uv is the best thing to happen to the Python ecosystem in a decade - Blog - Dr. Emily L. Hunt
uv is the best thing to happen to the Python ecosystem in a decade Programming 23 October 2025 | Reading time: 6 minutes It’s 2025. Does installing Python, managing virtual environments, and synchronizing dependencies between your colleagues really have to be so difficult? Well… no! A brilliant new tool called uv came out recently that revolutionizes how easy installing and using Python can be. uv
How to improve Python packaging, or why fourteen tools are at least tw
There is an area of Python that many developers have problems with. This is an area that has seen many different solutions pop up over the years, with many different opinions, wars, and attempts to solve it. Many have complained about the packaging ecosystem and tools making their lives harder. Many beginners are confused about virtual environments. But does it have to be this way? Are the current
I first learned Kubernetes ("k8s" for short) in 2018, when my manager sat me down and said "Cloudflare is migrating to Kubernetes, and you're handling our team's migration." This was slightly terrifying to me, because I was a good programmer and a mediocre engineer. I knew how to write code, but I didn't know how to deploy it, or monitor it in production. My computer science degree had taught me a
This is a guest post from Michael Kennedy, the founder of Talk Python and a PSF Fellow. Welcome to the highlights, trends, and key actions from the eighth annual Python Developers Survey. This survey is conducted as a collaborative effort between the Python Software Foundation and JetBrains’ PyCharm team. My name is Michael Kennedy, and I’ve analyzed the more than 30,000 responses to the survey an
I did this in 2020 and then again in 2021, but I’m in the mood to look around again. Let’s look through Are We GUI Yet? and see what’s up these days. The task today is to have a text label and an input field that can change the text in the label. In React, for example, this is basically free: const Demo = () => { let [state, setState] = useState("Hello, world!"); return ( <div> <p>{state}</p> <inp
Balance deployment speed and stability with DORA metrics | Amazon Web Services
AWS DevOps & Developer Productivity Blog Balance deployment speed and stability with DORA metrics Development teams adopt DevOps practices to increase the speed and quality of their software delivery. The DevOps Research and Assessment (DORA) metrics provide a popular method to measure progress towards that outcome. Using four key metrics, senior leaders can assess the current state of team maturi
Update 1.96.1: The update addresses these issues and enables the GitHub Copilot Free plan. Update 1.96.2: The update addresses these issues. Update 1.96.3: The update addresses these issues. Update 1.96.4: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the November 2024 release of Visual Studio Code. Ther
After needing to do a deep dive on the venv module (which I will explain later in this blog post as to why), I thought I would explain how virtual environments work to help demystify them. Why do virtual environments exist?Back in my the day, there was no concept of environments in Python: all you had was your Python installation and the current directory. That meant when you installed something y
Release date: July 9, 2025 Update 1.102.1: The update addresses these issues. Update 1.102.2: The update addresses these issues. Update 1.102.3: The update addresses these issues. Downloads: Windows: x64 Arm64 | Mac: Universal Intel silicon | Linux: deb rpm tarball Arm snap Welcome to the June 2025 release of Visual Studio Code. There are many updates in this version that we hope you'll like, some
23rd May 2022 I spotted a new (to me) pattern which I think is pretty interesting: projects are bundling compiled binary applications as part of their Python packaging wheels. I think it’s really neat. pip install ziglang Zig is a new programming language lead by Andrew Kelley that sits somewhere near Rust: Wikipedia calls it an “imperative, general-purpose, statically typed, compiled system progr
請求書OCR自動化： Document AI + ChatGPT API で非構造化データを JSON で出力させる - GMOインターネットグループ グループ研究開発本部
2023.10.05 請求書OCR自動化： Document AI + ChatGPT API で非構造化データを JSON で出力させる はじめに こんにちは。グループ研究開発本部 次世代システム研究室のT.D.Qです。 2023年10月よりインボイス制度が開始されます。この制度に対応するため、請求書のOCR自動化はますます重要となっています。今回は、ChatGPTとDocumentAIの力を結集し、インボイス制度への対応を加速する請求書OCR自動化の方法について探ってみたいと思います。 1.やりたいこと 目的: 非構造化データを OCR で取得して、指定の JSON 形式で出力させたい 使用する技術: OpenAIのChatGPT及びGoogleのDocumentAI 実現手段: DocumentAIで請求書（PDF形式）を読み取り ChatGPTでDocumentAIのレスポンスから
Summary(Warning, this is a long article. I got carried away.) After one year of trying uv, the new Python project management tool by Astral, with many clients, I have seen what it's good and bad for. My conclusion is: if your situation allows it, always try uv first. Then fall back on something else if that doesn’t work out. It is the Pareto solution because it's easier than trying to figure out w
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Solving common problems with Kubernetes
The State of Python 2025 | The PyCharm Blog
A 2025 Survey of Rust GUI Libraries
November 2024 (version 1.96)
How virtual environments work
June 2025 (version 1.102)
Bundling binary tools in Python wheels
A year of uv: pros, cons, and should you migrate