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How I Streamlined My Development Workflow – A Game Changer for Productivity

1•quchao•9m ago•1 comments

When Money Buys Thinking: A New Day in the Life of Developers

https://tamnd.notion.site/2c74b9c1b50d8049b160f073cf773187
1•tamnd•10m ago•0 comments

Show HN: Record iOS Screen with Gestures Included

https://demoscope.app/#ios
1•admtal•16m ago•0 comments

Show HN: MiddleDrag: Three-finger trackpad gestures for middle-click on macOS

https://github.com/NullPointerDepressiveDisorder/MiddleDrag
1•NullPointerDD•17m ago•1 comments

America's Debanking Witch Hunt Finds No Evil

https://www.bloomberg.com/opinion/articles/2025-12-11/debanking-witch-hunt-finds-no-evildoing-in-...
1•petethomas•22m ago•0 comments

Show HN: I got my site down to 237kb by ditching Google Analytics

https://deadstack.net/
1•dreadsword•22m ago•0 comments

Malware found in the subtitles of a fake Leonardo DiCaprio movie torrent

https://www.bitdefender.com/en-us/blog/labs/fake-leonardo-dicaprio-movie-torrent-agent-tesla-powe...
2•CGMthrowaway•23m ago•1 comments

Monumental snake engravings of the Orinoco River (2024)

https://www.cambridge.org/core/journals/antiquity/article/monumental-snake-engravings-of-the-orin...
1•bryanrasmussen•23m ago•0 comments

Rethinking armed group control (2022)

https://odi.org/en/publications/rethinking-armed-group-control/
1•bryanrasmussen•25m ago•0 comments

Modos open source e-paper monitor development update

https://www.crowdsupply.com/modos-tech/modos-paper-monitor/updates/highlights-certifications-and-...
2•Curiositry•29m ago•0 comments

Untreated sleep apnea raises risk of Parkinson's, study finds

https://medicalxpress.com/news/2025-11-untreated-apnea-parkinson.html
2•PaulHoule•29m ago•0 comments

Gemini model that would train on all gmail

1•orena•30m ago•0 comments

Show HN: Advent of Acro – A frameworkless PHP/JS video advent-calendar

https://advent.vs.digital/
1•schuhwerk•31m ago•0 comments

Google is building an experimental new browser and a new kind of web app

https://www.theverge.com/tech/842000/google-disco-browser-ai-experiment
2•cryptoz•32m ago•0 comments

Show HN: UJAS – An open-source hiring platform (like WordPress for hiring)

https://github.com/gemini45840-cmyk/UJAS
1•jayteetech•36m ago•0 comments

Mark V Shaney

https://en.wikipedia.org/wiki/Mark_V._Shaney
1•djoldman•40m ago•0 comments

Mercury Personal Banking

https://mercury.com/personal-banking
1•gregimba•47m ago•4 comments

Historic Flooding in Western Washington

https://www.kuow.org/stories/go-now-100-000-evacuated-in-historic-skagit-flood
1•measurablefunc•48m ago•0 comments

Mathgpt.today for Discord

https://mathgpt.today/
1•umeedsto•48m ago•1 comments

6.7 Magnitude Earthquake Strikes Off Northeast Japan

https://www.newsweek.com/6-7-magnitude-earthquake-strikes-off-northeast-japan-11199276
2•ls-a•50m ago•1 comments

Rescued at Sea: How Venezuela's Machado Survived the Riskiest Leg of Her Escape

https://www.wsj.com/world/americas/rescued-at-sea-how-venezuelas-machado-survived-the-riskiest-le...
1•petethomas•50m ago•1 comments

Jonathan Blow has spent the past decade designing 1,400 puzzles for you

https://arstechnica.com/gaming/2025/12/jonathan-blow-has-spent-the-past-decade-designing-1400-puz...
2•furcyd•53m ago•0 comments

Show HN: PowerKit for Tmux – 32 Plugins

https://github.com/fabioluciano/tmux-powerkit
1•fabioluciano•59m ago•0 comments

Forget flowers: These ancient plants attract pollinators by getting hot

https://www.npr.org/2025/12/11/nx-s1-5637486/ancient-heat-producing-plants-glow-infrared-scent-no...
2•andsoitis•1h ago•0 comments

Show HN: ProdE – code change impact and root cause analysis for large codebases

https://prode.ai/
1•curious_nile•1h ago•2 comments

DynamoDB: Resilience and lessons from the Oct 2025 service disruption [video]

https://www.youtube.com/watch?v=YZUNNzLDWb8
1•mooreds•1h ago•0 comments

Sentimental Versioning

https://github.com/dominictarr/sentimental-versioning
2•handfuloflight•1h ago•0 comments

When you don't create things (2020)

https://www.nilkanth.com/when-you-dont-create-things/
2•nreece•1h ago•0 comments

Show HN: Argly – Turn your iPhone into a remote for your Mac [over WiFi]

https://apps.apple.com/us/app/argly/id6755750961
1•tn_•1h ago•1 comments

Show HN: I want to democratise Bloomberg Terminal

https://www.aulico.com/workspaces/new
2•lalalerodas•1h ago•1 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•7mo ago

Comments

Taikonerd•7mo 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•7mo 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•7mo 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•7mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•7mo 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•7mo 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•7mo 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•7mo 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•7mo 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_•7mo 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•7mo 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•7mo 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_•7mo 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•7mo 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•7mo 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•7mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.