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Show HN: A photo colorizer I built after revisiting old family photos

https://www.colorize.studio/
1•sonny177•3m ago•0 comments

The GitHub Annotation Toolkit

https://github.com/github/annotation-toolkit
1•robin_reala•10m ago•0 comments

Show HN: Case-IQ UK case law generator

https://case-iq.co.uk
1•shouldabought•13m ago•0 comments

Matcha local RSS adds LLM notifications

https://github.com/piqoni/matcha/releases/tag/v0.8.0
1•lexoj•14m ago•0 comments

PaperMotion Pro – Turn photos into paper animations in the browser

https://paperanimator.pro
1•TinyMomentum•16m ago•1 comments

I am smarter than ChatGPT-5 mini (at Clues by Sam)

https://goose.leaflet.pub/3lxal7n5gtk25
1•Antibabelic•16m ago•0 comments

Mpm based fluid SIM (using accelerometer on Android)

https://ubernaut.github.io/webGPUphysics/demos/mpm-visual.html
1•gnarbarian•16m ago•0 comments

Writing as Psychotechnology

https://psychotechnology.substack.com/p/writing-as-psychotechnology-3030
2•eatitraw•18m ago•2 comments

Is GitHub currently leaking private issues and pull requests?

1•rudasn•19m ago•0 comments

Agentic Scratch Memory Using Pensieve

https://pradeeproark.com/posts/agentic-scratch-memory-using-pensieve/
1•gmays•21m ago•0 comments

New universal law predicts how most objects shatter

https://phys.org/news/2025-11-universal-law-shatter-bottles.html
1•the-mitr•23m ago•0 comments

Opus 4.5 is 2x cheaper and 2x better relative to Sonnet in reality. A quick demo

https://boing.playcode.io
2•ianberdin•25m ago•5 comments

Show HN: I built a fast,free CVE Search API(300k+records)because NVD was tooslow

1•cybersec_api•26m ago•0 comments

The Case for AI Transpilation

https://yishus.dev/ai-transpilation/
1•enunciatespace•27m ago•0 comments

Virtual Brendans

https://www.brendangregg.com/blog//2025-11-28/ai-virtual-brendans.html
2•zoidb•36m ago•0 comments

Crowdsourced Linux and Steam Deck game compatibility reports

https://www.protondb.com/
3•doener•40m ago•0 comments

Ask HN: Why isn't anyone using RethinkDB anymore?

1•colesantiago•42m ago•1 comments

Panomicron Holmium – 6x7 Rangefinder

https://www.panomicron.com/holmium-1
1•leopoldj•42m ago•0 comments

Tool calling is broken without MCP Server Composition

https://hackteam.io/blog/tool-calling-is-broken-without-mcp-server-composition/
2•gethackteam•44m ago•1 comments

Sensory Processing of Time and Space in Autistic Children: Accuracy over Speed

https://www.mdpi.com/2227-9067/12/10/1366
2•sundarurfriend•44m ago•0 comments

Blame Our Love of Booze on Our Primate Ancestors

https://www.wsj.com/science/biology/alcohol-humans-primates-apes-evolution-833b8bff
2•ioblomov•44m ago•1 comments

Benjamin Franklin's Experiments

https://www.lrb.co.uk/the-paper/v47/n22/ferdinand-mount/his-very-variousness
1•ostacke•45m ago•1 comments

A lost Amazon world just reappeared in Bolivia

https://www.sciencedaily.com/releases/2025/11/251130205421.htm
2•ashishgupta2209•46m ago•0 comments

Forensic linguistics: dark web criminals give themselves away with language

https://theconversation.com/forensic-linguistics-how-dark-web-criminals-give-themselves-away-with...
3•PaulHoule•46m ago•0 comments

TV 3.0 proves LCEVC readiness for everyone

https://v-nova.com/articles/the-tv-3-0-ripple-effect/
1•madspindel•46m ago•0 comments

Do the thinking models think?

https://bytesauna.com/post/consciousness
11•mapehe•50m ago•7 comments

How to Implement a File Integrity Monitor in Linux

https://blog.clear-byte.com/how-to-implement-a-file-integrity-monitor-in-linux-2a1f14afa11f
2•kirillwolkow•54m ago•0 comments

The Model of Catastrophe

https://aeon.co/essays/todays-complex-climate-models-arent-equivalent-to-reality
3•the-mitr•57m ago•0 comments

Secret Store CSI is abandonned and should be shut down

https://github.com/kubernetes-sigs/secrets-store-csi-driver/commits/main/
1•mt42or•58m ago•1 comments

Ask HN: What are your favorite board games?

1•Razengan•1h ago•2 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•6mo ago

Comments

Taikonerd•6mo 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•6mo 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•6mo 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•6mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•6mo 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•6mo 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•6mo 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•6mo 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•6mo 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_•6mo 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•6mo 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•6mo 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_•6mo 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•6mo 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•6mo 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•6mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.