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Over 10K Fortinet firewalls exposed to actively exploited 2FA bypass

https://www.bleepingcomputer.com/news/security/over-10-000-fortinet-firewalls-exposed-to-ongoing-...
1•fleahunter•22s ago•0 comments

2026 Open Inquiries

https://fakepixels.substack.com/p/2026-open-inquiries
1•jger15•1m ago•0 comments

Tokamak experiments exceed plasma density limit

https://phys.org/news/2025-12-tokamak-exceed-plasma-density-limit.html
2•leopoldj•1m ago•0 comments

Optimism is associated with exceptional longevity

https://www.pnas.org/doi/full/10.1073/pnas.1900712116
1•RickJWagner•1m ago•0 comments

Ask HN: Who is hiring? (January 2026)

2•whoishiring•1m ago•0 comments

Ask HN: Who wants to be hired? (January 2026)

2•whoishiring•1m ago•4 comments

Character-level language diffusion model trained on Tiny Shakespeare

https://github.com/nathan-barry/tiny-diffusion
1•gmays•1m ago•0 comments

Fixing My System76 Laptop in 20 Minutes or Less

https://danielmangum.com/posts/fix-system76-laptop-20-min/
1•hasheddan•3m ago•0 comments

Show HN: Text-to-3D Motion Generator (Hunyuan 1.0 wrapper)

https://hy-motion.ai/
1•yeekal•5m ago•0 comments

72 Fascinating Finds in 2025

https://www.smithsonianmag.com/history/seventy-two-fascinating-finds-revealed-in-2025-from-a-luxu...
1•RickJWagner•5m ago•0 comments

Try to Take My Position: The Best Promotion Advice I Ever Got

https://andrew.grahamyooll.com/blog/Try-to-Take-My-Position/
1•yuppiepuppie•6m ago•0 comments

'Clicks Communicator' Unveiled – Will You Carry This with Your iPhone?

https://www.macrumors.com/2026/01/02/clicks-communicator/
1•Tomte•7m ago•0 comments

How do you use online forms in real-world workflows?

https://app.crispforms.com/form/Rj3aPJOD
1•ubergeekady•8m ago•0 comments

OpenAI bets big on audio as Silicon Valley declares war on screens

https://techcrunch.com/2026/01/01/openai-bets-big-on-audio-as-silicon-valley-declares-war-on-scre...
1•nicksergeant•9m ago•0 comments

Open Database of Frontier AI Data Centers

https://epoch.ai/data/data-centers
1•toomuchtodo•10m ago•0 comments

Looking for idealist contributors for a values-driven blockchain project

https://rescathena.com/
1•juanmiruadev•10m ago•1 comments

New Jersey's answer to flooding: buy out and demolish 1200 properties

https://insideclimatenews.org/news/25122025/new-jersey-flood-prone-homes-buyout-program/
1•throw0101a•13m ago•0 comments

Harvard's Breakthroughs of 2025

https://www.harvard.edu/in-focus/breakthroughs-of-2025/
1•voxadam•13m ago•0 comments

Norway reaches 97% EV sales as EVs now outnumber diesels on its roads

https://electrek.co/2026/01/02/norway-reaches-97-ev-sales-as-evs-now-outnumber-diesels-on-its-roads/
1•robrain•14m ago•0 comments

Caltech's 2025 Year in Review

https://www.caltech.edu/about/news/2025-year-in-review
1•voxadam•14m ago•0 comments

Show HN: Crowdslist – A repository for year-end lists that don't disappear

https://www.crowdslist.com/
1•scriptedfantasy•14m ago•0 comments

Starlink 2025 Progress Report [pdf]

https://starlink.com/public-files/starlinkProgressReport_2025.pdf
1•payamb•16m ago•0 comments

The US Army is preparing to train its first AI specialists

https://www.theregister.com/2025/12/31/us_army_seeking_officers_willing/
1•gmays•16m ago•0 comments

Gut microbiota modulates plasticity, dopamine in VTA-mPFC pathway in depression

https://www.nature.com/articles/s41380-025-03398-y
1•QueensGambit•17m ago•0 comments

Show HN: A game about investing in startups (inspired by Zero to One)

https://zerooneterminal.com
1•patrik_cihal•17m ago•0 comments

Grey Market Peptides: Not for Human Consumption

https://vectorculture.substack.com/p/not-for-human-consumption
2•Anon84•17m ago•0 comments

Ask HN: Help with LLVM

1•kvthweatt•18m ago•0 comments

2nd time organizing a hackathon. JOIN

https://vibe.devpost.com
1•abdibrokhim•18m ago•0 comments

Stochastic Processes and SDEs

https://rbcborealis.com/research-blogs/stochastic-processes-and-sdes/
1•smokel•18m ago•0 comments

MacUpdater Officially Deprecated

https://www.corecode.io/macupdater/#dep
2•freeAgent•18m ago•0 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.