iiinova — where your digital self keeps evolving

Sofie Van Landeghem @oxykodit.bsky.social · 09/09/2026

Long-context models are coming to our phones and laptops. Sevren (the new kid on the European block) ported FlashPrefill V2 to MLX, bringing block-sparse attention to Apple silicon giving a 1.78X speedup on 32K tokens. OS code: github.com/sevren-ai/Fl... Blog post: sevren.ai/blog/flashpr...

github.com

GitHub - sevren-ai/FlashPrefillv2-MLX: FlashPrefill V2 block-sparse long-context prefill attention for MLX on Apple silicon.

FlashPrefill V2 block-sparse long-context prefill attention for MLX on Apple silicon. - sevren-ai/FlashPrefillv2-MLX

020

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 15/07/2026

Come to @fastapi.tiangolo.com Conf, it will be awesome, in person 🙋‍♂️ And there are tickets now 🎟️

141

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 25/06/2026

FastAPI, Typer, SQLModel, Asyncer All bundle their own Agent Library Skills ✨ Let your agents (Codex, Claude, Cursor, etc) help you write good code and avoid gotchas 🤓 New SQLModel and Asyncer just released with their own library skills 🔖 library-skills.io

094

Sofie Van Landeghem @oxykodit.bsky.social · 23/06/2026

Looking for a software engineer to help maintain your OS repo? I currently have availability for a part-time open-source engagement. Preferably, focused on data, evaluations, NLP/ML/LLM. I work as a consultant through my company OxyKodit. DM me if you'd like to explore working together!

2125

Reposted by Sofie Van Landeghem

FastAPI @fastapi.tiangolo.com · 14/06/2026

FastAPI 0.137.0: a big internal refactor for routers 🏗️ You are probably not affected, unless you are iterating on the internal router.routes, then check the docs 📝 If you use any third-party package that modifies FastAPI's internals and it stops working, let them know 🤓

181

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 03/06/2026

Several Typer bug fix releases in a row in the past few days 🐛 @oxykodit.bsky.social caught a few edge case bugs after the Click vendoring 🙌 @patrick.wtf caught another one happening since before that 🙌 typer.tiangolo.com

typer.tiangolo.com

Typer

Typer, build great CLIs. Easy to code. Based on Python type hints.

071

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 27/05/2026

Another small quick bug-fix release, 0.26.2 🐛 @oxykodit.bsky.social is keeping the guard. Checking, triaging and fixing everything that comes, right on the door. 😎

021

Reposted by Sofie Van Landeghem

FastAPI @fastapi.tiangolo.com · 26/05/2026

Your FastAPI is safe 🔒 Today, FastAPI was incorrectly flagged as malicious by automated tooling from a large company, among several other packages. FastAPI was not compromised. It was a false positive. We were not contacted before publication. This should not happen to OSS.

1218

Reposted by Sofie Van Landeghem

FastAPI @fastapi.tiangolo.com · 21/05/2026

After a thorough ranking of moustaches, it is decided: @tiangolo.com will give the opening keynote at FastAPI Conf 🤓 (the fact that he created FastAPI and is writting here in third person has nothing to do with it) Join the waiting list 🫰🏼 fastapiconf.com

fastapiconf.com

FastAPI Conf 2026 — Amsterdam

The premier conference for FastAPI developers. October 28, 2026 — Amsterdam.

091

Reposted by Sofie Van Landeghem

James @43081j.com · 12/05/2026

most of these github actions driven breaches are because of pull_request_target. here's some tips of what to look for when reviewing your own workflows. worth noting - it is safe, and necessary, when used correctly 🧵

410922

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 01/05/2026

Typer 0.25.1 comes with its own Library Skills for AI coding agents bundled ✨ Very cool things coming to Typer, your agent should know how to use them 🍰 Thanks @oxykodit.bsky.social ! 🙌 github.com/fastapi/typer

0121

Reposted by Sofie Van Landeghem

kat cosgrove @kat.lol · 22/04/2026

GitHub appears to have opted anyone using the CLI into sending telemetry they will use to inform product decisions. This is sneaky and should have been an opt-in decision, not opt-out. Disable it with `gh config set telemetry disabled`. cli.github.com/telemetry

cli.github.com

Telemetry

Take GitHub to the command line

913573

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 22/04/2026

Here's Typer 0.24.2 with a small bug fix, thanks @oxykodit.bsky.social ! 🙌 typer.tiangolo.com

typer.tiangolo.com

Typer

Typer, build great CLIs. Easy to code. Based on Python type hints.

072

Reposted by Sofie Van Landeghem

Dominik 🔮 @tkdodo.eu · 08/04/2026

Since I go through my github notifications on a FIFO basis, but I only keep the latest email per issue, whenever someone posts “any updates?” it moves that issue right to the bottom of the queue and I think that’s kinda poetic.

2603

Sofie Van Landeghem @oxykodit.bsky.social · 07/04/2026

March 2026 update of The Diff & The Merge, my substack about OS maintenance. oxykodit.substack.com/p/march-2026... - free-threaded Python in FastAPI - ty as type checker - triaging nanochat PRs - nanochat's little brother "autoresearch" - publishing LLM-readable skills files

oxykodit.substack.com

March 2026 update

Free-threaded Python support for FastAPI, the ty type checker, analysing loss curves, autoresearch and LLM-readable documentation in skills.md

232

Reposted by Sofie Van Landeghem

Laura Bailey @linguistlaura.bsky.social · 05/04/2026

Hey if you need something to do over this long weekend, have a go at my PhD student Anna-Merete’s survey. It’s sentences to rate, you just need to have any English variety as your first language, and it’ll take you 10–15 minutes. #linguistics docs.google.com/forms/d/e/1F...

docs.google.com

Can You Say That?

The aim of this project is to investigate the (im)possibilities of sentence structure in English and Danish, and the differences between the two languages. By contributing, you help further our unders...

33835

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 03/04/2026

All my Python projects are now using ty for type checks 🎉 @fastapi.tiangolo.com, Typer, SQLModel, Asyncer, etc. Thank you @oxykodit.bsky.social 🙌 ty is great, try it docs.astral.sh/ty/

docs.astral.sh

ty is an extremely fast Python type checker.

1234

Reposted by Sofie Van Landeghem

FastAPI @fastapi.tiangolo.com · 26/02/2026

Here's a big one! 🎉 Official FastAPI extension for @vscode.dev 🎁 🗺️ Path operations explorer 🔎 ...and search ✅ From tests: go to definition 🎁 And more! marketplace.visualstudio.com/items?itemNa... GitHub: github.com/fastapi/fast... Thank you @savannah.dev 🙌

marketplace.visualstudio.com

FastAPI Extension - Visual Studio Marketplace

Extension for Visual Studio Code - VS Code extension for FastAPI development

031

Reposted by Sofie Van Landeghem

gabby @fullmoon.id · 07/02/2026

Somewhere along the line **someone** has to do the uncomfortable work of understanding what the hell is going on with the code and project (and keeping that understanding current in the face of ongoing changes to the project) Vibe coding is trading that understanding for short-term gains

116026

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 10/02/2026

Here's Typer 0.21.2 🎁 The highlight, @oxykodit.bsky.social added the official reference docs: typer.tiangolo.com/reference/ And updated the guide to build a Typer package to now use uv: typer.tiangolo.com/tutorial/pac...

typer.tiangolo.com

Reference - Typer

Typer, build great CLIs. Easy to code. Based on Python type hints.

021

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 05/02/2026

Only 1 more day to fill the Typer developer survey! ⌨️ The results will guide future features and (breaking) changes. 🔥 forms.gle/XEH3NL2wqpFP...

forms.gle

Typer developer survey

Help us understand how Typer is used, what is needed, and help guide its decisions ⌨️

021

Sofie Van Landeghem @oxykodit.bsky.social · 03/02/2026

If you're using Typer, please fill in this survey to help us drive future developments in line with what the community needs! 🙏

010

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 01/02/2026

Here's SQLModel 0.0.32, fix support for Annotated fields with @pydantic.dev 2.12+ 🐛 Thanks @vimota.bsky.social ! 🙌 And thanks @patrick.wtf , @oxykodit.bsky.social , and YuriiMotov for the work and help. 🍰 sqlmodel.tiangolo.com

sqlmodel.tiangolo.com

SQLModel

SQLModel, SQL databases in Python, designed for simplicity, compatibility, and robustness.

051

Sofie Van Landeghem @oxykodit.bsky.social · 09/01/2026

This "Automated Contributions Policy" from scikit-learn is really good and on point: scikit-learn.org/dev/develope... Please, whatever OS repo you intend to contribute to, read this first 🙏

scikit-learn.org

Contributing

This project is a community effort, shaped by a large number of contributors from across the world. For more information on the history and people behind scikit-learn see About us. It is hosted on ...

030

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 29/12/2025

I just migrated the docs for Asyncer from Material for MkDocs to @zensical.org ✨ I was expecting a challenge, I was disappointed, it was too easy. 😂 Install and run, that's it. All the configs unchanged, even the CLI preserves the exact same commands. ☕️ asyncer.tiangolo.com

asyncer.tiangolo.com

Index - Asyncer

Asyncer, async and await, focused on developer experience.

1152

Reposted by Sofie Van Landeghem

FastAPI @fastapi.tiangolo.com · 20/10/2025

Quick fix release, 0.119.1 🍫 This fixes compatibility (warnings) with @pydantic.dev 2.12.1 on Python 3.14 🐍 Nothing changed for the final users, but still a lot of work underneath to get it done. 😅 Thanks @oxykodit.bsky.social! 🙌 github.com/fastapi/fast...

github.com

GitHub - fastapi/fastapi: FastAPI framework, high performance, easy to learn, fast to code, ready for production

FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/fastapi

042

Reposted by Sofie Van Landeghem

FastAPI @fastapi.tiangolo.com · 10/10/2025

Who's hungry? There's pi 🥧 FastAPI 0.118.3 has official support for Python 3.14 🎉 Big thanks to @oxykodit.bsky.social for a long debugging and preparation process! 🙌 And shoutout to @1st1.dev and Fantix from @geldata.com for the new httptools with support for 3.14 🙇

071

Reposted by Sofie Van Landeghem

FastAPI @fastapi.tiangolo.com · 08/10/2025

Here's FastAPI 0.118.1, with compatibility for the latest @pydantic.dev. 🚀 This one had the combined effort of the community, the @pydantic.dev team, and the @fastapi.tiangolo.com team, all together. 🙌 github.com/fastapi/fast...

github.com

GitHub - fastapi/fastapi: FastAPI framework, high performance, easy to learn, fast to code, ready for production

FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/fastapi

0167

Reposted by Sofie Van Landeghem

Savannah Ostrowski @savannah.dev · 07/10/2025

The stable release of Python 3.14 is out now! Go, go, go update! 🙌 discuss.python.org/t/python-3-1...

47426

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 01/10/2025

New Asyncer release, 0.0.9 🔖 This is the tool you would use to easily mix async and blocking code 🔄 @oxykodit.bsky.social just fixed support for the latest AnyIO, used underneath 🚀 github.com/fastapi/asyn...

github.com

GitHub - fastapi/asyncer: Asyncer, async and await, focused on developer experience.

Asyncer, async and await, focused on developer experience. - fastapi/asyncer

071

Reposted by Sofie Van Landeghem

Sebastián Ramírez @tiangolo.com · 19/09/2025

Quick Typer release 0.18.0 (and 0.17.5) with compatibility for the latest Click just released 🐛 Thank you @oxykodit.bsky.social for the fast discovery, analysis, and fix! 🙌 github.com/fastapi/typer

github.com

GitHub - fastapi/typer: Typer, build great CLIs. Easy to code. Based on Python type hints.

Typer, build great CLIs. Easy to code. Based on Python type hints. - fastapi/typer

092

Sofie Van Landeghem @oxykodit.bsky.social · 01/09/2025

I've always wanted this, a Github action that flags PRs that received a merge conflict due to a recent merge into master/main. Yay! More merge conflicts to resolve! Fun times ahead!

100

Reposted by Sofie Van Landeghem

Yuan Tang @terrytangyuan.xyz · 31/08/2025

𝗦𝘂𝘀𝘁𝗮𝗶𝗻𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗶𝗻 𝗼𝗽𝗲𝗻 𝘀𝗼𝘂𝗿𝗰𝗲 𝗶𝘀𝗻'𝘁 𝗮𝗯𝗼𝘂𝘁 𝗰𝗼𝗱𝗲. 𝗜𝘁'𝘀 𝗮𝗯𝗼𝘂𝘁 𝗰𝗮𝗿𝗲. Open source projects don’t fail because of bad technology. They fail because contributors burn out, communities fracture, or energy fades. Technical debt matters.

1255

Reposted by Sofie Van Landeghem

Tom Aarsen @tomaarsen.com · 18/08/2025

One of the most underrated players in AI models, IBM, released 2 new extremely efficient embedding models: granite-embedding-english-r2 & granite-embedding-small-english-r2, commercially viable. Details in 🧵:

1101

Reposted by Sofie Van Landeghem

Ai2 @ai2.bsky.social · 30/06/2025

How can we better understand how models make predictions and which components of a training dataset are shaping their behaviors? In April we introduced OLMoTrace, a feature that lets you trace the outputs of language models back to their full training data in real time. 🧵

194

Sofie Van Landeghem @oxykodit.bsky.social · 27/06/2025

ChatGPT telling me it's giving me a **curated** list is giving me the creeps.

030

Reposted by Sofie Van Landeghem

FastAPI @fastapi.tiangolo.com · 26/06/2025

Here's FastAPI 0.115.14 🚀 @patrick.wtf fixed support for unions of @pydantic.dev models in Form data. 🐛🎉 (This will make it easier to implement single sign-on 😉) github.com/fastapi/fast...

github.com

GitHub - fastapi/fastapi: FastAPI framework, high performance, easy to learn, fast to code, ready for production

FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/fastapi

0165

Reposted by Sofie Van Landeghem

FastAPI @fastapi.tiangolo.com · 17/06/2025

Here's FastAPI 0.115.13 with a bunch of bug fixes and tweaks 🎁 Special thanks to Yurii for all the work handling discussions and PRs! 🙌 github.com/fastapi/fast...

github.com

GitHub - fastapi/fastapi: FastAPI framework, high performance, easy to learn, fast to code, ready for production

FastAPI framework, high performance, easy to learn, fast to code, ready for production - fastapi/fastapi

052