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Start all of your commands with a comma

https://rhodesmill.org/brandon/2009/commands-with-comma/
101•theblazehen•2d ago•22 comments

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

https://openciv3.org/
654•klaussilveira•13h ago•189 comments

The Waymo World Model

https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simula...
944•xnx•19h ago•549 comments

How we made geo joins 400× faster with H3 indexes

https://floedb.ai/blog/how-we-made-geo-joins-400-faster-with-h3-indexes
119•matheusalmeida•2d ago•29 comments

What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
38•helloplanets•4d ago•38 comments

Unseen Footage of Atari Battlezone Arcade Cabinet Production

https://arcadeblogger.com/2026/02/02/unseen-footage-of-atari-battlezone-cabinet-production/
48•videotopia•4d ago•1 comments

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

https://github.com/valdanylchuk/breezydemo
228•isitcontent•14h ago•25 comments

Jeffrey Snover: "Welcome to the Room"

https://www.jsnover.com/blog/2026/02/01/welcome-to-the-room/
14•kaonwarb•3d ago•17 comments

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

https://github.com/pydantic/monty
219•dmpetrov•14h ago•113 comments

Show HN: I spent 4 years building a UI design tool with only the features I use

https://vecti.com
328•vecti•16h ago•143 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
378•ostacke•19h ago•94 comments

Hackers (1995) Animated Experience

https://hackers-1995.vercel.app/
487•todsacerdoti•21h ago•241 comments

Microsoft open-sources LiteBox, a security-focused library OS

https://github.com/microsoft/litebox
359•aktau•20h ago•181 comments

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

https://eljojo.github.io/rememory/
286•eljojo•16h ago•167 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
409•lstoll•20h ago•276 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
21•jesperordrup•4h ago•12 comments

Dark Alley Mathematics

https://blog.szczepan.org/blog/three-points/
87•quibono•4d ago•21 comments

PC Floppy Copy Protection: Vault Prolok

https://martypc.blogspot.com/2024/09/pc-floppy-copy-protection-vault-prolok.html
59•kmm•5d ago•4 comments

Where did all the starships go?

https://www.datawrapper.de/blog/science-fiction-decline
4•speckx•3d ago•2 comments

Delimited Continuations vs. Lwt for Threads

https://mirageos.org/blog/delimcc-vs-lwt
31•romes•4d ago•3 comments

How to effectively write quality code with AI

https://heidenstedt.org/posts/2026/how-to-effectively-write-quality-code-with-ai/
251•i5heu•16h ago•194 comments

Was Benoit Mandelbrot a hedgehog or a fox?

https://arxiv.org/abs/2602.01122
15•bikenaga•3d ago•3 comments

Introducing the Developer Knowledge API and MCP Server

https://developers.googleblog.com/introducing-the-developer-knowledge-api-and-mcp-server/
56•gfortaine•11h ago•23 comments

I now assume that all ads on Apple news are scams

https://kirkville.com/i-now-assume-that-all-ads-on-apple-news-are-scams/
1062•cdrnsf•23h ago•444 comments

Why I Joined OpenAI

https://www.brendangregg.com/blog/2026-02-07/why-i-joined-openai.html
144•SerCe•9h ago•133 comments

Learning from context is harder than we thought

https://hy.tencent.com/research/100025?langVersion=en
180•limoce•3d ago•97 comments

Understanding Neural Network, Visually

https://visualrambling.space/neural-network/
287•surprisetalk•3d ago•41 comments

I spent 5 years in DevOps – Solutions engineering gave me what I was missing

https://infisical.com/blog/devops-to-solutions-engineering
147•vmatsiiako•18h ago•67 comments

Show HN: R3forth, a ColorForth-inspired language with a tiny VM

https://github.com/phreda4/r3
72•phreda4•13h ago•14 comments

Female Asian Elephant Calf Born at the Smithsonian National Zoo

https://www.si.edu/newsdesk/releases/female-asian-elephant-calf-born-smithsonians-national-zoo-an...
29•gmays•9h ago•12 comments
Open in hackernews

Baby's first type checker

https://austinhenley.com/blog/babytypechecker.html
78•alexmolas•5mo ago

Comments

ashwinsundar•5mo ago
Very much looking forward to spending some time implementing this alongside the article. I really enjoyed your posts about making a Teeny Tiny compiler a while back too!
onestay42•5mo ago
It's amazing to me that a python program can be written to make sure another python program is pythoning properly.
goku12•5mo ago
Just curious. Isn't that how development tools generally work? Would you be surprised if it was in and for a compiled language? (This isn't a dismissal. I'm curious about the aspect of this specific case that amuses you.)
onestay42•5mo ago
I suppose it is how this kind of tool generally works. I think it's just some subset of the feeling I get when someone writes(implements?) $LANGUAGE in $LANGUAGE(e.g. brainf*ck in brainf*ck)

EDIT: escaped censorship

mhh__•5mo ago
Foundational tooling not being written in a compiled language (fast is good, it could be jitted, but ideally it's a single binary) is actually a huge tax that I'm quite glad we're getting over as an industry.

Python is probably the apex of the "slow + doesn't work without a magic environment" problem

mhh__•5mo ago
You can see from how quickly the code becomes extremely busy and annoying to read that python being flexible is a blessing and a curse. Maybe curse is the wrong word, but none of this was really designed cohesively so it's usually very janky and a bit slow.
chubot•5mo ago
It's very nice to see a small type checker in Python, for Python! This became much easier in the last 10 years, since the MyPy team basically "upstreamed" the typed_ast library they were using into the stdlib.

I found that there are not enough good teaching materials on type checkers -- e.g. the second edition of the Dragon Book lacks a type checker, which is a glaring hole IMO - https://news.ycombinator.com/item?id=38270753

Also, teaching material tends to have a bias toward type inference and the Hindley-Milner algorithm, which are NOT used by the most commonly used languages

So I appreciate this, but one thing in this code that I find (arguably) confusing is the use of visitors. e.g. for this part, I had to go look up what this method does in Python:

    # Default so every expr returns a Type.
    def generic_visit(self, node):
        super().generic_visit(node)
        if isinstance(node, ast.expr):
            return ANY
Also, the main() calls visit(), but the visitor methods ALSO call visit(), which obscures the control flow IMO. Personally, if I need to use a visitor, I like there to just be a single pass

---

In contrast, Essentials of Compilation was released 1 or 2 years ago, in Racket and in Python. And the Python version uses the same typed AST module.

https://www.amazon.com/Essentials-Compilation-Incremental-Ap...

But it uses a more traditional functional style, rather than the OO visitor style:

https://github.com/IUCompilerCourse/python-student-support-c...

So one thing I did was to ask an LLM to translate this code from OO to functional style :-) But I didn't get around to testing it

(I looked at this code a week ago when it appeared on lobste.rs [1], and sent a trivial PR [2])

[1] https://lobste.rs/s/opwycf/baby_s_first_type_checker

[2] https://github.com/AZHenley/babytypechecker/pull/1

mananaysiempre•5mo ago
> I found that there are not enough good teaching materials on type checkers -- e.g. the second edition of the Dragon Book lacks a type checker, which is a glaring hole IMO

Pierce’s Types and Programming Languages[1] is excellent. It starts with very little (if you understand basic set-theory notation, you’re probably OK), gets you to a pretty reasonable point, and just generally makes for very pleasant reading. You should probably pick something else if you want a hands-on introduction with an immediate payoff, but then you probably wouldn’t pick the Dragon Book, either.

[1] https://www.cis.upenn.edu/~bcpierce/tapl/

chubot•5mo ago
Everyone always says that, but I don't think it's a good intro :-) (e.g. I think the top comment in the lobste.rs thread is suffering from the type inference / functional bias, which is not necessarily due to TAPL, but it's a common thing I've noticed)

Right now I think Siek's book is better for what I want to do, though admittedly I didn't get that far into it, because my type checking project is way on the back burner

I would like to see any type checkers that people wrote after reading TAPL!

asplake•5mo ago
I’m writing one now as part of a hobby language project, about which I’ll do a Show HN once I have enough to share. I enjoyed Pierce but to your point I am going mostly down the functional route. Programming it in Python, with the book closed but after two readings I have what I need in my head (it clicked much better second time through).

Edit: This project (best fun I’ve had programming in a long while) is what got me sharing Eli Bendersky’s Unification post a couple of weeks back https://news.ycombinator.com/item?id=44938156

thechao•5mo ago
TaPL really falls down when trying to bootstrap your way to understanding the notation. A lot of the notation and theory revolves around, essentially, implementing a concurrent virtual machine. I like the original algorithm W paper because it doesn't gloss this conceptual step: it is very much a virtual machine & you can see the authors handling the edge cases. The operational semantics in TaPL are (frankly) obtuse. Also, TaPL makes it seem like new features can be desugared to old features — and they can — but a little more prose explaining the feature's behavior directly without just tossing you into the semantic deep end would've made a much nicer text.
zem•5mo ago
once you get used to it, visitors are a very pleasant way to write ast walking code in python. they are essentially generating your case statement for you, so instead of `case ast.Expr: handle_expr(node)` you just write a `self.visit_expr` method and have the visitor match the node type to the method name and call it.
grumpyprole•5mo ago
No it's not pleasant at all. It's boilerplate heavy, non-local and indirect. It's presumably a large part of why pattern matching is arriving in Python.
zem•5mo ago
I guess that's subjective - I'm as big a fan of pattern matching as anyone, but when I was writing a type checker in python we made heavy use of visitors and it made the code pleasant to maintain.
flare_blitz•5mo ago
That's a lot of buzzwords to say that you enjoy shoving everything in one function. :)
grumpyprole•5mo ago
In hindsight, I think your description is indeed better!
mrkeen•5mo ago
Doing it this way maxes coupling and minimises cohesion.

Your language will have a number of phases/passes to carry out. Let's say LambdaLifting, TypeChecking and Inlining.

All the code for lambda lifting belongs in one module, all the code for type-checking in another module, etc.

If you instead use visitor pattern, you will be looking at all the code related to Variable, Function, Literal in those files respectively.

So when you're working on Function.typecheck(), it will sit in source code just under Function.lambdalift() and just above Function.inline() - things which you don't want to consider together. Meanwhile, you'll need to switch between source files to work on Variable.typecheck() and Literal.typecheck().

Jtsummers•5mo ago
> If you instead use visitor pattern, you will be looking at all the code related to Variable, Function, Literal in those files respectively.

I've never organized visitor pattern code that way. Usually it's something like:

  TypeChecker
    visitFunction
    visitVariable
    visitLiteral
  PrettyPrinter
    visitFunction
    visitVariable
    visitLiteral
So related functions (across the types you're visiting) are kept together, you're not revisiting the Function module to add a new visitor there. That would almost defeat the purpose of the pattern.

https://en.wikipedia.org/wiki/Visitor_pattern - See the UML diagram here.

chubot•5mo ago
That's not the only difference - the other issue is that you lose the stack, and must rely on member variables instead.

If you search for pop(), you can see that

    self.expected_ret.append(ret)
    self.generic_visit(n)
    self.expected_ret.pop()
and

    self.push(narrows_true);  [self.visit(s) for s in n.body];  self.pop()
    self.push(narrows_false); [self.visit(s) for s in n.orelse]; self.pop()
In the functional style, you just pass a param using the stack, rather than using an explicit stack.

It's not so bad here, but with a big enough language, and more complicated algorithms, the mutable member variables basically become "mutable globals".

And if you re-call visit() at arbitrary depths, IMO the algorithm gets obscured.

---

That said, I agreed here that visitors are useful when you need to say traverse all string literals in an AST, at arbitrary depths: https://lobste.rs/s/jdgjjt/visitor_pattern_considered_pointl...

---

A sign that this issue isn't settled is that two of the more complex type checkers make opposite decisions

- MyPy uses visitors extensively - https://github.com/python/mypy/tree/master/mypy

- TypeScript mostly uses switch/case functions - https://github.com/microsoft/TypeScript/blob/main/src/compil...

I'd be interested in analysis of why that is, but I suspect it's mainly style

zem•5mo ago
yeah, pytype used a mix of visitors and if statements (we were trying to retain 3.8 compatibility for a while so we didn't switch to `match`), depending on what fit various parts of the code best. it wasn't a particularly dogmatic "we will use visitors because that's the one true design pattern" thing, just that some problems fit the pattern neatly.