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Git-am applies commit message diffs

https://lore.kernel.org/git/bcqvh7ahjjgzpgxwnr4kh3hfkksfruf54refyry3ha7qk7dldf@fij5calmscvm/
1•rkta•2m ago•0 comments

ClawEmail: 1min setup for OpenClaw agents with Gmail, Docs

https://clawemail.com
1•aleks5678•9m ago•1 comments

UnAutomating the Economy: More Labor but at What Cost?

https://www.greshm.org/blog/unautomating-the-economy/
1•Suncho•15m ago•1 comments

Show HN: Gettorr – Stream magnet links in the browser via WebRTC (no install)

https://gettorr.com/
1•BenaouidateMed•16m ago•0 comments

Statin drugs safer than previously thought

https://www.semafor.com/article/02/06/2026/statin-drugs-safer-than-previously-thought
1•stareatgoats•18m ago•0 comments

Handy when you just want to distract yourself for a moment

https://d6.h5go.life/
1•TrendSpotterPro•20m ago•0 comments

More States Are Taking Aim at a Controversial Early Reading Method

https://www.edweek.org/teaching-learning/more-states-are-taking-aim-at-a-controversial-early-read...
1•lelanthran•21m ago•0 comments

AI will not save developer productivity

https://www.infoworld.com/article/4125409/ai-will-not-save-developer-productivity.html
1•indentit•26m ago•0 comments

How I do and don't use agents

https://twitter.com/jessfraz/status/2019975917863661760
1•tosh•32m ago•0 comments

BTDUex Safe? The Back End Withdrawal Anomalies

1•aoijfoqfw•35m ago•0 comments

Show HN: Compile-Time Vibe Coding

https://github.com/Michael-JB/vibecode
5•michaelchicory•38m ago•1 comments

Show HN: Ensemble – macOS App to Manage Claude Code Skills, MCPs, and Claude.md

https://github.com/O0000-code/Ensemble
1•IO0oI•41m ago•1 comments

PR to support XMPP channels in OpenClaw

https://github.com/openclaw/openclaw/pull/9741
1•mickael•41m ago•0 comments

Twenty: A Modern Alternative to Salesforce

https://github.com/twentyhq/twenty
1•tosh•43m ago•0 comments

Raspberry Pi: More memory-driven price rises

https://www.raspberrypi.com/news/more-memory-driven-price-rises/
1•calcifer•49m ago•0 comments

Level Up Your Gaming

https://d4.h5go.life/
1•LinkLens•53m ago•1 comments

Di.day is a movement to encourage people to ditch Big Tech

https://itsfoss.com/news/di-day-celebration/
3•MilnerRoute•54m ago•0 comments

Show HN: AI generated personal affirmations playing when your phone is locked

https://MyAffirmations.Guru
4•alaserm•55m ago•3 comments

Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manager Containers

https://github.com/paolobietolini/gtm-mcp-server
1•paolobietolini•56m ago•0 comments

Launch of X (Twitter) API Pay-per-Use Pricing

https://devcommunity.x.com/t/announcing-the-launch-of-x-api-pay-per-use-pricing/256476
1•thinkingemote•56m ago•0 comments

Facebook seemingly randomly bans tons of users

https://old.reddit.com/r/facebookdisabledme/
1•dirteater_•57m ago•1 comments

Global Bird Count Event

https://www.birdcount.org/
1•downboots•58m ago•0 comments

What Is Ruliology?

https://writings.stephenwolfram.com/2026/01/what-is-ruliology/
2•soheilpro•1h ago•0 comments

Jon Stewart – One of My Favorite People – What Now? with Trevor Noah Podcast [video]

https://www.youtube.com/watch?v=44uC12g9ZVk
2•consumer451•1h ago•0 comments

P2P crypto exchange development company

1•sonniya•1h ago•0 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
2•jesperordrup•1h ago•0 comments

Write for Your Readers Even If They Are Agents

https://commonsware.com/blog/2026/02/06/write-for-your-readers-even-if-they-are-agents.html
1•ingve•1h ago•0 comments

Knowledge-Creating LLMs

https://tecunningham.github.io/posts/2026-01-29-knowledge-creating-llms.html
1•salkahfi•1h ago•0 comments

Maple Mono: Smooth your coding flow

https://font.subf.dev/en/
1•signa11•1h ago•0 comments

Sid Meier's System for Real-Time Music Composition and Synthesis

https://patents.google.com/patent/US5496962A/en
1•GaryBluto•1h ago•1 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•9mo ago

Comments

Taikonerd•9mo 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•9mo 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•9mo 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•9mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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_•9mo 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•9mo 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•9mo 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_•9mo 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•9mo 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•9mo 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•9mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.