I have used #SpyderIDE since 2017. It is what I learned to code #Python on and I love the workflow.
However, I realize that it is limited in comparison to many other IDEs. As a result I've tried many alternatives in hope of being able to migrate to something better and learn new tricks, but nothing's been just right. I got VSCode the closest, but it refused to cross the finish line.
I had nearly given up, but then I heard of #Positron, and after the first try I knew I had found the one!
Podsumowanie tygodnia:
#Python, #OpenCV - wsparcie w analizie obrazów dla Uniwersytetu Śląskiego. Przez cały tydzień prowadzę szkolenia i wspieram w tworzeniu #oprogramowania pracowników naukowych. Efekty są ciekawe i interesujące.

I think my code would work perfectly except that os.utime does not actually work...
Today I released holm 0.1.0 on PyPI.
It's a web development framework that aims to bring the Next.js developer experience to Python. Without any JavaScript.
It's standard FastAPI everywhere. The built-in HTML rendering and first-class HTMX support is provided by htmy and FastHX.
There are many features, docs, guides I plan to add in the future, but it's already very powerful and expressive.
You can have a look here: https://volfpeter.github.io/holm/
#python #fastapi #htmx #nextjs #webdev
An Empirical Study of Type-Related Defects in Python Projects via @pushcx https://lobste.rs/s/ka9wwz #pdf #python #science
https://rebels.cs.uwaterloo.ca/papers/tse2021_khan.pdf
Content warning:A joke with an overly long setup
One of the drawbacks of working from home -- there are no officemates to appreciate your nerdy jokes, so I'll have to share this one here. Full context: I used to work on radar, and now I write software using #Python.
I've been trying to get one of our internal packages to recognize that it should have either the CPU version or the GPU version of a dependency but not both. We are using uv for managing dependencies. Turns out uv has a bug where you can't self-reference an extra if that extra is specified in a conflict. I've been banging my head against this for a while, so I figured I'd take a break to "get my head out of uv space." 🥁
🌘 追蹤真實世界中的追蹤式 JIT:在 CPython Core Dev Sprint 的經驗分享
➤ 從 PyPy 的實務經驗看 CPython JIT 的未來
✤ https://antocuni.eu/2025/09/24/tracing-jits-in-the-real-world--cpython-core-dev-sprint/
本文記錄作者 Antonio Cuni 參與 CPython 核心開發者衝刺週的經驗,重點在於探討追蹤式即時編譯器(Tracing JIT)在真實世界 Python 程式碼中的應用與挑戰。作者結合了在 PyPy 專案多年的實務經驗,對 CPython 新開發的 JIT 提出觀察與建議。文章深入淺出地解釋了 CPython 和 PyPy 的 JIT 機制,並點出真實世界程式碼與基準測試的差異,以及 JIT 引入後對程式效能推理帶來的複雜性。作者強調,理解真實世界中的「追蹤阻斷器」(trace blockers)是優化 JIT 效能的關鍵。
+ 這篇文章對於 JIT 的解釋非
#Python #CPython #PyPy #JIT編譯器 #效能優化
Florent Daudens at Hugging Face shared a notebook from his workshop on open source AI and journalism. It "walks through extracting entities from text, transcribing interviews, identifying objects in images, spinning up a demo with Gradio, etc" #GenAI #Python #ddj
https://colab.research.google.com/drive/1n75iB6_0rw5eI0LBgfts1mTOcYHSj-Ca?usp=sharing
Tracing JITs in the real world @ CPython Core Dev Sprint https://lobste.rs/s/c1oexv #compilers #python
https://antocuni.eu/2025/09/24/tracing-jits-in-the-real-world--cpython-core-dev-sprint/
anybody know of any existing fictional character to represent technical debt? something like a ghost of christmas past or a croenenberg with a slogan like the #gameOfThrones iron bank of braavos?
So, turns out that there's a #Python movie!
https://www.nature.com/articles/d41586-025-02903-1
S1 EP3 T2 - Machine Learning in Python Why Split Data #machinelearning #codingbasics #mathematics #jupyternotebook #learntocode #vscode #softwareengineer #algorithims #python #dataengineering #softwaredeveloper #artificialintelligence #sql #statistics #datascience #computerscience #coding #visualstudio #jupyterlabs #linq