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TOSTracker – The AI Training Asymmetry

https://tostracker.app/analysis/ai-training
1•tldrthelaw•1m ago•0 comments

The Devil Inside GitHub

https://blog.melashri.net/micro/github-devil/
1•elashri•1m ago•0 comments

Show HN: Distill – Migrate LLM agents from expensive to cheap models

https://github.com/ricardomoratomateos/distill
1•ricardomorato•1m ago•0 comments

Show HN: Sigma Runtime – Maintaining 100% Fact Integrity over 120 LLM Cycles

https://github.com/sigmastratum/documentation/tree/main/sigma-runtime/SR-053
1•teugent•2m ago•0 comments

Make a local open-source AI chatbot with access to Fedora documentation

https://fedoramagazine.org/how-to-make-a-local-open-source-ai-chatbot-who-has-access-to-fedora-do...
1•jadedtuna•3m ago•0 comments

Introduce the Vouch/Denouncement Contribution Model by Mitchellh

https://github.com/ghostty-org/ghostty/pull/10559
1•samtrack2019•4m ago•0 comments

Software Factories and the Agentic Moment

https://factory.strongdm.ai/
1•mellosouls•4m ago•1 comments

The Neuroscience Behind Nutrition for Developers and Founders

https://comuniq.xyz/post?t=797
1•01-_-•4m ago•0 comments

Bang bang he murdered math {the musical } (2024)

https://taylor.town/bang-bang
1•surprisetalk•4m ago•0 comments

A Night Without the Nerds – Claude Opus 4.6, Field-Tested

https://konfuzio.com/en/a-night-without-the-nerds-claude-opus-4-6-in-the-field-test/
1•konfuzio•6m ago•0 comments

Could ionospheric disturbances influence earthquakes?

https://www.kyoto-u.ac.jp/en/research-news/2026-02-06-0
1•geox•8m ago•0 comments

SpaceX's next astronaut launch for NASA is officially on for Feb. 11 as FAA clea

https://www.space.com/space-exploration/launches-spacecraft/spacexs-next-astronaut-launch-for-nas...
1•bookmtn•9m ago•0 comments

Show HN: One-click AI employee with its own cloud desktop

https://cloudbot-ai.com
1•fainir•12m ago•0 comments

Show HN: Poddley – Search podcasts by who's speaking

https://poddley.com
1•onesandofgrain•12m ago•0 comments

Same Surface, Different Weight

https://www.robpanico.com/articles/display/?entry_short=same-surface-different-weight
1•retrocog•15m ago•0 comments

The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
2•Brajeshwar•19m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
3•Brajeshwar•19m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
2•Brajeshwar•19m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•22m ago•1 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
2•righthand•25m ago•1 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•27m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•27m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
3•vinhnx•28m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•32m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•37m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•41m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•42m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•43m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
5•okaywriting•50m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•53m ago•0 comments
Open in hackernews

Ty – A fast Python type checker, written in Rust

https://docs.astral.sh/ty/
77•dvrp•2mo ago

Comments

code_biologist•2mo ago
The tagline: An extremely fast Python type checker, written in Rust.

@dang or another mod, can you add that to the title? Thanks!

serjester•2mo ago
I'm not sure if they're gearing up for an announcement, but about 9 days ago they dropped the preview warning from their README. I'm assuming they're still working through final housekeeping items before formally announcing it.

[1] https://github.com/astral-sh/ty/commit/7a6b79d37e165f2e73189...

alfalfasprout•2mo ago
I mean, it's been announced already. Caveat: It's still very far from being competitive with SOTA type checkers like basedpyright.

Still, it's great that this is being worked on and I expect in a year or two ty should be comprehensive enough to migrate over to.

dkdcio•2mo ago
previous discussion: https://news.ycombinator.com/item?id=43918484

my understanding is no real news on Ty since then? is Astral announcing it as production ready?

simonw•2mo ago
Charlie Marsh tweeted 7 hours ago "ty is coming" - https://x.com/charliermarsh/status/1995153742040330467

Then "Release post will cover all of this" in reply to a question asking for a detailed comparison to alternatives: https://x.com/charliermarsh/status/1995163183808643466

tomhow•2mo ago
Given that there is no release post yet, I think it's best to bury this submission as a dupe. When the release post is published, that will count as "significant new information", which is a valid trigger for a new discussion on HN.
grim_io•2mo ago
Facebook's pyrefly might be the one part that could break up astral's total python ecosystem dominance, and that is probably a good thing.

I'm saying that as a massive uv and ruff fan.

kissgyorgy•2mo ago
Why is that a good thing?
grim_io•2mo ago
I don't think that the whole ecosystem should be dominated by a single VC backed startup.

I want my tools to be interchangeable and to play well with other choices.

Having multiple big players helps with that.

kissgyorgy•2mo ago
Maybe I'm wrong on this, but I rather have 1 tool everyone else is using. Cargo in Rust ecosystem works really well, everyone loves it.
grim_io•2mo ago
Imagine if Cargo was not first-party, but a third-party tool belonging to a vc startup with zero revenue.

Then that startup makes rustup, rustfmt and rust-analyzer. Great, but I would be more comfortable with the ecosystem if at least the rust-analyzer and rustfmt parts had competitive alternatives.

alfalfasprout•2mo ago
I would hesitate to call it total dominance. There's a lot of good competition arising in this space. If you haven't already, check out pixi for example. And yeah, pyrefly is fantastic.

Competition is good in this case.

tomhow•2mo ago
Buried as a dupe for now, until a release post is published. See https://news.ycombinator.com/item?id=46101669 for more.

Previous discussion:

Ty: A fast Python type checker and language server - https://news.ycombinator.com/item?id=43918484 - May 2025 (287 comments)

bbor•2mo ago
Over the past few months, I've switched a few decently-sized python codebases from MyPy (which I used for years) to PyreFly (because the MyPy LSP ecosystem is somewhere between crumbling and deprecated at this point), and finally to Ty after it left beta this week. I'm now running a fully Astral-ized (rust-ized!) setup:

1. packaging with uv (instead of pip or poetry),

2. type checking with ty (instead of the default MyPy or Meta's Pyrefly),

3. linting with ruff (instead of Jedi),

4. building with uv build (instead of the default setuptools or poetry build),

5. and publishing with uv publish (instead of the default twine)

...and I'm just here to just say that I highly recommend it!

Obviously obsessing over type checking libraries can quickly become bikeshedding for the typical project, but I think the cohesive setup ends up adding a surprising amount of value. That goes double if you're running containers.[1]

TBH I see Astral and Pydantic as a league of their own in terms of advancing Python, for one simple reason: I can trust them to almost always make opiniated decisions that I agree with. The FastApi/SQLModel guy is close, but there's still some headscratchers -- not the case with the former two. Whether it's docs, source code, or the actual interfaces, I feel like I'm in good hands.

TL;DR: This newly-minted fanboy recommends you try out ty w/ uv & ruff!

[1]https://docs.astral.sh/uv/guides/integration/docker/#availab...

cr125rider•2mo ago
How long until these guys make a great transpiler to Rust?

I’m half kidding.