2026-06-11 14:07:00
for no particular reason whatsoever, I've updated my guide on how to measure #Python coverage across GitHub Action containers without an external service (*cough* Codecov *cough*)
https://hynek.me/articles/ditch-codeco
Bookmarked: Phillip B. Ströbel: Von der Pythia zu Python. Einführung in die Programmierung für die Geschichtsforschung #Jupyter
@… I gave this thing a try today... 😉
https://codeberg.org/jjg/paxton
from my link log —
Line breaks in Python and Unicode.
https://www.b-list.org/weblog/2026/aug/10/newlines/
saved 2026-08-10 https://
funniest thing in #LLM news. One man's month-long research to uncover the secrets of the Frontier Labs is another man's "hey I wrote this python deep_think script":
https://xcancel.com/_can1357/stat…
»Hey, KI! Bestimmt erinnerst du dich noch an die 150.000 Zeilen Code, die du mir vor so sieben, acht Monaten mal in Python vibecoded hast? Der müsste jetzt bitte auf das neue API angepasst werden. Und wenn du eh schon dabei bist: portiere das doch alles auch gleich noch von Python nach Rust.« 🤡 #justthinkin
🛡️ It also scans heredocs & inline scripts (python -c, bash -c, node -e) via AST-based analysis to catch destructive operations the outer command hides
🚀 Whitelist-first with a modular pack system; works on Linux, macOS & Windows (WSL) and auto-configures hooks for Claude Code, Codex, Gemini, Copilot & Cursor
https://
old and busted: delete failing tests
new and hotness: delete CI configuration
this is FOSS DoS; I have no other term for it
https://github.com/python-attrs/attrs/pull/1585/changes#diff-2e34befd0a8baf062…
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
omg omg omg https://peps.python.org/pep-0841/
#Steady #Klimacrew
Wie lassen sich #Wechselrichterdaten vom APsystems EZ1 lokal speichern?
Für statistische Auswertungen müssen alle Daten kontinuierlich gespeichert werden. Wie…
So virtualenv solves the issue of brutal incompatibilities between python stuff (at the cost of huge amounts of diskspace), but the minute uwsgi comes into play, it is overboard and there is hardly any way to activate plugins for old python interpreters. #pythonwoes
Good news everyone! 🎉
The new version 3.0 of graph-tool is just out with major improvements! See below.
https://graph-tool.skewed.de
graph-tool is a comprehensive and efficient Python library to work with networks, including structural, dynamical, and statistical algorithms, as well as visualiza…
Commodore Amiga: "We're not dead yet! We feel happy!" - Monty Python and the Holy Grail
Yes, but will it have a MySpace client app? 😉
#Amiga
Nature publishes a peer-reviewed paper alleging that Microsoft's 2025 quantum breakthrough claims were based on "basic Python errors" and data cherry-picking (Thomas Claburn/The Register)
https://www.theregiste…
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
If uv is not available in a Python environment, you can still specify the versions using pylock.toml. We have described how to do this here: https://python-basics-tutorial.readthedocs.io/en/latest/libs/install.html#of-packages
whoah cyclopts sounds incredible! turn any python function into a command line script!!!!! if only it could run in a browser too :-) #NotAskingMuchObvs :)
@… My PhD thesis literally was a bunch of Python classes. On some level. But that’s not the point of the thesis…
@… My PhD thesis literally was a bunch of Python classes. On some level. But that’s not the point of the thesis…
Pro tip:
If your supervisor suggests to submit a paper to a venue of a field relevant for your dissertation, addressing the architecture of the system you develop and which is the heart of your dissertation, maybe, just maybe, it’s not the very best idea to say: I don’t see what could be interesting here, it’s just a bunch of Python classes
🔧 Three pieces mirror the Python RLM design: a system prompt, a $CONTEXT file plus bash as the REPL, and the native rlm_query sub-call. Depth 0 and 1 get full tools; the leaf at max depth runs bash only. jj workspaces isolate child edits when available.
🛡️ Five guardrails guarantee termination: dollar budget, wall-clock timeout, call limit, depth limit and PATH scrubbing. Deeper agents are told to be more conservative, preferring direct action over spawning more children.
> We introduce gpusnek, a fully functional Python interpreter ported to CUDA, enabling execution of arbitrary Python code directly on the GPU by running one whole interpreter on every CUDA core/thread. This is a tremendously bad idea, but for the duration of this paper we pretend that it is not
[Josef Dean in SIGBOVIK 2026]
Working on tempolocus, a tool that analyses time-series activity patterns to infer a user’s likely location.
In @…, we work with a large volume of social-network time series. Estimating users’ locations from these patterns is often a manual task.
I prototyped a Python module that combines potential locations with yearly activity …
Kinder lernen Programmieren heute oft mit Python, versäumen aber als Erwachsene das Upgrade auf eine richtige Programmiersprache.
Das ist, als würde ich mit Duplo spielen.
(Abweichende Meinungen möglich, aber sinnlos.)
#Steady #Klimacrew
Vom Puristen zum #IDE-Nutzer
Ganz langsam. 😁 Wie verändert sich der Workflow, wenn man statt eines simplen Editors mit einer IDE arbeitet? Als Hobby-Entwickler hat mir Notepa…
On my way to a flying visit to Berlin. Tomorrow, the Python Users Berlin (@…) are meeting for a talk by Sam Bail on PySpark: https://www.meetup.com/python-users-berlin
City2Graph: A Python library for Heterogeneous Graph Neural Networks and spatial analysis in urban systems
https://www.sciencedirect.com/science/article/pii/S0198971526000943
Looks very interesting!
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
PEP 832 – Virtual environment discovery
#python
I got nerd sniped so hard by this CTF puzzle in my feed and tried to solve it for the better part of the weekend...
https://infosec.exchange/@rebane2001/116977242964328537
Yes, I abuse f-strings in python because "print(f'" will always make more sense to my C-poisoned brain than "print('".
from my link log —
SIMD within a bignum in pure Python.
https://www.da.vidbuchanan.co.uk/blog/python-swar.html
saved 2026-07-25 https://…
i'm so fucking sick of it
i've got ONE extremely simple and extremely explicit contribution rule/brown m&m test: do not delete the PR checklist
since i'm busy getting structlog out, I’ve let the attrs bug tracker a bit off the leash
go & count for yourself how many PRs opened in the past month followed that instruction.
(and of course, this is not about bureaucracy; they violate many of the important items on that list)
DefoEye: Python-Based Software for Facilitating Time-Series InSAR Analysis of Sentinel-1 Remote-Sensing Data
Alireza Taheri Dehkordi, Hossein Hashemi, Amir Naghibi
https://arxiv.org/abs/2608.04915 https://arxiv.org/pdf/2608.04915 https://arxiv.org/html/2608.04915
arXiv:2608.04915v1 Announce Type: new
Abstract: Many existing time-series Interferometric Synthetic Aperture Radar (TS-InSAR) software tools have limitations, including restricted geographic applicability, commercial licensing, and incomplete end-to-end processing support. Although GMTSAR avoids some of these constraints, it still requires substantial manual intervention and C-shell commands, lacks a user-friendly graphical interface, and omits important steps such as interferogram network pruning and anchoring of unwrapped interferograms. This paper introduces DefoEye (v1), an open-source Python-based software package that wraps GMTSAR and provides a unified, user-friendly TS-InSAR workflow for Sentinel-1 data. DefoEye supports parallel job execution, interferogram network pruning, and multiple anchoring options. Its performance was evaluated from 2020 to 2024 in four regions with different geological settings, deformation mechanisms, and atmospheric and climatic conditions. In Bologna, Italy; Gotland, Sweden; and Houston, USA, DefoEye results were compared with observations from 10 GNSS stations and showed strong agreement, with RMSE values of 4.3-11.9 mm and Pearson correlation coefficients of 0.63-0.95. In Karaj, Iran, where GNSS observations were unavailable, DefoEye was compared with other widely used processing tools and achieved similarly close agreement, with an RMSE of 4.8 mm/yr and a Pearson correlation coefficient of 0.98. These results demonstrate that DefoEye provides reliable TS-InSAR products for geological, hydrological, and environmental applications.
toXiv_bot_toot
#Python Hypothesis package now requires #RustLang. This is a scale of reverse dependencies I can't handle. I guess this means it's the end of WD40 profiles on #Gentoo, and therefore the end of support for Alpha, ARM<v6, HPPA, M68k, i486 and some other random subsets of architectures and profiles. Thanks for all the fish, etc.
https://github.com/HypothesisWorks/hypothesis/issues/4740
Is it only me, or has the hashtag #Python converted in to a LinkedIn-like wave of marketing bullshit? I really like Python, and use it a lot, but this is becoming unbearable.
Discovered a segfault in #FastAPI very strange, does only happen on MacOS with Python 3.14.0 ALPHA
The reason was that I was unaware that I ran an alpha version of Python 3.14.
FastAPI segfaults with Python 3.14.0 on MacOS · fastapi/fastapi · Discussion #15819
It's 2026 and :python: #Python's standard library *still* does not have a flatten function? 🤨
(Yes, more-itertools, that's not the point)
In 1979, #MontyPython released their epic #film "Monty Python's Life of Brian": https://en.wikipedia.org/wiki/Life_of_
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
➡️ PyPI · The Python Package Index
#bookmarks
Are you really expected to run five type-checkers now?
#python
Kafi Streams, built on (Py)DBSP, treats streaming like batch. Strongly consistent from day one. An open source Python library for the 80% of use cases that do not need extreme scale. Ralph Matthias Debusmann will be unveiling it at #bbuzz26.
Learn more: https://2026.berlinbuzzwords.de/session/kafi-streams-complex-stream-processing-made-simple/
RE: https://seattle.pink/@mxchara/116750125454729237
The fact that (so far) Python is in the lead makes me sad.
Python is unfit for system administration. You’ll only convince me otherwise when every fucking Python program doesn’t need its own bespoke …
What are we using to package up Python application & dependencies into a single distributable file now?
I'm thinking of bundlers like RollupJS.
PEX? Zipapp? Docker image? Trying really dang hard to only use stdlib and shipping a boring wheel?
#python #packaging #askfedi
And the next big blocker for #Python 3.15 in #Gentoo is time-machine. Which is obviously broken. There's a patch but it's #slop and complex, and it's sitting for 3 months already with no reply. Because obviously patching CPython internals is so much a better idea than freezegun ever were. All these time-based tests need all the ricing you can get; portability doesn't matter.
https://github.com/adamchainz/time-machine/pull/618
Analysis: the share of entry-level hiring in India's tech sector fell to ~15% in 2025 from 28% in 2024 as companies shifted focus to AI and automation roles (Tanya Pandey/The Economic Times)
https://economictimes.i…
Happy to announce v3.0.0 of my build-and-inspect-python-package GitHub Action that does what the name says.
If u maintain a Python pkg u should really give it a look! Much, much fewer broken pkgs have been pushed to PyPI & who doesn't love automatic trove classifier − GHA test matrix conversion‽
This release brings you Twine 7 & with that packaging metadata 2.5 & PEP 794 (Import Name Metadata) – also a new release procedure: no more trailing v3 tags – only full ve…
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
#Steady #Klimacrew
Was tun, wenn falsche Einträge im #Marktstammdatenregister die Auswertung ruinieren?
Das Register ist berüchtigt für Fehleinträge durch Anlagenbetreiber. …
🧩 Rich plugin ecosystem: hundreds of plugins run tasks anywhere — local, SSH, #Docker, #Kubernetes or serverless task runners — and code in any language including #Python, Node.js, R, Go and S…
I’m organising the next @… meet-up, featuring a talk by Sam Bail on PySpark: https://www.meetup.com/python-users-berlin-pub/events/315354198…
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
➡️ fstring.help: Python f-string Guide
#bookmarks
#Steady #Klimacrew
#BahnMonitor-Projekt: 7. Zufall ist nicht gleich Zufall. 🤭
Nach der Verspätungsmeldung kommt ein Wissenshäppchen. Der
Google releases macOS versions of AI Edge Gallery, which lets users run open models on their devices, and AI Edge Eloquent, an on-device voice dictation app (Google Developers Blog)
https://developers.googleblog.com/brin
I have a #Python favor to ask. Could someone look at Python 3.15 test failures in itsdangerous? It's blocking quite a large part of package dependency graph in #Gentoo, and the failure looks, errr, dangerous.
https://github.com/pallets/itsdangerous/issues/420
It's always important to have a consistent #security policy.
For example, a policy of "If somebody filed a CVE, it's an important security issue, and we will fix it as such, no matter how meaningless the fix is. If nobody did, it's just a glorified bug fix, no matter how serious the bug was."
So we've just seen a #pip security release over "installing random packages can overwrite pip's files and pip can lazy-import some of them immediately afterwards", with a fix of "pip will no longer load them until you run it again" (leaving the underlying security issue of "any #Python package can override files installed by any other Python package" as intended behavior). As Eli Schwartz beautifully put it, you are not expected to be using the virtual environment; you should create it, install packages into it (at most once!), and then frame it and put it on the wall to admire.
Now we're seeing a "bug fix" for "malicious entry point names can write outside of virtual environment". If nobody filed a CVE, it's obviously not a security issue at all. At least upstream graced us with fixing it without correcting the spec to forbid that first.
https://github.com/pypa/pip/issues/14000
I tried to get someone’s Python code to work and could not due to errors and I did a few searches and then gave up.
I could try using some AI chatbot bullshit to help me out but fuck that… it’s easier to just give up and walk away. Oh well.
#Steady #Klimacrew
#BahnMonitor-Projekt: 5. Automatisierte Skripte brauchen Kontrolle – besonders bei API-Aufrufen.
Jetzt bekommt das
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
I’d like to announce the most unlikely #Python package release:
service-identity 26.1.0, the best way to verify if a certificate is valid for a hostname, IP, or URI is out!
The main change is that we were able to switch from pyasn1 (thank you for more than a decade of great service! 🫡💛) to do everything within PyCA's cryptography.
I got some Python code working yesterday after being convinced I could not figure it out… but figured it out!
Realized I needed extra code today, thought it would be a pain but figured it out in no time.
Maybe I can write Python okay…
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
The #Gentoo #Python 3.14 switch / 3.11 3.13t removal PR is green. Doing some final testing locally before merging it (one that involves 350 "merge wait" packages, what could possibly go wrong…).
https://codeberg.org/gentoo/gentoo/pulls/1031
Starlette, an open-source Python framework underpinning FastAPI, has a vulnerability, called BadHost, that can allow hackers to bypass authorization (Dan Goodin/Ars Technica)
https://arstechnica.com/information-te
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
#Steady #Klimacrew
#BahnMonitor-Projekt: 3. Klappt der erste Zugriff auf die Bahn-API?
Im nächsten Schritt wurde die API-Abfrage getestet udn geprüft, ob die zurückgelieferten Datenstru…
Also, zero days (well, minus a lot of days because I've been slacking) since a random #Python package got a new #NIH dependency on another Python package which is actually a "fastest" #RustLang package which cannot be built because the author thinks it a great idea to require a nightly Rust compiler.
…and of course it's full of "unsafe" calls. Because Rust is obviously such a great language for making secure code.
https://github.com/awolverp/cachebox/issues/62
Good morning! Since it's become a drag to support in mainline, I've extracted svcs's Pyramid support into an own package svcs-pyramid.
That means, the next svcs version will ship WITHOUT a `svcs.pyramid` module.
You can start using svcs-pyramid TODAY to avoid breakage the moment 26.2.0 drops – there are no code changes, just adjust the import statement:
python_dependency: Python Dependency Network
Python's package dependency networks. Nodes in the network are Python's packages registered to PyPI and edges are dependencies among packages.
This network has 58743 nodes and 108399 edges.
Tags: Technological, Software, Unweighted
https://networks.sk…
#Steady #Klimacrew
#BahnMonitor-Projekt: 2. Welche Architektur sollte der Bot haben?
Bevor es ans Coden geht, ist etwas Grübeln über eine sinnvolle Gliederung der Module ratsam. Wie sie…
Looks like I'm attending PyBeach because apparently I didn’t have enough SoCal in 2026!?
Looking forward to a cozy conference with friends abound!
https://2026.pybeach.org
#Steady #Klimacrew
#BahnMonitor-Projekt: 1. Wie kommt man an Live-Daten der Deutschen Bahn?
Im November konnte ich per Zufall mit einem
> No significant changes.
Looks inside.
> Significant changes.
#Python
speaking of slophub, here's environ-config 26.1.0 (my #Python take on loading config from env variables and secrets from safe places) a minor modernization update. thanks so much to every single name in the thanking section and to github who made it possible:
I wish #mypy would slow down with adding new features to mypyc, and instead focused on fixing the train wreck that mypyc is right now (since 2023 at least). Like, if your code crashes hard with assertions enabled, then it's broken, period. Ignoring proper testing and shoving the issue under the carpet doesn't make it right.
#Python
I've been sad about the upcoming removal of #PyPy from #Gentoo, but given how many regressions I've been seeing recently in a variety of #Python packages, I'm eagerly waiting for the day when I'll remove the support and be able to stop having to deal with the test failures somehow. Not that at this point any other way of dealing besides skipping them makes any sense.
Zero days since I've discovered a random #CPython bug that triggers in very specific circumstances and I don't really have time to report it, nor can expect anyone to do it for me.
This time it's a test failure and refcounts being broken while running fastjsonschema's test suite on #Python 3.15 freethreading with pytest's --junit-xml option enabled 😱. And of course removing --junit-xml makes all tests pass.
EDIT: and of course I cannot reproduce outside Portage. Yet inside, it reliably crashes every single time.
> #Python Stable ABI
> makes extensions unstable (they start segfaulting)
https://github.com/pikepdf/pikepdf/issues/723#issuecomment-4507472913
Always appreciate #Python package developers being responsible about API stability, and… [checks notes]… raising the major version number over a "minor API tweak", then delaying the release until a security fix demanded one.
#packaging