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

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

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

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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

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

PS: appreciate a like/share for reach!

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

In case anyone's wondering, I will 💯 continue my work on FastAPI/Typer, too. In fact, there's a few exciting refactors in the pipeline, so stay tuned for those 😎

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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!

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Sofie Van Landeghem @oxykodit.bsky.social · 17/06/2026

Unfortunately no, people never cared and never will care, it's always been like this, long before LLMs. Sad.

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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 🤓

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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.

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Sofie Van Landeghem @oxykodit.bsky.social · 03/06/2026

I'm sorry, but just "no". Put your own safety belt on first. Take that break if you need it, no matter what. If you're hit by a buss tomorrow, they will figure it out, too. Prioritize your health ruthlessly.

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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. 😎

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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.

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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.

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Sofie Van Landeghem @oxykodit.bsky.social · 13/05/2026

I know right, but where to go to? 😞

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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 🧵

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Sofie Van Landeghem @oxykodit.bsky.social · 13/05/2026

Sad to see these LLM responses now on Bluesky, too.

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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

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Sofie Van Landeghem @oxykodit.bsky.social · 23/04/2026

But there should still be an option to get them. Over at FastAPI, we have a bot labelling merge conflicts and leaving a comment, and I find those super useful as a maintainer. Eg when I approved a PR but it acquired a merge conflict, I can go and solve it so it's still in a good state to merge.

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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

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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.

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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.

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

PPS: you might be wondering what happened to February. How perceptive of you! Well, I've delegated the February update to Future Sofie and hope she'll be less busy then Present Sofie. I'm also hoping my dear readers will forgive me the slight lapse in chronology 😇

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

PS: let me know if there are specific topics you'd like me to write (more) about!

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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

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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...

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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.

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Sofie Van Landeghem @oxykodit.bsky.social · 18/03/2026

It helps the student think critically about LLM output?

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Sofie Van Landeghem @oxykodit.bsky.social · 14/03/2026

Will Agent OxyKodit manage to lower the val_bpb significantly, and set a new master record? Will there actually be a Monthly February update as well? Subscribe to find out 😅

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Sofie Van Landeghem @oxykodit.bsky.social · 14/03/2026

The last post being a fun Saturday activity toying with a swarm variant of Andrej Karpathy's autoresearch repo published last week.

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Sofie Van Landeghem @oxykodit.bsky.social · 14/03/2026

Posts so far include: - Monthly January 2026 update (Typer reference docs, uv, nanochat progress) - How to get the most out of your Open-Source contributions? - Deploying an agent swarm to improve LLM training code

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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

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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

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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.

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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 ⌨️

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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! 🙏

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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.

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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 ...

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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.

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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

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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 🙇

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