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Lawmakers move to extend two cyber programs (again) in funding proposal

https://therecord.media/lawmakers-move-to-extend-two-cyber-programs-again
1•PaulHoule•1m ago•0 comments

What These Cockpit Lights Mean – ATR Simulator Walkthrough – Dark Cockpit

https://www.youtube.com/watch?v=Q7_PB6f2pqY
1•starkparker•5m ago•0 comments

Fuel Economy Fraud: Closing Loopholes That Increase U.S. Oil Dependence (2005) [pdf]

https://www.ucs.org/sites/default/files/2019-09/executive_summary_final.pdf
1•CGMthrowaway•6m ago•0 comments

Altman, Bezos and Zuckerberg donate to Trump's inauguration fund (2024)

https://www.npr.org/2024/12/13/nx-s1-5227874/trump-bezos-zuckerberg-amazon-facebook-open-ai-meta-...
5•pera•8m ago•0 comments

Bio-Theory Lab Notes: Growth Rates and Worm Brains

https://chillphysicsenjoyer.substack.com/p/bio-theory-lab-notes
1•crescit_eundo•9m ago•0 comments

Grainrad: Browser ASCII/Dithering Tool

https://grainrad.com/
2•smusamashah•17m ago•0 comments

Markdown Viewer – Get This Extension for Firefox (En-US)

https://addons.mozilla.org/en-US/firefox/addon/markdown-viewer-extension/
1•dp-hackernews•18m ago•0 comments

Using Information Entropy to Make Choices / Choose Experiments

https://blog.demofox.org/2025/10/05/using-information-entropy-to-make-choices-choose-experiments/
2•deadbishop•18m ago•0 comments

Daxfs Proposed as Newest Linux File-System

https://www.phoronix.com/news/DAXFS-Linux-File-System
1•Bender•20m ago•0 comments

CachyOS Starts 2026 by Switching to Plasma Login Manager, Live ISO Using Wayland

https://www.phoronix.com/news/CachyOS-January-2026
3•Bender•20m ago•0 comments

OptiMind: Research Model Designed for Optimization

https://huggingface.co/blog/microsoft/optimind
1•gmays•20m ago•0 comments

Almost 12,000 flights canceled as major winter storm bears down across US

https://ktla.com/news/nationworld/ap-over-8000-flights-canceled-as-major-winter-storm-bears-down-...
2•Bender•20m ago•0 comments

Man is shot and killed during Minneapolis immigration crackdown

https://apnews.com/article/immigration-enforcement-minnesota-4d1499fc5962ab880f3816259e04bdbf
11•DiscourseFan•24m ago•2 comments

Dorodango: the hobby that took over Japan in 1999

https://www.youtube.com/watch?v=2H0r81kv5GA
1•n1b0m•25m ago•0 comments

Announcing winapp, the Windows App Development CLI

https://blogs.windows.com/windowsdeveloper/2026/01/22/announcing-winapp-the-windows-app-developme...
2•CharlesW•25m ago•0 comments

I don't write code anymore – I sculpt it

https://www.jerpint.io/blog/2026-01-24-i-dont-write-code-anymore-i-sculpt-it/
3•jerpint•25m ago•0 comments

We didn't ask for 'smart' cars – so why are we getting them?

https://www.autocar.co.uk/opinion/new-cars/we-didn%E2%80%99t-ask-smart-cars-so-why-are-we-getting...
5•breve•25m ago•3 comments

Policy-Based Routing on an OpenWrt Router

https://dariusz.wieckiewicz.org/en/policy-based-routing-openwrt
4•idarek•25m ago•1 comments

Writing a Go SQL Driver

https://www.dolthub.com/blog/2026-01-23-golang-sql-drivers/
1•ingve•26m ago•0 comments

Terraform Actions: Deep-Dive

https://mattias.engineer/blog/2025/terraform-actions-deep-dive/
1•based2•26m ago•0 comments

The chronically online will become a new underclass [video]

https://www.youtube.com/watch?v=Bm2Q9HkbLsQ
2•nanfinitum•28m ago•0 comments

Isolating Claude Code

https://yieldcode.blog/post/isolating-claude-code/
1•ingve•28m ago•0 comments

Hybrid and electric semi truck sales topped 231,000 units 2025 – in China alone

https://electrek.co/2026/01/24/hybrid-and-electric-semi-truck-sales-topped-231000-units-2025-in-c...
2•breve•28m ago•0 comments

Seat-back psychology helped a WA business build a dynasty

https://www.seattletimes.com/business/boeing-aerospace/how-seat-back-psychology-helped-a-wa-busin...
1•CharlesW•28m ago•0 comments

Divergent creativity in humans and large language models

https://www.nature.com/articles/s41598-025-25157-3
2•geox•28m ago•0 comments

Im fucking serious, you can just do things

https://vibe.devpost.com
3•abdibrokhim•31m ago•0 comments

Lennart Poettering and the Cause of Civility

https://www.linux-magazine.com/Online/Blogs/Off-the-Beat-Bruce-Byfield-s-Blog/Lennart-Poettering-...
2•written-beyond•32m ago•0 comments

Continental Power, Maritime Power, and the Fight for a New World Order

https://www.foreignaffairs.com/united-states/land-or-sea-paine
2•mooreds•38m ago•1 comments

Ten Ways to Fool the Masses When Presenting Battery Research (2021)

https://chemistry-europe.onlinelibrary.wiley.com/doi/10.1002/batt.202100154
2•johlo•38m ago•0 comments

Why AI Mentions Brands More Than It Recommends Them, and What That Means for SEO

https://www.flygen.ai/
2•AaronMeslin•39m ago•1 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•8mo ago

Comments

Taikonerd•8mo 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•8mo 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•8mo 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•8mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•8mo 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•8mo 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•8mo 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•8mo 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•8mo 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_•8mo 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•8mo 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•8mo 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_•8mo 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•8mo 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•8mo 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•8mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.