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Yojam: A macOS default-browser shim that routes URLs through a rule engine

https://github.com/fluffypony/yojam
1•birdculture•2m ago•0 comments

Embedded 191,922 Met artworks to find hidden twins across 4k years

https://jmp1062.github.io/met-weirdest-art/
1•jperryjperry•4m ago•1 comments

Show HN: CLI-use – turn any MCP server into a CLI in one command

1•justvugg•7m ago•0 comments

Tenstorrent's Large Compute Cluster, Generates Video Faster Than Real Time

https://www.eetimes.com/tenstorrent-previews-large-compute-cluster-generates-video-faster-than-re...
1•montyanderson•8m ago•0 comments

A Boy That Cried Mythos: Verification Is Collapsing Trust in Anthropic

https://www.flyingpenguin.com/the-boy-that-cried-mythos-verification-is-collapsing-trust-in-anthr...
2•MBCook•8m ago•0 comments

Objectively Measured Daytime Napping Pattern&All-Cause Mortality in Older Adults

https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2847953
1•bookofjoe•10m ago•0 comments

Edster – An open-source local AI agent with swarm mode and a web UI

https://github.com/unrealumanga/Nedster
1•unrealumanga•10m ago•0 comments

Parrot is a C++ library for fused array operations using CUDA/Thrust

https://github.com/NVlabs/parrot
1•tosh•12m ago•0 comments

What America Has Lost in the War with Iran

https://www.americanprogress.org/article/what-america-has-lost-in-the-war-with-iran/
1•KnuthIsGod•12m ago•0 comments

Might be the most Hollywood style launch video I've seen

https://twitter.com/photon_hq/status/2046656633749860430
2•juliec216•13m ago•0 comments

Terence Tao: On the importance of partial progress (2012)

https://terrytao.wordpress.com/career-advice/on-the-importance-of-partial-progress/
1•vinipolicena•13m ago•0 comments

TSRX – TypeScript Language Extension for Declarative UI

https://tsrx.dev/
1•bpierre•14m ago•0 comments

MCPorter – Call MCPs from TypeScript or as CLI

https://github.com/steipete/mcporter
1•dinakars777•23m ago•1 comments

WireGuard for Windows Reaches v1.0

https://lists.zx2c4.com/pipermail/wireguard/2026-April/009580.html
3•zx2c4•27m ago•0 comments

Why WooCommerce Needs an AI Store Manager, Not Another Chatbot?

https://heysarva.com
1•aishwaryashthe•28m ago•1 comments

Canadians pay more than 3.50x than Poles on matched BTC card route

https://augea.io/reports/retail-crypto-cost-benchmark-2026-q2
2•pharrisson•29m ago•0 comments

Fontspots: Eurostile

https://typesetinthefuture.com/2014/11/29/fontspots-eurostile/
1•_vaporwave_•30m ago•0 comments

Show HN: I built a coding agent that works with 8k context local models

https://github.com/razvanneculai/litecode
1•razvanneculai•32m ago•0 comments

.NET 10.0.7 Out-of-Band Security Update

https://devblogs.microsoft.com/dotnet/dotnet-10-0-7-oob-security-update/
3•yread•35m ago•0 comments

Trump is super unpopular. So why don't Democrats have a bigger lead?

https://www.natesilver.net/p/sbsq-31-trump-is-super-unpopular
3•7777777phil•35m ago•0 comments

AI Unmasked: a series of courses on AI without the hype

https://www.aiunmasked.io/
2•quietproof•35m ago•0 comments

We heard you: the new Framework Laptop 13 Pro [video]

https://www.youtube.com/watch?v=GnOpIQJnYWU
1•znpy•40m ago•1 comments

Ask HN: Claude Code Alternative

3•Frannky•40m ago•3 comments

Air Force can't quit the A-10 Warthog, extends service into 2030

https://taskandpurpose.com/news/air-force-a10-warthog-2030/
6•ilamont•40m ago•1 comments

Tell HN: My open-source project hit 5k registered users

5•darkhorse13•43m ago•0 comments

The distribution of power and inclusiveness across deep time

https://www.science.org/doi/10.1126/sciadv.aec1426
1•PaulHoule•43m ago•0 comments

Taskd – a new task management system

https://lmd.sh/taskd-a-new-task-management-system/
2•levidurfee•44m ago•0 comments

Ask HN: Gemini Pro does not give montly credits, do I have any rights?

https://gemini.google/us/subscriptions/?hl=en
1•kingleopold•44m ago•2 comments

A short taxonomy of the collapse of streaming subscription bundles

https://narendranag.com/2026/04/20/a-short-taxonomy-of-bundle-collapse.html
1•narendranag•44m ago•0 comments

Your Smart TV is taking screenshots of your screen every 15 seconds

https://twitter.com/heynavtoor/status/2044433988312560051
7•nowflux•45m ago•8 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•11mo ago

Comments

Taikonerd•11mo 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•11mo 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•11mo 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•11mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•11mo 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•11mo 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•11mo 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•11mo 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•11mo 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_•11mo 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•11mo 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•11mo 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_•11mo 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•11mo 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•11mo 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•11mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.