Tootfinder

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…

Old good time? 🤔
«Finger Protocol Malware — Python RAT via a 1970s:
The finger protocol is older than the web, disabled on every server that matters, and still a working malware delivery channel on a default Windows install. Here it planted a Python RAT that was alerting the whole time. One genuine compromise, drowned in thousands of benign look-alikes, invisible until something cut through the noise»
📧

A Protocol From 1977 Is Still Delivering Malware in 2026
Attackers revived the 1977 finger protocol to drop a Python RAT on a default Windows install. The full attack chain, and how Artemis caught it live.

#Steady #Klimacrew
#BahnMonitor-Projekt: 5. Automatisierte Skripte brauchen Kontrolle – besonders bei API-Aufrufen.
Jetzt bekommt das

Python-Projekt mit Bahn-API: 5. Fehlerprotokollierung und Logfile
So richtest du Logging in deinem Python-Projekt ein: UTF-8-Logfile, CSV-Struktur, automatische Dateierstellung inklusive.

from my link log —
CleverCSV: a Python package for handling messy CSV files.
https://github.com/alan-turing-institute/CleverCSV
saved 2020-01-14 ht…

GitHub - alan-turing-institute/CleverCSV: CleverCSV is a Python package for handling messy CSV files. It provides a drop-in replacement for the builtin CSV module with improved dialect detection, and comes with a handy command line application for working with CSV files.
CleverCSV is a Python package for handling messy CSV files. It provides a drop-in replacement for the builtin CSV module with improved dialect detection, and comes with a handy command line applica...

TIL " #Python, for example, is a popular programming language that is famously smooth at handling integers of any size. If you peek into Python's underlying source code (search “Karatsuba” here)"

Mathematicians still don’t know the fastest way to multiply numbers
A 23-year-old student overturned an ancient conjecture about one of math’s simplest operations

Holy cow, remember to clean your #uv cache from time to time, folks 😅
UPDATE: Seems to contain some links, deleting the cache only freed like 9GiB, but still...
#Python

📋 #ClaudeCode ships with a built-in cron scheduler. #Codex CLI does not. So I built one myself — one skill file plus one #Python helper, no daemon, no service, no queue

#Python 3.15.0
https://www.python.org/downloads/release/python-3150/

I received a spam mail from python.org - with a valid DKIM signature. Should I report this somewhere? ... @…

Zero Breach: uno scanner locale di sola lettura che controlla il computer alla ricerca di indicatori della campagna spyware AdFection/Candiru, diffusa tramite annunci pubblicitari.
Nessuna rete, nessun amministratore, nessuna dipendenza. Testato su Windows, macOS e Linux (Python 3.8–3.12) in ambiente di integrazione continua (CI).
Il programma analizza i dati residui del sistema, come la cronologia del browser, i cookie, le cache e i record di connessione, le impronte digitali de…

#Tachyon statistical sampling profiler shipped with #Python 3.15 looks really cool!
https://docs.python…

What’s new in Python 3.15
Editor, Hugo van Kemenade,. This article explains the new features in Python 3.15, compared to 3.14. Python 3.15 was released on 9 October 2026. For full details, see the changelog. Summary – Relea...

My bike riding has been poor this year, due to spinal stenosis and then spinal surgery in June... but hopefully the numbers will go up for the rest of the year.
(And who knows? Maybe I'll update some of the Python code that generates these.)
#bikeTooter #python

I received a spam mail from python.org - with a valid DKIM signature. Should I report this somewhere? ... @…

The BBQ for all the Python user groups in Berlin is in a week’s time. I’m already looking forward to meeting lots of Pythonistas: https://www.meetup.com/python-users-berlin-pub/events/314905083/

Python in Berlin BBQ @ c-base, Thu, Aug 13, 2026, 7:00 PM | Meetup
Normally we announce our talks here, but this time we are taking a short summer break and therefore invite you to a barbecue at the Spree. The BBQ is for all Berlin Python

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…

from my link log —
The state of Python packaging in 2021.
https://venthur.de/2021-06-26-python-packaging.html
saved 2021-07-08 https://

heise | Webseiten intelligent auslesen: Smarter scrapen mit Python und KI
Mit Python lassen sich Webseiten scrapen. KI macht den Scraper flexibler: Sie erkennt Inhalte auch dann, wenn HTML-Strukturen oder Formulierungen variieren.

Webseiten intelligent auslesen: Smarter scrapen mit Python und KI
Mit Python lassen sich Webseiten scrapen. KI macht den Scraper flexibler: Sie erkennt Inhalte auch dann, wenn HTML-Strukturen oder Formulierungen variieren.

Who would've thought that #Rust becomes native for GPU kernels:
https://developer.nvidia.com/blog/introducing-cuda-rust-two-tracks-for-writing-gpu-kernel…

Introducing CUDA Rust: Two Tracks for Writing GPU Kernels
In September 2026, NVIDIA announced it is leaning into native GPU programming in Rust. CUDA C++ and CUDA Python are mature, enterprise-grade toolchains…

omg omg omg https://peps.python.org/pep-0841/

PEP 841 – Adding Frozen Syntax to Optimize Immutable Types | peps.python.org
This PEP proposes frozen display syntax: f{1, 2, 3} evaluates to a frozenset, and f{'a': 1} evaluates to a frozendict. Because immutability is guaranteed by the syntax itself rather than inferred from usage, the compiler can treat frozen displays as fir...

This week on #ProFed: emoji reactions are done. By far the biggest rabbit hole yet - the kind with Monty Python killer rabbits and three dragons inside: FEP-c0e0, Pleroma and Misskey, all disagreeing with each other.
1/4

Mit der #python-Bibliothek #scythe (https://github.com/afuetterer/oaipmh-scythe) macht die Ar…

Zero days since #CPython broke the extension ABI at the very last minute after asking everyone repeatedly to test prereleases. And of course they don't bother tracking ABI changes in any way, so they could at least give people heads up that important pieces of their system will start segfaulting after the upgrade. All they can offer is a knee-jerk response of "we never promised ABI stability".
And yes, this is a huge PITA for #Gentoo users who opted in to helping out.
https://github.com/python/cpython/pull/152448#issuecomment-5016129511

TFW your client decides to convert the whole codebase from Python to C because of “performance”, but nobody on the team is well versed in C .
Apparently it won’t be a problem because “Claude knows C ”
🤦‍♂️🤦‍♂️🤦‍♂️

I seem to have discovered non-deterministic behaviour in #gdb's #python bindings. It's all very confusing.

( 🧵 1/N: started thinking I would just post a little amusing thing, and...it turned into a mini essay on knowledge, students, teachers, and education. Did not see that coming...)
I may have overestimated my upper-division CS students...
I'm teaching a junior/senior-level course on the foundations of AI. We're using Python, and there's a very simple starter homework assignment to get students to work through the logistics of submitting their code.
Yesterday I was…

Simple but effective control to help prevent abuse of your business network: disable the remote debugging feature of Chrome and Edge. It disrupts the C2 capabilities described here (but used in other attacks as well)
Look for these settings:
RemoteDebuggingAllowed > Disabled
(Intune: Microsoft Edge > Allow remote debugging)
#cybersecurity

Got bitten by pytest-cov not recording coverage in tests for a pytest plugin. Because the pytest plugin gets imported before coverage recording has a chance to start.
#python #pytest #coverage

Final preparations for tomorrow’s BBQ for all Python user groups in Berlin @…: https://www.meetup.com/python-users-berlin-pub/events/314905083

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 backend is #Python-based on top of #pipecat, the UI is #TypeScript. The architecture is modular so components can be swapped, and

“Start in under a minute!”
I guess the three hours spent on trying to install a supported Python version don’t count :-/

“Start in under a minute!”
I guess the three hours spent on trying to install a supported Python version don’t count :-/

“Start in under a minute!”
I guess the three hours spent on trying to install a supported Python version don’t count :-/

A Java Geek weekly 158
Making illegal state unrepresentable. Zero-code trace-log correlation with OBI. Gleam doesn’t compile to Erlang source anymore. PhotoCraft. Ahnentafel. Python 3.15.0. Anti-Patterns in Software Blogging. Github Migrates Copilot Runtime to Rust with AI-Assisted Rewrite. Java garbage collection in its own log: eight checks you can run. Harness engineering for coding agent users. Eye of Sauron.

The first hands-on Python session for #BikeNetKit, today at #D3A, went well! Our 15 min tutorial for GrowBikeNet is also available online - try it out here:

"110-pound python named Jodie Foster is the first snake to receive human cancer treatment"
#UK #UnitedKingdom #ChesterZoo

110-pound python named Jodie Foster is the first snake to receive human cancer treatment
Jodie Foster, a 23-year-old python, became the first snake to receive electrochemotherapy, previously a cancer treatment only for humans.

from my link log —
Why Python is terrible.
https://josvisser.substack.com/p/why-python-is-terrible
saved 2023-08-02 https://

Why Python is terrible...
Nice language, but unsuitable for most professional purposes

#Python #uv users on #Debian: I've been using this setup:
apt install extrepo
extrepo enable uv
apt install uv
That worked perfectly for all local users using standard Debian package management …

Video tutorials for modern ideas and open source tools. #python

Code. Simply. Clearly. Calmly.
Short and simple video lessons that start from scratch. Tools and thoughts that might make your professional life more enjoyable.

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…

Odd: https://wiki.freebsd.org/Python currently says 3.12 is WIP to be made the default... while pkg tells me it's vulnerable, and 3.15 is the current upstream release, and pkg says:
"python315-3.15.0 Pre-release versions of the interpreted object-oriented programming language"
I guess the wiki is pretty outdated or smth?

So now that #awscli 1.x is pretty much dead, I've finally gotten around to packaging 2.x properly for #Gentoo. You know, the one where other developers claimed it was impossible to build from source because (checks notes) upstream said so. So we instead must use their horrible 70M binary package that bundles its own Python interpreter along with all the random libraries and dependencies.
And guess what? Sure, they don't publish it to PyPI anymore, but it still is a regular #Python package branched out from 1.x. It has regular Python package dependencies, a regular Python build backend and when you build it with it, you get a regular Python wheel that can be installed and just works with the system Python and system dependencies.
Sure, it's crap, but it's no worse than the 1.x crap. It bundles a modified fork of the unreleased 2.x branch of botocore (now dead for 5 years, apparently) and a fork of s3transfer. It has some random meaningless dependency pins that we patch out. It has a horrible test suite that can eat tons of memory if run via xdist, but with some hackery, I've gotten it to work reasonably.
Honestly, I feel like Gentoo developers these days just don't care to even try.

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…

Making progress with my OpenSCAD shelf model.
For the artwork, I vibe-coded* a converter from PNG to voxels (1x1x1 cubes) as OpenSCAD doesn't support textures.
*it took like ~2 mins to make a little Python script with a local LLM that's running on my MacBook Pro and is powered by our solar cells.

very happy to learn about #scythe, an actively maintained fork of the #python sickle library used to harvest and parse #oai records -> check it out at

Ich möchte das nicht direkt hier teilen (substack > insta), aber der Clip ist großartig

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…

Release v3.0.0 · hynek/build-and-inspect-python-package
Security Given the increase and supply-chain attacks and advancements in tooling (for example, pinact or GitHub's Dependabot), this action will stop force-tagging minor and micro releases. This me...

from my link log —
An oral history of Bank Python.
https://calpaterson.com/bank-python.html
saved 2021-11-04 https://dotat.at/:/AWH0A.h…

An oral history of Bank Python
The strange world of Python, as used by big investment banks

I rediscovered an old archive of my wiki, which used OddMuse, a wiki engine written in Perl and developed by @… (the good old time)
So I decided to write a Python converter to bring it back to life. I’ll probably discover that 80% of the content is useless, but the remaining 20% might still be worth preserving.
The converter is crappy but it works…

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

yearning for the days of #python v2.7 when everything was stable. the days when i was focusing on my code, and not on updating stuff because the underlying language changed again, without much benefit to me.

Subject: Re: pass copy of list to function
From: "Gordon McMillan" <@hypernet.com>
To: Timo Schmitt <@mailhost.uni-koblenz.de>, python-list@cwi.nl
Date: Thu, 12 Feb 1998 09:13:59 -0500
Timo asked:
> how do i pass a copy of a list of a function?
Use the Paranoia emoticon.
list = ['blah', 'blah']
f(list[:])
This passes the "here's my desert, where's everyone elses?" slice.
- Gord…

I’ve officially reached the “Reading the docs on Python t-strings” stage of writing my own static site generator and dammit I know there are already five trillion implementations of this concept but there’s something to be said about writing just a bit of code to do just the thing you want instead of trying to use some general purpose multi-tool.
Bring back writing basic ass, single task, software you cowards.

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

Source distributions that are significantly different than the git repository shouldn't surprise anyone anymore either.
#Python #packaging

EVE Online startet die Migrierung von Python 2 auf 3. Das kommt mir etwas verfrüht vor, ist das schon stable?
#eveonline #python

#Python 3.15 Is Bigger Than You Think: 7 New Features Worth Using in 2026
https://medium.com/@captain-solaris/python-3-15-is-…

🛡️ Egress policies with TLS interception, per-domain allowances and operator egress profiles. Management tokens and command-stream tokens are strictly separated
🔄 An E2B Compatibility Wrapper lets existing #E2B Python SDK code run against SPACE

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.)

Stabilizer complexity and the Python's lunch
Abhirup Bhattacharya, Jatin Narde, Onkar Parrikar, Suprakash Paul
https://arxiv.org/abs/2608.12472 https://arxiv.org/pdf/2608.12472 https://arxiv.org/html/2608.12472
arXiv:2608.12472v1 Announce Type: new
Abstract: In this note, we study the stabilizer complexity of the reduced density matrix corresponding to one side of a partially entangled thermal (PET) state with fixed energy boundary conditions in a holographic CFT. In particular, we study Wigner negativity, an operationally meaningful magic monotone which can be interpreted as the complexity of classically simulating any quantum circuit preparation of the reduced state on the subregion. Using assumptions on the pseudorandomness of the CFT spectrum and the heavy operator insertion, we observe that the Wigner negativity of the PET state relative to the microcanonical density matrix at the given energy is given by $\exp\left[\frac{1}{8G_N}(A_{\text{out}} - A_{\text{min}})\right]$, where $A_{\text{out}}$ is the area of the outer extremal surface, while $A_{\text{min}}$ is the area of the minimal extremal surface. Thus, the stabilizer complexity of the reduced density matrix on the boundary subregion is $O(1)$ in the absence of a python's lunch, but gets exponentially enhanced in the presence of a python's lunch in the bulk geometry.
toXiv_bot_toot

Beautiful palettes based on art for R and python: #rstats #ggplot

GitHub - BlakeRMills/MetBrewer: Color palette package in R inspired by works at the Metropolitan Museum of Art in New York
Color palette package in R inspired by works at the Metropolitan Museum of Art in New York - BlakeRMills/MetBrewer

#Steady #Klimacrew
#BahnMonitor-Projekt: 7. Zufall ist nicht gleich Zufall. 🤭
Nach der Verspätungsmeldung kommt ein Wissenshäppchen. Der

Python-Projekt mit Bahn-API: 7. JSON-Wissenshäppchen: Zufall clever gemacht
So ergänzt dein Python-Bot Mastodon-Posts mit JSON-Wissenshäppchen – zufällig ausgewählt und fair rotiert.

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…

➡️ A search engine in 80 lines of Python
https://www.alexmolas.com/2024/02/05/a-search-engine-in-80-lines.html
(This is a link from my bookmark collection. A new link gets posted each night.)

There's also a #SRU library for Python, a bit less elaborate than #scythe for OAI. It's called sruthi (https://github.com/metaodi/sruthi

I don't often write #python but when I do I can apparently write python inefficient enough to start the fans spinning on my workstation for half an hour. It looks like Path's match involves a glob compile for every invocation and I have a lot of files (14k) to check against a lot of patterns (2314).

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…

🌐 Runs in the browser via npm: Pyodide executes Python in a Web Worker and WebGPU renders the scene, no render server needed. Narration is synced to animations with self.say()
🔧 pip install manimgx on macOS, Linux or Windows with Python 3.13 . GPU rendering via Metal, Direct3D 12 or Vulkan, CPU fallback through Mesa lavapipe. Fonts, typesetting and x264 encoding included

sure love living in the future https://mail.python.org/archives/list/python-announce-list@python.org/thread/LSBIEVOFVSBM3NDD5KV57QGKUUJK5XJO/

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

A few weeks ago, I had learned that same morning (Thanks to https://www.pythonmorsels.com!) that in a Python f-string, if you want to print out a variable value and it’s name, you can just do “{variable=}”, and it will automatically come out as variable=value.
That day, I *tried* using Claude to generate a…

from my link log —
Subclassing in Python, redux.
https://hynek.me/articles/python-subclassing-redux/
saved 2024-04-11 https://

Subclassing in Python Redux
The conflict between subclassing and composition is as old as object-oriented programming. The latest crop of languages like Go or Rust prove that you don’t need subclassing to successfully write code. But what’s a pragmatic approach to subclassing in Python, specifically?

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’m still completely blown away by yesterday’s BBQ for all the Berlin Python user groups – I met so many new people and had some great conversations. Many thanks also to our host, @…, for their ongoing support.: #Python #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!

Who still uses Python 2?
Apparently, the library used for checking device trees in Linux.
The code is NOT compatible with Python 3 though, due to one single type.
Hopefully this gets accepted:
https://github.com/devicetree-org/pylibfdt/pull/9

fix for Python3 by orangecms · Pull Request #9 · devicetree-org/pylibfdt
Contribute to devicetree-org/pylibfdt development by creating an account on GitHub.

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://…

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…

🐍 Python 3.11 , MIT licensed, installs via uv or pipx. Runs natively on Windows with optional DPAPI master-key wrapping
#credentials

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

On my way to Cologne for the next workshop on test-driven development with Python.
#TDD #Python #Testing

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…

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:

GitHub - hynek/svcs-pyramid: Pyramid integration for the svcs Python service locator
Pyramid integration for the svcs Python service locator - hynek/svcs-pyramid

So I'm just YOLOing it now.
New packages to be INSTALLED:
py312-packaging: 26.3 [FreeBSD-ports]
python312: 3.12.14_1 [FreeBSD-ports] (vulnerable!)
I don't know why this old Python stuff is there... I'd be happy to have the latest.
I haven't figured this out in many years of using FreeBSD.
Guess I need to manually switch?
No idea where to read up on this, search gets me nothing helpful.

from my link log —
The Go language for data science.
https://github.com/qiniu/goplus
saved 2020-06-19 https://dotat.at/:/F528G.html

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…

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…

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://

Breaking up (lines) is hard to do
Here’s a seemingly simple question: given a chunk of multi-line text, how do you split it and return an array …

A Java Geek weekly 155
Writing an agent skill. Why we built Pion. What are Open Weights? Smetana. On learning programming in an age of LLMs. Shopify Drops React Native for Swift and Kotlin. DNS-AID will make AI agents easier to discover. HarnessTax: How Much Does the Harness Matter for Coding Agents? Cloudflare Introduces the Agent Development Lifecycle to Replace Traditional SDLC. Unit tests mark territory more than squash bugs. Python 3.

Remember `build-details.json` (PEP 739)? The file added to #CPython to support cross-compiling extensions?
Well, turns out it gets generated incorrectly when cross-compiling CPython itself 🤦. Let's see if I can fix that…
#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:

Release 26.1.0 · hynek/environ-config
Highlights Mostly packaging, small bugs, and docs updates. Only heads-up is that the created classes are now using attrs's NG-style ones with subtly different defaults. Full changelog below! Specia...

from my link log —
Fast IPv4 to hostname lookups: PostgreSQL vs ClickHouse.
https://tech.marksblogg.com/fast-ip-to-hostname-clickhouse-postgresql.html
saved 2020-01-09

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…

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…

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

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.

strong “we got the real dirt” energy in this subthread
https://www.reddit.com/r/Python/s/HJskolcojc