixin-classes/

ACI An open source platform that connects your AI agents to 600+ tool integrations with multi-tenant auth, granular permissions, and access through direct function calling or a unified MCP server. https://github.com/aipotheosis-labs/aci

Enhancing the Python ecosystem with type checking and free threading Meta describes its efforts to enhance the Python ecosystem by advancing type checking and introducing free-threading capabilities, aiming to improve code reliability and performance at scale. The post highlights the technical challenges, solutions, and community collaboration involved in making Python more robust and concurrent for large-scale applications. https://engineering.fb.com/2025/05/05/developer-tools/enhancing-the-python-ecosystem-with-type-checking-and-free-threading

djobs.dev Asyncio Demystified: Rebuilding it From Scratch One Yield at a Time https://djobs.dev

LlamaFirewall The framework to detect and mitigate AI centric security risks. https://meta-llama.github.io/PurpleLlama/LlamaFirewall/

blast A high-performance serving engine for web browsing AI. https://github.com/stanford-mast/blast

Using Python to Automate 3D Workflows with OpenUSD The post explains how Python’s scripting capabilities can automate and streamline 3D workflows using OpenUSD, making tasks like data transformation, validation, and scene creation more accessible and efficient. It highlights NVIDIA’s tools, SDKs, and learning resources that empower developers to build, validate, and optimize complex 3D scenes with Python in the OpenUSD ecosystem. https://developer.nvidia.com/blog/using-python-to-automate-3d-workflows-with-openusd/

SQL-tString SQL-tString allows for f-string like construction of sql queries. https://github.com/pgjones/sql-tstring

Ty: A fast Python type checker and language server, written in Rust https://github.com/astral-sh/ty

plexe Build a machine learning model from a prompt. https://github.com/plexe-ai/plexe

Python Hub Weekly Digest for 2025-05-11 https://pythonhub.dev/digest/2025-05-11/

GoogleCloudPlatform / agent-starter-pack A collection of production-ready Generative AI Agent templates built for Google Cloud. It accelerates development by providing a holistic, production-ready solution, addressing common challenges (Deployment & Operations, Evaluation, Customization, Observability) in building and deploying GenAI agents. https://github.com/GoogleCloudPlatform/agent-starter-pack

Using JWTs in Python Flask REST Framework This post provides a comprehensive guide to implementing JWT-based authentication in a Flask API. It covers setting up the Flask environment, creating a to-do list API, managing user sessions with token refresh, and adding role-based permissions. https://blog.appsignal.com/2025/04/30/using-jwts-in-python-flask-rest-framework.html

CocoIndex - Open-source real-time data framework for AI Open-source real-time data framework for AI, supporting incremental processing and custom logic. SDK in Python. https://github.com/cocoindex-io/cocoindex