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Start all of your commands with a comma

https://rhodesmill.org/brandon/2009/commands-with-comma/
142•theblazehen•2d ago•42 comments

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

https://openciv3.org/
668•klaussilveira•14h ago•202 comments

The Waymo World Model

https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simula...
949•xnx•19h ago•551 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
122•matheusalmeida•2d ago•32 comments

Unseen Footage of Atari Battlezone Arcade Cabinet Production

https://arcadeblogger.com/2026/02/02/unseen-footage-of-atari-battlezone-cabinet-production/
53•videotopia•4d ago•2 comments

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

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

Jeffrey Snover: "Welcome to the Room"

https://www.jsnover.com/blog/2026/02/01/welcome-to-the-room/
16•kaonwarb•3d ago•19 comments

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

https://github.com/pydantic/monty
222•dmpetrov•14h ago•117 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
27•jesperordrup•4h ago•16 comments

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

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

Hackers (1995) Animated Experience

https://hackers-1995.vercel.app/
494•todsacerdoti•22h ago•243 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
381•ostacke•20h ago•95 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/
288•eljojo•17h ago•169 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
412•lstoll•20h ago•278 comments

Was Benoit Mandelbrot a hedgehog or a fox?

https://arxiv.org/abs/2602.01122
19•bikenaga•3d ago•4 comments

PC Floppy Copy Protection: Vault Prolok

https://martypc.blogspot.com/2024/09/pc-floppy-copy-protection-vault-prolok.html
63•kmm•5d ago•6 comments

Dark Alley Mathematics

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

How to effectively write quality code with AI

https://heidenstedt.org/posts/2026/how-to-effectively-write-quality-code-with-ai/
256•i5heu•17h ago•196 comments

Delimited Continuations vs. Lwt for Threads

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

What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
43•helloplanets•4d ago•42 comments

Where did all the starships go?

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

Introducing the Developer Knowledge API and MCP Server

https://developers.googleblog.com/introducing-the-developer-knowledge-api-and-mcp-server/
59•gfortaine•12h ago•25 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...
33•gmays•9h ago•12 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/
1066•cdrnsf•23h ago•446 comments

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

https://infisical.com/blog/devops-to-solutions-engineering
150•vmatsiiako•19h ago•67 comments

Why I Joined OpenAI

https://www.brendangregg.com/blog/2026-02-07/why-i-joined-openai.html
149•SerCe•10h ago•138 comments

Understanding Neural Network, Visually

https://visualrambling.space/neural-network/
287•surprisetalk•3d ago•43 comments

Learning from context is harder than we thought

https://hy.tencent.com/research/100025?langVersion=en
182•limoce•3d ago•98 comments

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

https://github.com/phreda4/r3
73•phreda4•13h ago•14 comments
Open in hackernews

Systematically generating tests that would have caught Anthropic's top‑K bug

https://theorem.dev/blog/anthropic-bug-test/
80•jasongross•3w ago

Comments

ludovicianul•3w ago
Fuzzing as a concept is heavily underused in routine testing. People will usually focus on positive flows and some obvious/typical negative ones. But it's almost impossible to have the time to write exhaustive testing to cover all negative and boundary scenarios. But the good news is, you don't actually have to. There are so many tools now that can almost exhaustively generate tests for you at all levels. The bad news, they are not so widely used.
esafak•3w ago
What do you use?
ludovicianul•3w ago
I'm using pitest for unit test mutations. And I've actually wrote a tool I'm using for REST API fuzzing. It's called CATS.
esafak•3w ago
Presumably https://endava.github.io/cats/
ludovicianul•3w ago
Yes.
bonoboTP•3w ago
Recently asked Claude Code how to do more thorough tests and described how I imagine it and it set up Hypothesis and mutmut testing. The latter is quite cool, it introduces bugs in the code like swapping values and relational operators and checks if any test catches the bug. If not, your tests are probably not thorough enough. Better than just line coverage checks.
aitchnyu•3w ago
Is my intuition correct that Mutmut has far better ROI than Hypothesis? And its as necessary as code coverage?
whattheheckheck•3w ago
In large code bases it is extraordinarily slow so you have to use it sparingly
pfdietz•3w ago
Mutation testing and PBT frameworks like Hypothesis are complementary. One can use the latter to find tests that kill mutants.
moron4hire•3w ago
Would you call it a K-top Defect Hunter?
esafak•3w ago
Not if the kids are within earshot, else I'll have to suffer those infernal songs again.
stephantul•3w ago
Using the phrase "without the benefit of hindsight" is interesting. The hardest thing with any technology is knowing when to spend the effort/money on applying it. The real question is: do you want to spend your innovation tokens on things like this? If so, how many? And where?

Not knocking this, just saying that it is easy to claim improvements if you know there are improvements to be had.

esafak•3w ago
That's what experience is for.
pfdietz•3w ago
Experience is that which lets you recognize a mistake when you make it again.
ebiederm•3w ago
I appreciate that I am not the only one seeing the connection between property based testing and proofs.

I will quibble a little with their characterization of proofs as being more computationally impractical.

Proof verification is cheap. On a good day it is as cheap as type checking. Type checking being a kind of proof verification. That said writing proofs can be tricky.

I am still figuring out what writing proofs requires. Anything beyond what your type system can express currently requires a different set of tools (Rocq, Lean, etc) than writing asserts and ordinary programs. Plus writing proofs tends to have lots of mundane details that can be tedious to write.

So while I agree proofs seem impractical. I won't agree the reason is computational cost.

jasongross•3w ago
There is a tradeoff between the compute required to generate a proof and the compute required to check it. Fully generic methods such as SMT solvers require compute exponential in the number of variables in scope and lines of code in a single function. Breaking the exponential requires (and is perhaps equivalent to) understanding the code in sufficient detail (cf https://arxiv.org/abs/2406.11779). In practice, the computational cost of semi-automated proof generation is a significant bottleneck, cf https://dspace.mit.edu/handle/1721.1/130763?show=full and https://jasongross.github.io/papers/2022-superlinear-slownes... .
UncleEntity•3w ago
I've been working on this thing where the proofs (using the esbmc library) check the safety properties and the unit tests check the correctness so the state space doesn't explode and it takes a year to run the verification. Been working out pretty well so far (aside from spending more time tracking down esbmc bugs than working on my own code) and found some real issues, mostly integer overflow errors but other ones too.

Kind of loosely based on the paper "A New Era in Software Security: Towards Self-Healing Software via Large Language Models and Formal Verification" (https://arxiv.org/abs/2305.14752) which, I believe, was posted to HN not too long ago.

Der_Einzige•3w ago
That’s anthropic fault for continuing to use top-K, a stoneage tier shitty sampler. Your own head of mechanistic interpretability invented a better one called tail free sampling in 2019.
Majromax•3w ago
That seems to have nice properties, but 2019 was a while ago. Is the problem of top-k sampling still relevant with much better frontier models?
Der_Einzige•3w ago
Yes, yes, oh god yes.