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Leaving Meta and PyTorch

https://soumith.ch/blog/2025-11-06-leaving-meta-and-pytorch.md.html
510•saikatsg•9h ago•112 comments

A Fond Farewell

https://www.farmersalmanac.com/fond-farewell-from-farmers-almanac
402•erhuve•12h ago•129 comments

Meta projected 10% of 2024 revenue came from scams

https://sherwood.news/tech/meta-projected-10-of-2024-revenue-came-from-scams-and-banned-goods-reu...
278•donohoe•3h ago•193 comments

OpenMW 0.50.0 Released – open-source Morrowind reimplementation

https://openmw.org/2025/openmw-0-50-0-released/
97•agluszak•2h ago•30 comments

From Memorization to Reasoning in the Spectrum of Loss Curvature

https://arxiv.org/abs/2510.24256
27•andy12_•3h ago•10 comments

PyTorch Helion

https://pytorch.org/blog/helion/
64•jarbus•5d ago•13 comments

You should write an agent

https://fly.io/blog/everyone-write-an-agent/
858•tabletcorry•19h ago•342 comments

Comparison Traits – Understanding Equality and Ordering in Rust

https://itsfoxstudio.substack.com/p/comparison-traits-understanding-equality
11•rpunkfu•5d ago•1 comments

Two billion email addresses were exposed

https://www.troyhunt.com/2-billion-email-addresses-were-exposed-and-we-indexed-them-all-in-have-i...
544•esnard•19h ago•380 comments

1973 Implementation of Wordle was Published by DEC (2022)

https://troypress.com/1973-implementation-of-wordle-was-published-by-dec/
29•msephton•6d ago•16 comments

Claude Is Down

https://status.claude.com/incidents/tgtw1sqs9ths
20•agrocrag•1h ago•14 comments

Text case changes the size of QR codes

https://www.johndcook.com/blog/2025/10/31/smaller-qr-codes/
101•ibobev•5d ago•31 comments

We chose OCaml to write Stategraph

https://stategraph.dev/blog/why-we-chose-ocaml
72•lawnchair•2h ago•72 comments

Sweep (YC S23) is hiring to build autocomplete for JetBrains

https://www.ycombinator.com/companies/sweep/jobs/8dUn406-founding-engineer-intern
1•williamzeng0•3h ago

Is Software the UFOlogy of Engineering Disciplines?

https://codemanship.wordpress.com/2025/11/07/is-software-the-ufology-of-engineering-disciplines/
63•flail•2h ago•104 comments

Show HN: I scraped 3B Goodreads reviews to train a better recommendation model

https://book.sv
493•costco•1d ago•194 comments

Game design is simple

https://www.raphkoster.com/2025/11/03/game-design-is-simple-actually/
409•vrnvu•17h ago•128 comments

The Silent Scientist: When Software Research Fails to Reach Its Audience

https://cacm.acm.org/opinion/the-silent-scientist-when-software-research-fails-to-reach-its-audie...
54•mschnell•6d ago•26 comments

I Love OCaml

https://mccd.space/posts/ocaml-the-worlds-best/
4•art-w•1h ago•0 comments

Revisiting Interface Segregation in Go

https://rednafi.com/go/interface-segregation/
8•ingve•5d ago•2 comments

I'm Making a Small RPG and I Need Feeback Regarding Performance

https://jslegenddev.substack.com/p/im-making-a-small-rpg-and-i-need
33•ibobev•2h ago•25 comments

Analysis indicates that the universe’s expansion is not accelerating

https://ras.ac.uk/news-and-press/research-highlights/universes-expansion-now-slowing-not-speeding
213•chrka•19h ago•171 comments

From web developer to database developer in 10 years

https://notes.eatonphil.com/2025-02-15-from-web-developer-to-database-developer-in-10-years.html
127•pmbanugo•3d ago•45 comments

Lessons from Growing a Piracy Streaming Site

https://prison.josh.mn/lessons
210•zuhayeer•8h ago•130 comments

Machine Scheduler in LLVM – Part II

https://myhsu.xyz/llvm-machine-scheduler-2/
25•mshockwave•5d ago•0 comments

JermCAD: Browser-Based CAD Software

https://github.com/jeremyaboyd/jerm-cad
47•azhenley•11h ago•28 comments

Cryptography 101 with Alfred Menezes

https://cryptography101.ca
84•nmadden•4d ago•11 comments

Kimi K2 Thinking, a SOTA open-source trillion-parameter reasoning model

https://moonshotai.github.io/Kimi-K2/thinking.html
828•nekofneko•1d ago•367 comments

OpenTelemetry: Escape Hatch from the Observability Cartel

https://oneuptime.com/blog/post/2025-11-03-opentelemetry-escape-from-observability-cartel/view
61•ndhandala•3d ago•49 comments

We built a cloud GPU notebook that boots in seconds

https://modal.com/blog/notebooks-internals
68•birdculture•4d ago•30 comments
Open in hackernews

We chose OCaml to write Stategraph

https://stategraph.dev/blog/why-we-chose-ocaml
72•lawnchair•2h ago

Comments

cyberpunk•2h ago
> Most systems handle this defensively with locks and runtime validation.

So i work at an org with 1000s of terraform repos, we use the enterprise version which locks workspaces during runs etc.

everywhere else i’ve worked, we either just use some lock mechanism or only do applies from a specific branch and CI enforces they run one at a time.

My question is: who is this aimed at and what problem is it actually solving? Running terraform isn’t difficult - thousands of orgs handle it no problem - the issues I have with it with it have never been around lock contention and race conditions..

ab5tract•2h ago
Agreed and well said!
sausagefeet•2h ago
Hello, CTO of Terrateam here, the creators of Stategraph.

As you said, the common practice is to use locks on state to guarantee that operations don't step on each other. This works, however the cost is that if it takes 5 minutes to perform an operation, only one person can be doing an operation at a time, so if 5 devs are modifying infrastructure, the last one has to wait 25 minutes just to get back the plan, even if those 5 people are not changing overlapping resources in the state.

The way that most people deal with this is they take their infrastructure and break it up across multiple root modules, and then when those root modules, break it up again, etc.

Stategraph is solving the problem of getting all of the performance benefits of breaking up your root modules without breaking up your root modules. It dynamically determines which resources each of those 5 devs are operation on and, if the resources do not overlap, can run them in parallel.

That means Stategraph is manipulating state in a bit more sophisticated way than standard Terraform/Tofu, and we need to be careful we don't get it wrong.

leoqa•2h ago
Yeah I get the sense that terraform change application is solved by just serializing all changes? The concurrent applies isn’t that big of a deal?
sausagefeet•1h ago
> The concurrent applies isn’t that big of a deal?

That depends. There are many organizations (we talk to them) which have plans and applies that take 5 - 10s of minutes, some even close to an hour. That's a problem. We talked to one customer that a dev can make a change in the morning and depending on the week might have to wait until the next day to get their plan, and then another day to apply it, assuming there are no issues.

If you're in that position you have two options:

1. Just accept it and wait. 2. Refactor your root module to independent root modules.

(2) is what a lot of people do, but it's not cheap, that's a whole project. It's also a workflow change.

Stategraph is trying to offer a third option: if your changes don't overlap, each dev can run independently with no contention.

Even if one doesn't think contention over state is a big deal, I hope that one can agree that a solution that just removes that contention at very little cost is worth considering.

internet_points•1h ago
Back in the day, before git, we had RCS. Developers would just lock files when they worked on them, and then unlock when they were done. Or you'd copy a folder manually ("branch") to work on things concurrently and then punch them in the shoulder when they forgot to unlock master so that you could lock it and check in. It worked absolutely fine, there were loads of workarounds!
koakuma-chan•2h ago
Is any of this OCaml specific? You can check all boxes with TypeScript.
stefanos82•2h ago
Does TypeScript emit machine code? OCaml gives you this option, if you need it.
procaryote•2h ago
But they say "we use ocaml [because it has types]" not "[because it can emit machine code]"
koakuma-chan•2h ago
I would go for Rust if I wanted machine code
a-french-anon•1h ago
Well, TS transpiles to JS which then runs on Node, aka V8, a native JIT compiler. So yes, I guess?
pjmlp•9m ago
Kind of, given that V8 performance is never going to be as good as AOT compiled language, and JIT needs warmup time.

It is no accident that famous JavaScript tools keep being rewritten into C++, Dart, Go and Rust.

zaphar•1h ago
Those two type systems are not the same. Typescript has some soundness issues in the type system. They are there because they have to work seamless with javascript so it's understandable. And they improve many codebases that would have been otherwise written in javascript. But they do not in any way give you the same level of guarantees that OCaml, Haskell, or Rust would give you.
koakuma-chan•23m ago
For all practical purposes I believe it does the same thing.
phplovesong•56m ago
No...no you cant.
laszlojamf•2h ago
I don't really get what's special about OCaml with these points they raise? Wouldn't almost any strongly typed language do? Wouldn't TypeScript also tick all these boxes?

EDIT: I wouldn't choose TypeScript either for this type of use case, but not for the reasons they state, that's my point

jacquesm•2h ago
It's the combination with concurrency that makes this a hard problem.

And OCaml excels at solving that sort of problem. OCaml and Erlang are the only two languages that I'm aware of that have a really clean way of doing this, in most other languages there is always some kind of kludge or hack to make it work and at best you're going to do something probabilistic: it seems to work, even under load, so it probably is good now. Until six weeks later on an idle Tuesday the system deadlocks and you have no idea how it happened.

internet_points•1h ago
What advantage does OCaml have over Haskell here? I find software transactional memory in Haskell so simple to work with that I have lost all fear of concurrency, but what am I missing out on?
phplovesong•1h ago
Its mostly about practicality. Haskell is kind of pain when you need IO, as in when you go there there is no way out.

Ocaml is more practical, and less punishing (you can do IO without monads), but the most important diffrence is performance. Haskell is VERY hard to make predictable because its lazy. Ocaml is strict so general system performance is much easier to predict.

But they are sibling languages in my book, while i still prefer ocaml over haskell.

myaccountonhn•18m ago
Also IMO the dev tooling is better for OCaml. Far better compile times.

A big part of interacting with APIs (which I imagine Stategraph does) is just dealing with records, and working with records in Haskell is really annoying unless you bring in lenses which bring a lot of complexity.

phplovesong•3m ago
Tooling was kind of bad previously. But dune has got really good. I like the new dune developer preview thing that is still in beta.

https://preview.dune.build/

gregwebs•2h ago
Functional programming is immutable by default. TypeScript and many other typed languages don't really stop you from clobbering things, particularly with concurrency. Rust does. But immutability with GC is a lot easier to use than Rust if you don't need the performance of Rust.
galangalalgol•2h ago
But what is functional besides haskell? Purescript? Elm I guess. Ocaml is not. It has for loops even. You can write pure functional ocaml but people don't. It mattered a lot less when it didn't have true concurrency, but now clobbering things in ocaml is quite possible.
greener_grass•1h ago
Define functional?

Even Haskell is not functional in the strictest sense. It has unsafe IO. It can throw exceptions. Functions may not halt.

galangalalgol•1h ago
Fair. Agda, gallina, f* maybe?

My point was that without any escape hatches or magic you can code a segfault starting in ocaml5. That may be true of haskell? It is true of rust too, though the only known way to do it isn't something that is likely to happen by accident and is tracked as a bug. In ocaml5 if you use domain, it is down to experience skill, and some luck to be sure you used atomic when necessary. I'm a bad programmer despite going on four decades of experience. I'm not even remotely methodical. If I adopt ocaml for a project I'm using 4 or adding something that fails the pipeline if it finds domain anywhere.

greener_grass•1h ago
Shouldn't most application programmers in OCaml be reaching for EIO or some other well-tested abstraction?
galangalalgol•55m ago
When there was no true concurrency, only preemption, eio was safe. Not now, you can still clobber things.
debugnik•22m ago
> you can code a segfault starting in ocaml5

It shouldn't, the OCaml 5 memory model bounds the reach of data races in both space and time. [1] Thread-unsafe code won't be correct when misused, but it will stay memory safe unless you reach for an additional escape hatch (or you find an implementation bug of course).

[1]: https://ocaml.org/manual/5.4/memorymodel.html

I'm much more concerned about the amount of poorly vetted escape hatches in wide use in OCaml, mainly for bindings.

e12e•1h ago
StandardML (standard metalanguage), scheme?
galangalalgol•1h ago
Doesn't scheme have a set macro? I think for purity you'd have to go to something used for proofs that doesn't actually interact with the world.
phplovesong•1h ago
FP has nothing to do with mutability. You seem to lack a basic understanding what the common FP languages are, and what FP actully is.
galangalalgol•44m ago
Pure functional programming languages do not allow mutable state. They can simulate it with monads, and they typically have impurities to allow io sode effects, but a for loop is an inherently imperative construct. Mostly functional languages like ocaml have things like ref. Functional languages aren't just about functions being composable and having no side effects, they also require that once a value is bound to a name, that it does not change. That isn't just pedantry either, it is what allows safe concurrency by default.
phplovesong•21m ago
Ocaml is immutable. It has ref if you need mutation, this is not the default thing you grab tho. Haskell has unsafe and IORef, that does basically the same thing. Scala, rust etc has all escape hatches.

A loop by itself is not non-fp, as i can do the exact same thing via recursion. Its just syntax.

Hell, i can write a never halting program in lambda calculus with a fixed point combinator causing "undefined behaviour".

pjmlp•1h ago
That is only true since people started equating FP with Haskell.

OCaml as the discussion subject on this thread, allows for mutable data structures, and I am old enough to have been taught Lisp as one possible avenue for FP.

greener_grass•2h ago
• Stategraph manages Terraform state, so correctness isn't optional

TypeScript has soundness issues that OCaml does not have

• Strongly-typed data structures catch field errors at compile time

TypeScript does have this, although the guarantees are in practice weaker since libraries may have incorrect type definitions

• Type-safe SQL queries prevent schema drift before deployment

There are TypeScript libraries that offer this, so fair point!

• Immutability by default eliminates race conditions

TypeScript is not immutable by default

• PPX generates correct JSON serialization automatically

TypeScript does not have an equivalent to PPX infrastructure AFAIK. If there is, it's definitely not as widely used within the ecosystem compared to PPX for OCaml.

Edit: Downvoters care to respond?

IshKebab•2h ago
OCaml has a much stronger type system than Typescript.

The real question is "why not Rust?". I've used both a fair bit and OCaml's only major advantage IMO is compile time. That doesn't seem compelling enough to put up with the downsides to me.

toolslive•1h ago
Ocaml has a garbage collector. It's less of a struggle than Rust.
jitl•1h ago
Rust is a pain
sausagefeet•1h ago
I'm the CTO of Terrateam. For "why not rust", I have found the downsides of Rust not compelling enough to use it. We don't need close-to-metal performance. We don't really need the borrow checker, a GC is fine. We are immutable by default so the borrow checker doesn't help much there.
pjmlp•1h ago
Great choice by way, I feel too many reach out for Rust, because they lack the perspective ML type systems are not something introduced by Rust, rather a long linage of languages since ML/Standard ML.
sausagefeet•1h ago
The sense I get from some comments is that if you need a type system and to compile to an executable, Rust is the only option, otherwise you can use pretty much anything. But, as you say, MLs have been compiling to binaries for decades. One of the first online books on OCaml is for systems programming.

I know that isn't everyone's view, but I do hope posts like this, even if not technicaly deep, at least let people know that there are lots of options out there.

schonfinkel•1h ago
Plus, OCaml kept the SML tradition in its robust module system, with modules as first-class citizens and ML-style functors, this is something hard to see nowadays, even among ML-inspired languages.
pjmlp•1h ago
Answer is easy, not everyone needs the performance boost provided by borrow checker, 99% of the time some kind of automatic resource management is good enough.
linhns•1h ago
I don’t like OCaml myself, but I’d pick it over rust here as bare metal perf is not necessary, and time wasting fighting the borrow checker is just not worth it.
IshKebab•1h ago
It is worth it in my opinion because it's mostly a one-time cost (learning how it works and what is allowed), and in return you get less buggy program structures (it basically forces you not to write spaghetti code). Also you have to worry about it much less if you don't need 100% performance and are happy to clone everything.

Occasionally I do still fight it, e.g. if you want a self-borrowing structure there still isn't a great solution (I think Rust should support position independent borrows) but overall it's fine.

phplovesong•58m ago
Rust has too many footguns. Ocaml is usually more safe.
sausagefeet•1h ago
Certainly there are specifics between the type systems that differentiate. TypeScript generally chooses to enforce types in an ergonomic way whereas OCaml chooses to enforce types in a sound way. Whether or not that is a meaningful differentiator for someone is up to them.

This blog post shows the elements of OCaml that motivate us to use it. Is it complete? No. Maybe it should be more explicit that we like using OCaml, and these technical aspects aren't unique but certainly benefits we see.

pjmlp•1h ago
Besides the better type system, OCaml is a compiled language, you don't need workarounds like rewriting code in Rust and Go, as it happens on TypeScript/JavaScript world.
phplovesong•1h ago
Typescript (javascript) is kind of a joke compared to what ocaml brings to the table.

Ocaml has a top in class typesystem, a "faster than Go" compiler and (in 2025) good tooling. It allows you to say fuck it and write a while loop if you need to. Hell you can even do OOP. Also it has an incredible module system and full type inference. It also has an effect system, and good concurrency features (ocaml 5).

I cant say many other languages that has all the same features.

hardwaregeek•2h ago
I like OCaml and have written the "why we chose XYZ language" posts. Most of the time the real answer is "we like it and it makes us feel good to use it". Like the answers aren't wrong per se but they're more post-facto justifications. And that's perfectly fine! I think we should normalize saying that tech stack choices are subjective and preference-based. We're not robots. The social and aesthetic parts of a stack matter to people
criddell•2h ago
The first comments here are people reading this as if the authors are saying only OCaml can do this. They aren't.
sausagefeet•2h ago
Exactly! OCaml is the language I like to solve problems in, and I'm excited to solve problems in, so that's why Terrateam uses OCaml (I'm the CTO). You can do a lot (but not all) of this in Go, or TypeScript, but I don't get excited about those languages. Certainly I'll use them if I have to (our UI is written in Svelte) but building your own company is a grind, and using OCaml makes the grind just a bit more exciting, and that's an edge.
xedrac•1h ago
I've used a lot of Rust and Haskell over the past few years (I consider OCaml to be similar), and I think the benefits go beyond just user preference. But I think it's something that requires experience with "must not fail" systems failing in production, and then seeing how these languages make that failure impossible. The level of freedom and confidence that brings is amazing. And yes, that also makes them more fun to use.
mattgreenrocks•1h ago
Industry is just starting to come around to it, but I've never been more happy programming than when using a strongly-typed language with sum types. What most people fail to understand is that fighting the type checker is almost always a feature, not a bug. It is training you to write code in a way that it understands, which forces your thinking to be less sloppy, even on non-happy paths.

Sum types enable much higher levels of expressivity of what valid states are while still being statically analyzable. Any new PL lacking them, IMO, is making a huge unforced error. They don't apply for every situation, but they do handle a large amount of day-to-day programming concerns.

Side note: OO is oft-maligned in OCaml, but I really appreciate that they included it anyway. I much prefer languages that give you a set of tools to use in whatever situation you find yourself in.

lawnchair•2h ago
Definitely agree. Most teams don't choose a language for purely rational reasons, and we're not pretending we did.

We like OCaml, it makes us excited to build. We know the language deeply, which means we can reason about performance and behavior before we run the code. We can onboard new engineers quickly because the type system forces clarity.

The runtime is simple enough that we can predict what it's doing. So yes, part of it is that OCaml feels good to use. But that feeling comes from years of watching it make complex systems simpler to reason about, not harder.

whobre•1h ago
Using something you enjoy is fine, as long as you don’t forget the person who is going to maintain your code after you move on.
BenGosub•1h ago
I think that in some cases where OCaml was chosen, like Docker or some parsers, the choice was obviously not evangelical. But I agree that in most cases it is a post-facto justification.
lo_zamoyski•1h ago
> I think we should normalize saying that tech stack choices are subjective and preference-based. We're not robots. The social and aesthetic parts of a stack matter to people

I would just like to distinguish "subjective and preference-based" from "social and aesthetic" and also clarify some notions.

1. The social is objective. We are social animals. It is essential to what it means to be human. We need social relations to grow and develop and to become more human.

2. The aesthetic is objective. We confuse taste with beauty, and this is perhaps the legacy of influence of certain philosophical traditions on our thinking. Beauty has to do with the fullness with which some thing instantiates a form and realizes some end/good. So, when it comes to artifacts like programming languages, a beautiful language will satisfy some human purpose more perfectly than a less beautiful language. Taste is a matter of subjective disposition to beauty. Someone with bad or poor taste might prefer the inferior over the superior, for example, or fail to discern between the two.

We sort of create mystery about preference here, as if they were just arbitrary, immutable, inexplicable brute facts. But preferences can be more good or less good or even bad. Note the relation between preference and taste.

> We're not robots.

3. Typically - and I do not accuse you of this - this is meant to mean that what makes us human compared to robots is that we have emotions. But it isn't that. Many animals have emotions. What makes us distinct as human beings is the intellectual and the rational, which robots (as computational instruments) are not.

4. Post hoc rationalizations may not stand behind the actual motivations, but the content of the rationalization may remain true and valid nonetheless.

ab5tract•30m ago
I’m sorry but there is no way you can demonstrate a universal aesthetic. Your opinion of other people’s tastes does not reflect on their taste — it reflects on yours.
keyle•2h ago
There are many languages that fit these requirements. I don't get the purpose of writing these posts besides a reason to go viral and get clicks talking about your product.

I write OCaml myself, but not for $paid job, it's okay, it's a fine language although with cruft, but it's not the panacea described here.

celpgoescheeew•1h ago
I hope for the team to settle with a FLOSS license, so it becomes feasible to evaluate for everyone.
lawnchair•54m ago
We're still figuring out what balance makes sense between openness and sustainability, and we'd rather take the time to get it right than rush into a license we'll regret later. The goal is for Stategraph to last a long time.
iLoveOncall•1h ago
Everyone makes mistakes, it's good to admit them.
sgarland•1h ago
TIL (via a rabbit hole after reading this) that a good type system removes an absurd amount of boilerplate validation code.
yanis_t•1h ago
This is pretty much obvious for people migrated from JavaScript to TypeScript and suddenly realised that most of their unit tests can now go to a trash bin.
Hasnep•41m ago
Do you have any good resources on this subject? I agree and would like to see what a persuasive argument for it looks like.
ebonnafoux•26m ago
The very classic parse don't valide if you haven't already read it : https://lexi-lambda.github.io/blog/2019/11/05/parse-don-t-va...
churlin•1h ago
I have worked with Haskell, Scala, and OCaml; they all bring the joy of programming into daily tasks, and OCaml has a fast compiler and a great module system. This makes it a really fun and effective language to use.
markstos•1h ago
My concern for a team language choice is "How hard is going to be be hire people to write in this language effectively and how much will /they/ enjoy it?"

It's one thing to pick a language that I like and am productive in, it's another to choose a language for a larger team.

If you've found an full team of motivated and capable OCaml coders, great.

sausagefeet•52m ago
It has not been a challenging finding candidates for OCaml. For the most part, people who like OCaml are chomping at the bit to find a job writing it. And for those that don't know OCaml, a lot of really good devs are excited to try something different.
a-french-anon•1h ago
Sorry for the large aside, but anyone knows the whereabouts of the Flambda2 project? Can't find the GH repo anymore, only this fork I didn't know about: https://github.com/oxcaml/oxcaml/
stonemetal12•17m ago
>One operation can't corrupt another operation's view of state because state is immutable by default.

How true is this in practice? I mean on the one hand sure Operation 2 doesn't seem some half modified state from Operation 1. On the other hand Operation 2 now has some stale state and makes the wrong decisions does the wrong thing because it didn't see Operation 1's changes.