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The Publishing Mystery That No One Wants to Talk About

https://www.theatlantic.com/books/2026/04/who-really-wrote-autistic-author-woody-brown-novel/686814/
1•samclemens•3m ago•0 comments

AMD's Zen: Coming Back from the Dead

https://clamtech.org/?dest=zen1
1•matt_d•5m ago•1 comments

Coyote vs. Acme (1990)

https://www.newyorker.com/magazine/1990/02/26/coyote-v-acme
1•aaronbrethorst•17m ago•0 comments

Learning About FPGAs in Finance

https://www.semidesignjobs.com/blog/fpgas-in-finance-hft
1•johncole•22m ago•0 comments

Show HN: Another experiment with an Erdos problem and LLMs

1•ilitirit•25m ago•0 comments

US power demand to reach record highs in 2026–2027 driven by AI and data centers

https://www.reuters.com/business/energy/us-power-use-beat-record-highs-2026-2027-ai-use-surges-ei...
4•latentframe•26m ago•1 comments

Ask HN: Will local models on normal hardware ever compete?

1•locusofself•28m ago•1 comments

Roast My Startup: Aluqos

https://www.aluqos.com/
1•ndossantos•33m ago•1 comments

Details That Make Interfaces Feel Better

https://jakub.kr/writing/details-that-make-interfaces-feel-better
2•vinhnx•33m ago•0 comments

Transformation and Analogies

https://camerongordon0.substack.com/p/on-transformation-and-analogies
1•iciac•37m ago•0 comments

Critical Thinking: The Architecture of Doubt

https://calltothink.com/blog/critical-thinking-architecture-of-doubt/
1•akarnam37•38m ago•0 comments

Show HN: Vibe Check – Client-side invisible Unicode steganography scanner

https://websationflow.com/
1•Raywob•38m ago•0 comments

I'm Not a Robot

https://sheets.works/data-viz/captcha
2•thunderbong•47m ago•0 comments

The Foldable iPhone Is Basically an iPad Mini That Folds in Half

https://gizmodo.com/the-foldable-iphone-is-basically-an-ipad-mini-that-folds-in-half-2000750451
1•thunderbong•54m ago•0 comments

Show HN: Paper Millionaire – A Startup Stock Option Horror Roguelike

https://paper-millionaire.pagey.site/
2•freakynit•1h ago•0 comments

Show HN: Free On-Brand AI Ad Maker

https://www.context.dev/free-tools/ad-maker
1•ICodeSometimes•1h ago•0 comments

Show HN: MemOperator-4B

https://huggingface.co/MemTensor/MemOperator-4B
2•MemTensor•1h ago•0 comments

Branimir Lambov from IBM on Cassandra

https://theconsensus.dev/p/2026/04/26/branimir-lambov-from-ibm-on-cassandra.html
2•SerCe•1h ago•0 comments

Surfshark releases new proprietary VPN protocol

https://www.zdnet.com/article/surfshark-dausos-vpn-protocol/
2•kitchi•1h ago•0 comments

Learning to Repair Lean Proofs from Compiler Feedback

https://arxiv.org/abs/2602.02990
1•matt_d•1h ago•0 comments

Italy to extradite suspected Chinese hacker wanted by US authorities

https://www.reuters.com/world/china/italy-extradite-suspected-chinese-hacker-wanted-by-us-authori...
2•NN88•1h ago•0 comments

Ask HN: Is there a way to render URLs to PDFs on Android?

2•Irongirl1•1h ago•1 comments

California's Billionaire Tax Has the Signatures to Make the Ballot, Backers Say

https://www.wsj.com/politics/policy/californias-billionaire-tax-has-the-signatures-to-make-the-ba...
9•testfoobar•1h ago•2 comments

Banning AI Art – Wallhaven

https://wallhaven.cc/forums/thread/4800
2•thedayisntgray•1h ago•2 comments

Low-Dose Aspirin Usage for Primary Prevention Has Fallen by >50% Since 2018

https://www.epicresearch.org/articles/low-dose-aspirin-usage-for-primary-prevention-of-cardiovasc...
2•salkahfi•1h ago•0 comments

Making UIs like text adventure games

https://en.andros.dev/blog/b5ba872a/making-uis-like-text-adventure-games/
1•andros•1h ago•0 comments

Framework's new Linux laptop is selling faster than its Windows one

https://www.pcworld.com/article/3123900/framework-new-linux-laptop-is-selling-faster-than-its-win...
11•Garbage•1h ago•1 comments

Show HN: Twitter Bulk Delete

https://chromewebstore.google.com/detail/twitter-bulk-delete-bulk/liocepnkgmapkfiplhhgjkokgnolglbc
2•qwikhost•1h ago•0 comments

PLA-Based triboelectric nanogenerators: Pathway to sustainable energy harvesting

https://www.sciencedirect.com/science/article/pii/S2773207X25000193
1•ludicrousdispla•1h ago•0 comments

Cursor Deleted Railway Production Volume and Backups

https://twitter.com/i/status/2048103471019434248
3•fastest963•1h ago•0 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•11mo ago

Comments

Taikonerd•11mo ago
Using LLMs for formal specs / formal modeling makes a lot of sense to me. If an LLM can do the work of going from informal English-language specs to TLA+ / Dafny / etc, then it can hook into a very mature ecosystem of automated proof tools.

I'm picturing it something like this:

1. Human developer says, "if a user isn't authenticated, they shouldn't be able to place an order."

2. LLM takes this, and its knowledge of the codebase, and turns it into a formal spec -- like, "there is no code path where User.is_authenticated is false and Orders.place() is called."

3. Existing code analysis tools can confirm or find a counterexample.

omneity•11mo ago
A fascinating thought. But then who verifies that the TLA+ specification does indeed match the human specification?

I’m guessing using an LLM as a translator narrows the gap, and better LLMs will make it narrower eventually, but is there a way to quantify this? For example how would it compare to a human translating the spec into TLA+?

justanotheratom•11mo ago
maybe run it through few other LLMs depending on how much confidence you need - o3 pro, gemini 2.5 pro, claude 3.7, grok 3, etc..
svieira•11mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•11mo ago
No idea about SOTA but naively it doesn't seem like a very difficult problem:

- Ensure all TLA+ specs produced have the same inputs/outputs (domains, mostly a prompting problem and can solved with retries)

- That all TLA+ produce the same outputs for the same inputs (making them functionally equivalent in practice, might be computationally intensive)

Of course that assumes your input domains are countable but it's probably okay to sample from large ranges for a certain "level" of equivalence.

EDIT: Not sure how that will work with non-determinism though.

justanotheratom•11mo ago
I didn't mean generate separate TLA programs. Rather, other LLMs review and comment on whether this TLA program satisfies the user's specification.
Taikonerd•11mo ago
A fair question! I'd say it's not that different from using an LLM to write regular code: who verifies that the code the LLM wrote is indeed what you meant?
fmap•11mo ago
The usual way to check whether a definition is correct is to prove properties about it that you think should hold. TLA+ has good support for this, both with model checking as well as simple proofs.
frogmeister57•11mo ago
It makes a lot of sense only for graphics card sales people. For everyone else with a working neuron the sole idea is utter nonsense.
max_•11mo ago
Leslie Lamport said that he invented TLA+ so people could "think above the code".

It was meant as a tool for people to improve their thinking and description of systems.

LLM generation of TLA+ code is just intellectual masterbation.

It may get the work done for your boss. But you intellect will still remain bald — in which case you are better off not writing TLA+ at all.

warkdarrior•11mo ago
> [TLA+] was meant as a tool for people to improve their thinking and description of systems.

Why the speciesism? Why couldn't LLMs use TLA+ by translating a natural-language request into a TLA+ model and then checking it in TLA+?

jjmarr•11mo ago
Not the OP, but I would rather give a formal specification of my system to an AI and have it generate the code.

I believe the point is it's easier for a human to verify a system's correctness as expressed in TLA+ and verify code correctly matches the system than it is to correctly verify the entire code as a system at once.

Then, if my model of the system is flawed, TLA+ will tell me.

I'm an AI bull so if I give the LLM a natural language description, I'd like the LLM to explain the model instead of just writing the TLA+ code.

max_•11mo ago
TLA+ was invented in the first place because we Leslie Lamport thought natural language was a dubious tool for "specifying systems".

Yes an LLM may generate the TLA+ code even correctly, but model checking is not the end goal of TLA+

TLA+ plus is written to fully under how a system works at an abstract level.

Anyways, I guess you could just read the LLM generated TLA+ code. That would help you understand the abstraction of the system — but is the LLMs abstraction equal to your abstraction.

But vibe coded TLA+ sounds extremely dangerous especially in mission critical stuff where its required like Smart Contracts, Pacemakers, Aircraft software etc

frogmeister57•11mo ago
Using generative chatbots to write a formal spec is the most stupid idea ever. Specs are all about reasoning. You need to do the thinking to model the system in a very simplified manner. Formal methods and the generative BS are at the antipodes of reliability. This is an insult to reason. Please keep this nonsense away from the serious parts of CS.
siscia•11mo ago
Anyone who has tried to write formal verification will tell you that there is a WIDE gap between thinking and writing the specs.

Any tool that makes formal verification more accessible, should be welcome.

I believe the valuable part is how accessible we make thinking together with machines.

Us human are great at create innovative solutions, not so great at check and verify every single thing that can go wrong. Machines help with that.

kelseyfrog•11mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.