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California to begin selling affordable state-branded insulin beginning next year

https://apnews.com/article/california-affordable-insulin-415edd0b915677d2051d22b4b8f8121c
1•toomuchtodo•20s ago•0 comments

Show HN: The Fastest Way to Build a Website (Under 2 Minutes)

https://twitter.com/heresmyintro/status/1978609089312596152
1•lukefernandez•31s ago•0 comments

Are you safe? (Part 1)

1•security1011015•2m ago•0 comments

FOSS Android 16 on Apple Silicon / Darwin (+ QEMU)

https://github.com/jqssun/android-lineage-qemu
1•jqssun•4m ago•1 comments

Ron Conway Resigns Salesforce Foundation over Benioff's National Guard Comments

https://www.politico.com/news/2025/10/16/ron-conway-salesforce-san-francisco-00611579
3•rurp•5m ago•0 comments

Planet Unveils 'Owl' Satellite Fleet with 1M Class Imagery

https://aviationweek.com/
1•ggm•11m ago•1 comments

Forest soil properties influence arsenic mobility and toxicity in soil organisms

https://phys.org/news/2025-10-forest-soil-properties-arsenic-mobility.html
1•PaulHoule•11m ago•0 comments

Vulnerability scores, huh, what are they good for? Almost nothing

https://www.theregister.com/2025/10/16/cve_cvss_scores_not_useful/
1•rntn•11m ago•0 comments

I mapped AI Agent adoption across 217,000 GitHub repositories

https://alteredcraft.com/p/mapping-ai-agent-adoption-across
2•flowardnut•12m ago•1 comments

Nobody Cares How Hard You Work

https://alifeengineered.substack.com/p/nobody-cares-how-hard-you-work
2•mooreds•12m ago•0 comments

End of Windows 10 support is the perfect time for Windows 11 installer to fail

https://www.theregister.com/2025/10/13/windows_11_media_creation/
2•rolph•13m ago•0 comments

The quest to make babies with lab-grown eggs and sperm

https://www.nature.com/articles/d41586-025-03308-w
1•bookofjoe•13m ago•0 comments

Need Someone to Handle Support, Tech Debt, and Team Focus? Meet the Paladin

https://shiftmag.dev/need-someone-to-handle-support-tech-debt-and-team-focus-meet-the-paladin-6547/
1•anastasija2504•13m ago•1 comments

Hacker News – The Good Parts

https://smartmic.bearblog.dev/why-hacker-news/
5•smartmic•14m ago•1 comments

Teaching Clip, Whisper, and Gemini to Trust Nothing

https://mixpeek.com/blog/clip-whisper-gemini-fake-video-detection
1•Beefin•14m ago•0 comments

Little ML book club – reading Ultra-scale playbook

https://github.com/fxlrnrpt
1•aigoncharov•15m ago•0 comments

Congratulations, Publicly

https://www.workingtheorys.com/p/congratulations-publicly
1•jger15•16m ago•0 comments

EmuDevz Is a Software Game

https://hackaday.com/2025/10/16/emudevz-is-literally-a-software-game/
3•phreack•19m ago•0 comments

Cost-Effective, Low Latency Vector Search with Azure Cosmos DB [pdf]

https://www.vldb.org/pvldb/vol18/p5166-upreti.pdf
1•Foe•20m ago•0 comments

What the Anti-Sunscreen Movement Misses

https://undark.org/2025/10/13/anti-sunscreen-movement/
2•EA-3167•22m ago•0 comments

Silicon Valley's capture of our political institutions is all but complete

https://www.bloodinthemachine.com/p/silicon-valleys-capture-of-our-political
8•FromTheArchives•23m ago•2 comments

Cloudflare Sandbox SDK

https://sandbox.cloudflare.com/
15•bentaber•24m ago•5 comments

Object-Oriented Configuration: Why TOML Is the Only Choice

https://agent-ci.com/blog/2025/10/15/object-oriented-configuration-why-toml-is-the-only-choice
1•tcdent•27m ago•0 comments

Windows 11 update breaks localhost, prompting mass uninstall workaround

https://www.theregister.com/2025/10/16/windows_11_update_localhost/
4•baobun•27m ago•1 comments

StringZilla 4.2: Arm NEON+SHA and Goldmont support

https://github.com/ashvardanian/StringZilla/releases/tag/v4.2.1
1•klaussilveira•29m ago•0 comments

Viral GPT wrappers are now training their own LLMs

https://twitter.com/0xSamHogan/status/1978533352731779260
3•funfunfunction•32m ago•0 comments

Paneru: A sliding, tiling window manager for macOS

https://github.com/karinushka/paneru
1•fanf2•34m ago•0 comments

Being a freelancer and never dealing with unpaid invoices again – possible?

1•cesargstn•34m ago•0 comments

Google Coral NPU: ML accelerator core designed for energy-efficient edge AI

https://github.com/google-coral/coralnpu
1•transpute•35m ago•1 comments

YouTube Is Broken: GamersNexus Gets Hit with More Copyright Claims [video]

https://www.youtube.com/watch?v=-4YgqECQgXM
1•GiorgioG•37m ago•0 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•5mo ago

Comments

Taikonerd•5mo 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•5mo 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•5mo 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•5mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•5mo 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•5mo 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•5mo 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•5mo 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•5mo 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_•5mo 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•5mo 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•5mo 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_•5mo 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•5mo 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•5mo 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•5mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.