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Flirt: The Native Backend

https://blog.buenzli.dev/flirt-native-backend/
2•senekor•1m ago•0 comments

OpenAI's Latest Platform Targets Enterprise Customers

https://aibusiness.com/agentic-ai/openai-s-latest-platform-targets-enterprise-customers
1•myk-e•4m ago•0 comments

Goldman Sachs taps Anthropic's Claude to automate accounting, compliance roles

https://www.cnbc.com/2026/02/06/anthropic-goldman-sachs-ai-model-accounting.html
2•myk-e•6m ago•3 comments

Ai.com bought by Crypto.com founder for $70M in biggest-ever website name deal

https://www.ft.com/content/83488628-8dfd-4060-a7b0-71b1bb012785
1•1vuio0pswjnm7•7m ago•1 comments

Big Tech's AI Push Is Costing More Than the Moon Landing

https://www.wsj.com/tech/ai/ai-spending-tech-companies-compared-02b90046
1•1vuio0pswjnm7•9m ago•0 comments

The AI boom is causing shortages everywhere else

https://www.washingtonpost.com/technology/2026/02/07/ai-spending-economy-shortages/
1•1vuio0pswjnm7•11m ago•0 comments

Suno, AI Music, and the Bad Future [video]

https://www.youtube.com/watch?v=U8dcFhF0Dlk
1•askl•13m ago•1 comments

Ask HN: How are researchers using AlphaFold in 2026?

1•jocho12•16m ago•0 comments

Running the "Reflections on Trusting Trust" Compiler

https://spawn-queue.acm.org/doi/10.1145/3786614
1•devooops•21m ago•0 comments

Watermark API – $0.01/image, 10x cheaper than Cloudinary

https://api-production-caa8.up.railway.app/docs
1•lembergs•22m ago•1 comments

Now send your marketing campaigns directly from ChatGPT

https://www.mail-o-mail.com/
1•avallark•26m ago•1 comments

Queueing Theory v2: DORA metrics, queue-of-queues, chi-alpha-beta-sigma notation

https://github.com/joelparkerhenderson/queueing-theory
1•jph•38m ago•0 comments

Show HN: Hibana – choreography-first protocol safety for Rust

https://hibanaworks.dev/
5•o8vm•40m ago•0 comments

Haniri: A live autonomous world where AI agents survive or collapse

https://www.haniri.com
1•donangrey•40m ago•1 comments

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•53m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•56m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
2•helloplanets•59m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•1h ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•1h ago•0 comments

Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.netlify.app/
1•zizoulegrande•1h ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•1h ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
2•basilikum•1h ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•1h ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•1h ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
4•throwaw12•1h ago•2 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•1h ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•1h ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•1h ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•1h ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
2•andreabat•1h ago•1 comments
Open in hackernews

Creating fair dice from random objects

https://arstechnica.com/science/2025/05/your-next-gaming-dice-could-be-shaped-like-a-dragon-or-armadillo/
40•epipolar•7mo ago

Comments

gametorch•7mo ago
the title is a classic quant interview problem

the basic idea is that, because multiplication commutes, probability of A then B is the same as probability of B then A, so long as they are independent events (rolling objects typically meets this criteria)

so instead of using just A or just B, which might neither have 0.5 probability, you only count "A then B" and "B then A" as rolls

and this trivially extends to constructing a fair N-sided die out of any arbitrarily biased die for any N

ted_dunning•7mo ago
That isn't what the article is about at all. It's not even what the first paragraph is about.

What they are doing is designing physical shapes that will have a specified probability of falling in different positions.

What you are talking about is post processing a biased random signal to get a less biased signal.

stevage•7mo ago
And yet the person you replied to was quite clear that they are responding to the title.
svat•7mo ago
That isn't the title either: the title is “Creating fair dice from random objects”, while what they are responding to may be something like “Creating fair coins from biased coins”. So they're only responding to the “Creating fair _ from _” part of the title. Responding to three out of six words in the title isn't bad I guess.
ncruces•7mo ago
> and this trivially extends to constructing a fair N-sided die out of any arbitrarily biased die for any N

They wrote something interesting, even if it only tangentially matches the topic.

Pointing out that it doesn't exactly match the topic also adds to the conversation, I guess, but I think we've now exhausted any interest (so I won't be arguing further).

gametorch•7mo ago
just providing a comment I thought was interesting and kind of relevant

wasn't trying to hurt anyone or anything

ethan_smith•7mo ago
This technique is formally known as the Von Neumann extractor (1951), a foundational concept in randomness extraction.
pixelpoet•7mo ago
Hey hey, it's Keenan Crane again :)
godelski•7mo ago
For those that don't know, he is a HIGHLY respected researcher and well known for effectively communicating complex topics. He really makes it fun. Often as visually entertaining as 3B1B while diving into more depth. I'd highly recommend people poke through his site and YouTube channel

https://www.cs.cmu.edu/~kmcrane/

https://www.youtube.com/user/keenancrane

https://x.com/keenanisalive?lang=en

orlp•7mo ago
How to create a fair coin from an arbitrarily biased coin:

1. Toss the coin and remember the answer.

2. Toss the coin again, if it is different from your previous toss then your result from #1 is fair. Otherwise, go back to step 1.

If p is the probability of getting heads, there are four possible outcomes with their associated probabilities:

    TT -> (1 - p)^2   (rejected)
    HT -> p * (1 - p)
    TH -> (1 - p) * p
    TT -> p^2         (rejected)
Needless to say, p * (1 - p) and (1 - p) * p have an equal probability, so if we don't reject our two tosses, we have a fair outcome.
stevage•7mo ago
That's cute. intuitively, if two flips give different outcomes, it's fifty/fifty which would be first.
gametorch•7mo ago
But also, you might have to flip the coin an arbitrarily large number of times before you get a "heads tails" or "tails heads" roll (if I can arbitrarily pick how biased the coin is).
IAmBroom•7mo ago
The opening scene of "Rosencrantz and Guildenstern Are Dead" springs to mind.

And that coin wasn't even biased... although Tom Stoppard was a confounding factor.

IAmBroom•7mo ago
You are assuming an unbiased coin.

Imagine I glue a poker chip to a washer. There's a clear bias in the outcome of this "coin".

This method resolves that bias.

stevage•7mo ago
I understood perfectly already.
gwern•7mo ago
Reference: https://en.wikipedia.org/wiki/Randomness_extractor#Von_Neuma...
gerdesj•7mo ago
"arbitrarily" is doing some heavy lifting!

I'm not sure that two concurrent harmonious answers constitutes a "fixed" coin or a diagnosis of a fixed coin.

This scheme will be rubbish with a one sided coin ie the limit for "arbitrary fixed coin".

IAmBroom•7mo ago
How is that "heavy lifting"? It's perfectly reasonable for any real-world "coin".
minikomi•7mo ago
1. flip the coin until it lands on its edge.

2. the person who achieves this is the winner.

nullc•7mo ago
VN extrator is a specific case of a more general idea: When you independently (hard assumption of VN extractor) draw M times with N possibilities then you can extract entropy from their permutation.

Assign some scheme for converting permutations to an index.

Then get uniform bits out, maintain two variables: one is the product of the number of permutations, the other gets multiplied by the number of permutations and the index added. Whenever the number of possibilities is divisible by two, output the LSB of the index accumulator and halve the number of possibilities.

Size up your groups and accumulators and you can get arbitrarily high extraction rates.

Doing it efficiently and in constant time (e.g. without divisions) is the more exciting trick. A colleague and I managed an extractor for the binary case that packs takes 10+3N multiplies and N CTZs to pack N bits (giving an exact invertible encoding when bits choose ones is < 2^64).

derbOac•7mo ago
The question I have is how stable are the probabilities over time? My guess is traditional dice are more physically robust to wear and degrade more gracefully.
zzo38computer•7mo ago
It does not seem to be so useful and practical to use strange shapes for dice; the common shapes, with numbers (or other symbols that are applicable for the game you are playing) on each side, will probably be more useful, anyways. However, it might be interesting.

Another reason to use dice for tabletop games is so that the game can be played without the use of a computer.

When I play GURPS, I generally use different dice with each dice roll in order to try to mitigate some of the bias. (I don't know quite how much effective this really is, though.)

archimedis•7mo ago
The Roman rock crystal icosahedron die in the Louvre would be nice:

https://archimedes-lab.org/2021/07/15/amazing-roman-rock-cry...

IncreasePosts•7mo ago
The linked oracle site has a 6mb of marble for a background. Yowza!
blurbleblurble•7mo ago
Keenan Crane is legendary