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We Mourn Our Craft

https://nolanlawson.com/2026/02/07/we-mourn-our-craft/
63•ColinWright•57m ago•27 comments

Speed up responses with fast mode

https://code.claude.com/docs/en/fast-mode
18•surprisetalk•1h ago•15 comments

U.S. Jobs Disappear at Fastest January Pace Since Great Recession

https://www.forbes.com/sites/mikestunson/2026/02/05/us-jobs-disappear-at-fastest-january-pace-sin...
96•alephnerd•1h ago•43 comments

Hoot: Scheme on WebAssembly

https://www.spritely.institute/hoot/
120•AlexeyBrin•7h ago•22 comments

OpenCiv3: Open-source, cross-platform reimagining of Civilization III

https://openciv3.org/
822•klaussilveira•21h ago•248 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
55•vinhnx•4h ago•7 comments

Al Lowe on model trains, funny deaths and working with Disney

https://spillhistorie.no/2026/02/06/interview-with-sierra-veteran-al-lowe/
53•thelok•3h ago•6 comments

The AI boom is causing shortages everywhere else

https://www.washingtonpost.com/technology/2026/02/07/ai-spending-economy-shortages/
102•1vuio0pswjnm7•8h ago•117 comments

The Waymo World Model

https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simula...
1057•xnx•1d ago•608 comments

Reinforcement Learning from Human Feedback

https://rlhfbook.com/
75•onurkanbkrc•6h ago•5 comments

Start all of your commands with a comma (2009)

https://rhodesmill.org/brandon/2009/commands-with-comma/
476•theblazehen•2d ago•175 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
202•jesperordrup•11h ago•69 comments

France's homegrown open source online office suite

https://github.com/suitenumerique
545•nar001•5h ago•252 comments

Coding agents have replaced every framework I used

https://blog.alaindichiappari.dev/p/software-engineering-is-back
213•alainrk•6h ago•331 comments

Selection Rather Than Prediction

https://voratiq.com/blog/selection-rather-than-prediction/
8•languid-photic•3d ago•1 comments

A Fresh Look at IBM 3270 Information Display System

https://www.rs-online.com/designspark/a-fresh-look-at-ibm-3270-information-display-system
34•rbanffy•4d ago•7 comments

72M Points of Interest

https://tech.marksblogg.com/overture-places-pois.html
27•marklit•5d ago•2 comments

Unseen Footage of Atari Battlezone Arcade Cabinet Production

https://arcadeblogger.com/2026/02/02/unseen-footage-of-atari-battlezone-cabinet-production/
113•videotopia•4d ago•30 comments

Where did all the starships go?

https://www.datawrapper.de/blog/science-fiction-decline
73•speckx•4d ago•74 comments

Software factories and the agentic moment

https://factory.strongdm.ai/
68•mellosouls•4h ago•73 comments

Show HN: Look Ma, No Linux: Shell, App Installer, Vi, Cc on ESP32-S3 / BreezyBox

https://github.com/valdanylchuk/breezydemo
273•isitcontent•21h ago•37 comments

Learning from context is harder than we thought

https://hy.tencent.com/research/100025?langVersion=en
199•limoce•4d ago•111 comments

Monty: A minimal, secure Python interpreter written in Rust for use by AI

https://github.com/pydantic/monty
285•dmpetrov•22h ago•153 comments

Show HN: Kappal – CLI to Run Docker Compose YML on Kubernetes for Local Dev

https://github.com/sandys/kappal
21•sandGorgon•2d ago•11 comments

Making geo joins faster with H3 indexes

https://floedb.ai/blog/how-we-made-geo-joins-400-faster-with-h3-indexes
155•matheusalmeida•2d ago•48 comments

Hackers (1995) Animated Experience

https://hackers-1995.vercel.app/
555•todsacerdoti•1d ago•268 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
424•ostacke•1d ago•110 comments

Ga68, a GNU Algol 68 Compiler

https://fosdem.org/2026/schedule/event/PEXRTN-ga68-intro/
42•matt_d•4d ago•18 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
472•lstoll•1d ago•312 comments

Show HN: If you lose your memory, how to regain access to your computer?

https://eljojo.github.io/rememory/
348•eljojo•1d ago•215 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.