Sunday, December 14, 2025

PythoC: A substitute for Cython

Cython has been essentially the most viable possibility for changing Python code to C, however PythoC might change that—with distinct compile-time benefits. We even have a primary take a look at Databot, a brand new LLM add-on for the Positron IDE; an opportunity to be taught the finer factors of debug logging in Python and Java; and a report on Django builders’ use of AI coding instruments, which seems to be on the rise. All that and extra, on this week’s report.

High picks for Python readers on InfoWorld

PythoC: A brand new approach to generate C code from Python
As an alternative of changing Python to C, as per Cython, PythoC makes use of Python as a code technology device to create standalone C-style applications with highly effective compile-time options. Let’s have a look.

Databot: AI-assisted knowledge evaluation in R or Python
A brand new add-on for the Positron IDE (for growing Python and R knowledge science apps) analyzes imported knowledge, gives ideas for how you can analyze it, and may even generate the wanted code for these analyses.

Extra Django builders turning to AI – report
In line with the State of Django 2025 report, extra Django builders are utilizing AI instruments like GitHub Copilot and Anthropic Claude to write down code or develop their understanding of Django.

Superior debug logging methods: A technical information
Get quick pointers for making the most effective use of debug logging in Python and Java.

Extra good reads and Python updates elsewhere

PyCharm 2025.3 is out
The newest version of JetBrains’ flagship Python IDE gives distant Jupyter notebooks, makes use of uv because the default bundle and venture supervisor, provides Ruff and Pyright for linting and language companies, and way more.

PyAtlas: Discover 10K well-liked Python packages on an interactive map
Interested in what’s on the market within the galaxy of Python packages? PyAtlas is a visible device that clusters frequent packages collectively, letting you discover them by subject (testing, async, static evaluation, and so on.) and similarity.

Tacopy: Tail-Name optimization for Python
They mentioned it wasn’t potential to make tail-call optimizations for quicker recursive operations in Python. Effectively, this venture makes the inconceivable potential, by means of some fiendishly intelligent AST transformation hackery.

Barely off-topic (however very helpful): The very unofficial Microsoft Obtain Heart Archive
Can’t discover a legacy obtain for Home windows, Workplace, Visible Studio, or one other Microsoft product? This completely unofficial third-party archive retains backup copies of a whole lot of service packs, redistributable runtimes, and toolkits now not maintained by the oldsters in Redmond.

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