The Building Blocks of Agentic AI: From Kernels to Clusters

The PyTorch Native Agentic Stack is a scalable, PyTorch-integrated framework designed for building and deploying autonomous AI agents across thousands of GPUs. It simplifies complex distributed reinforcement learning workflows by orchestrating large-scale models, providing abstractions for services, fault tolerance, and efficient state management to accelerate AI research and deployment.

https://ai.meta.com/blog/introducing-pytorch-native-agentic-stack

Nyno

Create and Run Linux Workflows without Limits. Short for "nine" / "yaml" / "no-code" / "automation".

https://github.com/empowerd-cms/nyno

Detecting object wrappers

The wrapt library's version 2.0.0 changed its object proxy class hierarchy, breaking checks that detect if an object is already wrapped, causing repeated wrapping and performance issues. The best practice is to use custom wrapper types and traverse wrapper chains via the wrappedattribute to reliably detect wrapping, emphasizing careful version pinning and cautious monkey patching in ...

https://grahamdumpleton.me/posts/2025/10/detecting-object-wrappers/

pip 25.3

The pip 25.3 release is the final major pip update of 2025, featuring the removal of non-PEP 517 package build support and non-PEP 660 editable installs, meaning pip no longer calls legacy setup.py commands. It adds the new --build-constraint option for specifying build-time constraints separately, improves caching and metadata handling, supports editable requirements as Direct URLs, and...

https://discuss.python.org/t/announcement-pip-25-3-release/104550

Kanchi

A realtime celery task monitoring and management system.

https://github.com/getkanchi/kanchi

EuroPython 2025 Videos

Here are all the videos for the conference, brought to you by the EuroPython 2025 Team and the EuroPython Society.

https://www.youtube.com/playlist?list=PL8uoeex94UhFQY9cYBQOVkj9fSHMHf5x9

Helion: A High-Level DSL for Performant and Portable ML Kernels

Helion is a Python-embedded high-level DSL that compiles to optimized Triton kernels, blending the simplicity of PyTorch syntax with powerful autotuning to deliver high-performance, portable machine learning kernels across hardware architectures. It automates complex tasks like tensor indexing, memory management, and hardware-specific tuning, enabling developers to write efficient kernel...

https://pytorch.org/blog/helion/

The Best Way to Share Code Between Python Apps

The video explains how to use UV workspaces to manage multiple Python applications with shared code and dependencies in a single repository. It demonstrates structuring a project with CLI and FastAPI apps, extracting shared logic into internal packages, and managing dependencies efficiently to avoid duplication and conflicting environments. The approach simplifies development and scaling...

https://www.youtube.com/watch?v=N_ypJwV8Q8I

The Smol Training Playbook.

A practical journey through the challenges, decisions, and messy reality behind training state-of-the-art language models

https://huggingface.co/spaces/HuggingFaceTB/smol-training-playbook#setting-up-our-ablation-framework

10 Smart Performance Hacks For Faster Python Code

Learn practical optimization hacks, from data structures to built-in modules, that boost speed, reduce overhead, and keep your Python code clean.

https://blog.jetbrains.com/pycharm/2025/11/10-smart-performance-hacks-for-faster-python-code/

usestrix / strix

✨ Open-source AI hackers for your apps 👨🏻‍💻

https://github.com/usestrix/strix

Python Tutorial: Build a Django CRM from Scratch with Google Contacts, TimescaleDB Analytics & More

The video is a comprehensive tutorial on building a Django CRM from scratch, integrating Google Contacts syncing, time-series analytics with TimescaleDB, and production-ready automation using modern Python tools. It covers everything from setting up the Django project, implementing OAuth authentication, managing database models and relationships, to visualizing analytics with Chart.js an...

https://www.youtube.com/watch?v=zNyURLG9LIs