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Game Modding with GenAI: A Case Study of Stardew Valley Character Maker

https://arxiv.org/abs/2507.13951
1•azhenley•4m ago•0 comments

The History of Stoner.com

https://ron.stoner.com/The_History_Of_Stoner_._com/
1•tinkelenberg•6m ago•0 comments

Wero announces the launch of its ecommerce solution in

https://epicompany.eu/media-insights/wero-announces-launch-ecommerce-in-belgium
1•absqueued•6m ago•0 comments

Building Kepler

https://www.astronomer.io/blog/building-kepler-astronomer-internal-data-assistant/
1•tayloramurphy•8m ago•0 comments

A 1,300-pound NASA spacecraft to re-enter Earth's atmosphere

https://www.bbc.com/news/articles/cd9gwdgg38vo
1•reconnecting•10m ago•0 comments

At what level of deep context engineering does AI output become human-crafted?

1•svstoyanovv•12m ago•0 comments

State of AI 2026: The $600B inference subsidy, energy bottlenecks, and labor

https://lostframe.ai/research
1•willtaubenheim•14m ago•1 comments

Tell HN: Vertical tabs has arrived (behind a flag) in Chrome stable

1•crummy•16m ago•0 comments

Ask HN: Is Starlink still being jammed in Iran?

1•Jblx2•16m ago•0 comments

RoqueOS – an OS to control your homelab (now on the Apple App Store)

https://roqueos.com.br/
1•roqueribeiro•17m ago•1 comments

SSH Is the Agent Internet

https://rolandsharp.com/ssh-is-the-agent-internet/
1•epscylonb•22m ago•0 comments

Show HN: Mumpix – Local-first AI infrastructure and $1B developer grant

https://mumpixdb.com/mumpix-billion-program.html#claim
1•carreraellla•23m ago•0 comments

MPs give ministers powers to restrict Internet

https://www.openrightsgroup.org/press-releases/mps-give-ministers-powers-to-restrict-entire-inter...
2•Jigsy•25m ago•0 comments

Amazon Cognito and FusionAuth Comparison

https://fusionauth.io/blog/amazon-cognito-and-fusionauth-comparison
1•mooreds•27m ago•0 comments

Updating yes(1) to run at 175GiB/s

https://github.com/coreutils/coreutils/commit/2b1c059e6
1•pixelbeat__•28m ago•0 comments

Log4j – Addressing AI-slop in security reports

https://github.com/apache/logging-log4j2/discussions/4052
1•tchalla•28m ago•0 comments

Mesa

https://docs.mesa.dev/content/getting-started/introduction
2•handfuloflight•29m ago•0 comments

Bay Area man gets 11 years for $1B solar Ponzi scheme

https://www.sfgate.com/bayarea/article/bay-area-ponzi-scheme-22063096.php
3•randycupertino•32m ago•0 comments

The State of Video Gaming in 2026 (Early Access Edition)

https://www.matthewball.co/all/presentation-the-state-of-video-gaming-in-2026
1•doener•34m ago•1 comments

Think Twice Before Buying or Using Meta's Ray-Bans

https://www.eff.org/deeplinks/2026/03/think-twice-buying-or-using-metas-ray-bans
5•hn_acker•38m ago•1 comments

Anthropic gives lesson in AI revenue hallucination

https://www.reuters.com/commentary/breakingviews/anthropic-gives-lesson-ai-revenue-hallucination-...
1•latinodev•42m ago•2 comments

Production query plans without production data

https://boringsql.com/posts/portable-stats/
2•birdculture•46m ago•0 comments

Build a deep researcher and learn DSPy Signatures and Modules

https://www.cmpnd.ai/blog/learn-dspy-deep-research.html
2•dbreunig•47m ago•0 comments

AI Is Making Libraries Obsolete

https://maho.dev/2026/03/ai-is-making-libraries-obsolete/
1•mahoivan•48m ago•1 comments

Singularity Is Around?

1•essekar•49m ago•1 comments

Do YC companies all use the top sales tools?

1•justin_cheu•50m ago•0 comments

Deleted Tweet from Energy Secretary Sends Oil Markets on Another Wild Ride

https://www.wsj.com/finance/stocks/deleted-tweet-from-energy-secretary-sends-oil-markets-on-anoth...
1•petethomas•51m ago•0 comments

Evolving the Node.js Release Schedule

https://nodejs.org/en/blog/announcements/evolving-the-nodejs-release-schedule
3•suresh70•51m ago•0 comments

DOGE employee stole Social Security data and put it on a thumb drive

https://techcrunch.com/2026/03/10/doge-employee-stole-social-security-data-and-put-it-on-a-thumb-...
13•elsewhen•55m ago•1 comments

Claude Opus 4.6 generated a YouTube poop video with a single prompt

https://twitter.com/josephdviviano/status/2031196768424132881
1•dokdev•55m ago•2 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•10mo ago

Comments

Taikonerd•10mo 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•10mo 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•10mo 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•10mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•10mo 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•10mo 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•10mo 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•10mo 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•10mo 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_•10mo 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•10mo 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•10mo 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_•10mo 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•10mo 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•10mo 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•10mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.