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The Janitor on Mars

https://www.newyorker.com/magazine/1998/10/26/the-janitor-on-mars
1•evo_9•1m ago•0 comments

Bringing Polars to .NET

https://github.com/ErrorLSC/Polars.NET
2•CurtHagenlocher•3m ago•0 comments

Adventures in Guix Packaging

https://nemin.hu/guix-packaging.html
1•todsacerdoti•4m ago•0 comments

Show HN: We had 20 Claude terminals open, so we built Orcha

1•buildingwdavid•4m ago•0 comments

Your Best Thinking Is Wasted on the Wrong Decisions

https://www.iankduncan.com/engineering/2026-02-07-your-best-thinking-is-wasted-on-the-wrong-decis...
1•iand675•4m ago•0 comments

Warcraftcn/UI – UI component library inspired by classic Warcraft III aesthetics

https://www.warcraftcn.com/
1•vyrotek•5m ago•0 comments

Trump Vodka Becomes Available for Pre-Orders

https://www.forbes.com/sites/kirkogunrinde/2025/12/01/trump-vodka-becomes-available-for-pre-order...
1•stopbulying•7m ago•0 comments

Velocity of Money

https://en.wikipedia.org/wiki/Velocity_of_money
1•gurjeet•9m ago•0 comments

Stop building automations. Start running your business

https://www.fluxtopus.com/automate-your-business
1•valboa•14m ago•1 comments

You can't QA your way to the frontier

https://www.scorecard.io/blog/you-cant-qa-your-way-to-the-frontier
1•gk1•15m ago•0 comments

Show HN: PalettePoint – AI color palette generator from text or images

https://palettepoint.com
1•latentio•15m ago•0 comments

Robust and Interactable World Models in Computer Vision [video]

https://www.youtube.com/watch?v=9B4kkaGOozA
2•Anon84•19m ago•0 comments

Nestlé couldn't crack Japan's coffee market.Then they hired a child psychologist

https://twitter.com/BigBrainMkting/status/2019792335509541220
1•rmason•21m ago•0 comments

Notes for February 2-7

https://taoofmac.com/space/notes/2026/02/07/2000
2•rcarmo•22m ago•0 comments

Study confirms experience beats youthful enthusiasm

https://www.theregister.com/2026/02/07/boomers_vs_zoomers_workplace/
2•Willingham•29m ago•0 comments

The Big Hunger by Walter J Miller, Jr. (1952)

https://lauriepenny.substack.com/p/the-big-hunger
2•shervinafshar•30m ago•0 comments

The Genus Amanita

https://www.mushroomexpert.com/amanita.html
1•rolph•35m ago•0 comments

We have broken SHA-1 in practice

https://shattered.io/
9•mooreds•36m ago•2 comments

Ask HN: Was my first management job bad, or is this what management is like?

1•Buttons840•37m ago•0 comments

Ask HN: How to Reduce Time Spent Crimping?

2•pinkmuffinere•38m ago•0 comments

KV Cache Transform Coding for Compact Storage in LLM Inference

https://arxiv.org/abs/2511.01815
1•walterbell•43m ago•0 comments

A quantitative, multimodal wearable bioelectronic device for stress assessment

https://www.nature.com/articles/s41467-025-67747-9
1•PaulHoule•45m ago•0 comments

Why Big Tech Is Throwing Cash into India in Quest for AI Supremacy

https://www.wsj.com/world/india/why-big-tech-is-throwing-cash-into-india-in-quest-for-ai-supremac...
2•saikatsg•45m ago•0 comments

How to shoot yourself in the foot – 2026 edition

https://github.com/aweussom/HowToShootYourselfInTheFoot
2•aweussom•45m ago•0 comments

Eight More Months of Agents

https://crawshaw.io/blog/eight-more-months-of-agents
4•archb•47m ago•0 comments

From Human Thought to Machine Coordination

https://www.psychologytoday.com/us/blog/the-digital-self/202602/from-human-thought-to-machine-coo...
1•walterbell•47m ago•0 comments

The new X API pricing must be a joke

https://developer.x.com/
1•danver0•48m ago•0 comments

Show HN: RMA Dashboard fast SAST results for monorepos (SARIF and triage)

https://rma-dashboard.bukhari-kibuka7.workers.dev/
1•bumahkib7•49m ago•0 comments

Show HN: Source code graphRAG for Java/Kotlin development based on jQAssistant

https://github.com/2015xli/jqassistant-graph-rag
1•artigent•54m ago•0 comments

Python Only Has One Real Competitor

https://mccue.dev/pages/2-6-26-python-competitor
4•dragandj•55m 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.