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Film Grain Synthesis for AV1 Video Codec [pdf]

https://norkin.org/pdf/DCC_2018_AV1_film_grain.pdf
1•SoKamil•6m ago•0 comments

QuickTime turns 34 Yes, Apple's big bet on 'multimedia' still matters

https://www.macworld.com/article/2984983/happy-birthday-quicktime.html
1•CharlesW•7m ago•0 comments

The Ofcom Files, Part 4: Ofcom Rides Again

https://prestonbyrne.com/2025/12/04/the-ofcom-files-part-4-ofcom-rides-again/
2•parliament32•8m ago•0 comments

Built a fix for the 'minimum brightness is still too bright' problem on Hyprland

https://github.com/mrdrbrdr/ultra-low-brightness
1•mrdrbrdr•9m ago•1 comments

America Is Flying Blind on Immigration

https://www.apricitas.io/p/america-is-flying-blind-on-immigration
1•paulpauper•11m ago•0 comments

Apple to resist India order to preload state-run app as political outcry builds

https://www.reuters.com/sustainability/boards-policy-regulation/apple-resist-india-order-preload-...
1•CharlesW•11m ago•0 comments

Interpreting the Turnaway Study Correctly

https://www.betonit.ai/p/interpreting-the-turnaway-study-correctly
1•paulpauper•12m ago•0 comments

Incremental Development for Games (Is Hard) (2008)

https://journal.stuffwithstuff.com/2008/04/24/incremental-development-for-games-is-hard/
1•andsoitis•15m ago•0 comments

We need a canvas for input rather than textbox for all AI chatbots

1•nani98•18m ago•0 comments

SonicDE, the Sonic Desktop Environment

https://github.com/Sonic-DE
3•akagusu•21m ago•1 comments

MD Engine – No Code Game Creation Software

https://www.youtube.com/watch?v=0A1obMBxWPQ
1•bane•23m ago•0 comments

How come a post that got 7000 likes on Twitter, got zero interactions here?

1•andupotorac•24m ago•3 comments

Pouring Packages with Homebrew

https://lwn.net/Articles/1046236/
2•signa11•30m ago•0 comments

TanStack announces an AI product [video]

https://www.youtube.com/watch?v=TFaVCe5mSN8
1•ryanvogel•35m ago•1 comments

AV1 – Now Powering 30% of Netflix Streaming

https://netflixtechblog.com/av1-now-powering-30-of-netflix-streaming-02f592242d80
22•CharlesW•39m ago•0 comments

Leverage Points: Places to Intervene in a System

https://donellameadows.org/archives/leverage-points-places-to-intervene-in-a-system/
1•cebert•39m ago•0 comments

Legal-tech co Harvey raises $160M at $8B led by A16Z (up $5B after $300M raise)

https://www.nytimes.com/2025/12/04/business/dealbook/harvey-legal-ai.html
1•thoughtpeddler•45m ago•0 comments

GBNet: XGBoost and LightGBM Modules for PyTorch

https://github.com/mthorrell/gbnet
2•GBNetMaintainer•46m ago•0 comments

Trick users and bypass warnings – Modern SVG Clickjacking attacks

https://lyra.horse/blog/2025/12/svg-clickjacking/
8•spartanatreyu•46m ago•0 comments

Enforced Amnesia as Way to Mitigate the Risk of Silent Suffering in Conscious AI

https://proceedings.mlr.press/v235/tkachenko24a.html
1•yegortk•46m ago•1 comments

Bulldozed corpses and unmarked graves, CNN probes Gaza's missing aid seekers

https://www.cnn.com/2025/12/03/middleeast/bulldozed-corpses-gaza-israel-zikim-aid-intl-vis-invs
6•hebelehubele•47m ago•0 comments

Show HN: SimpleURL – An Affordable URL Shortener with Branded Link and Analytics

1•ronakkhunt•47m ago•0 comments

"How can democracy function if 84% [NJ] believe elected officials are corrupt?"

https://prospect.org/2025/12/04/andy-kim-machine-again-corruption-new-jersey/
4•JMiao•48m ago•3 comments

Things to Look for in the Best Hytale Servers

https://hytaletop100.com/blog/10-things-to-look-for-in-the-best-hytale-servers
1•doobie12•51m ago•0 comments

An Instagram Alternative That Works Even with JavaScript Off

https://phofee.com/explore
3•LandenLove•51m ago•0 comments

The Dawn of the Renaissance Developer

https://thekernel.news/
4•cebert•54m ago•1 comments

"Thinking Models" vs. Structured Prompts (Cost and Latency Analysis)

https://reidkimball.com/case-studies/cutting-ai-feature-costs-by-61-percent/
1•reidkimball•54m ago•1 comments

pollcoro: header-only C++17 coroutine-ts library using polling instead of resume

https://github.com/TroyKomodo/pollcoro
2•arunc•55m ago•0 comments

Why Can't We Quit Excel

https://www.bloomberg.com/features/2025-microsoft-excel-ai-software
3•petethomas•56m ago•2 comments

I called my recipe book Sabzi – vegetables. But the name was trademarked

https://www.theguardian.com/food/commentisfree/2025/dec/04/recipe-book-sabzi-vegetables-yasmin-kh...
1•sea6ear•57m ago•0 comments
Open in hackernews

GenAI-Accelerated TLA+ Challenge

https://foundation.tlapl.us/challenge/index.html
35•lemmster•7mo ago

Comments

Taikonerd•7mo 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•7mo 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•7mo 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•7mo ago
Then you need to be able to formally prove the equivalence of various TLA+ programs (maybe that's a solved problem?)
omneity•7mo 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•7mo 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•7mo 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•7mo 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•7mo 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_•7mo 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•7mo 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•7mo 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_•7mo 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•7mo 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•7mo 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•7mo ago
Interesting. I've always wanted to formalize the US Constitution into TLA+ in order to find loopholes.