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A Tale of Two Standards, POSIX and Win32 (2005)

https://www.samba.org/samba/news/articles/low_point/tale_two_stds_os2.html
1•goranmoomin•3m ago•0 comments

Ask HN: Is the Downfall of SaaS Started?

1•throwaw12•4m ago•0 comments

Flirt: The Native Backend

https://blog.buenzli.dev/flirt-native-backend/
2•senekor•6m 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•8m 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•11m 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•12m 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•14m 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•15m ago•0 comments

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

https://www.youtube.com/watch?v=U8dcFhF0Dlk
1•askl•17m ago•1 comments

Ask HN: How are researchers using AlphaFold in 2026?

1•jocho12•20m ago•0 comments

Running the "Reflections on Trusting Trust" Compiler

https://spawn-queue.acm.org/doi/10.1145/3786614
1•devooops•25m ago•0 comments

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

https://api-production-caa8.up.railway.app/docs
1•lembergs•27m ago•1 comments

Now send your marketing campaigns directly from ChatGPT

https://www.mail-o-mail.com/
1•avallark•30m ago•1 comments

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

https://github.com/joelparkerhenderson/queueing-theory
1•jph•42m ago•0 comments

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

https://hibanaworks.dev/
5•o8vm•44m ago•1 comments

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

https://www.haniri.com
1•donangrey•45m 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•58m ago•0 comments

Atlas: Manage your database schema as code

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

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
2•helloplanets•1h 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•3 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
Open in hackernews

CU Randomness Beacon

https://random.colorado.edu/
64•wello•7mo ago

Comments

Octokat•7mo ago
Skobuffs!
clncy•7mo ago
The beacon to be guarded at all times by Ralphie??
CaliforniaKarl•7mo ago
Ah, another randomness beacon! Although I wish it used the same API as NIST's beacon, either the v1 or v2 API.
eadmund•7mo ago
NIST v2: https://csrc.nist.gov/projects/interoperable-randomness-beac...

NIST v2: https://csrc.nist.gov/projects/interoperable-randomness-beac...

jebarker•7mo ago
Interestingly NIST also has a large campus in Boulder. Maybe Boulder is the epi-center of randomness??
zefhous•7mo ago
Then one could dynamically and randomly choose which randomness beacon to use! I like it.
lxgr•7mo ago
Ideally you’d use all of them by mixing their outputs together.
ntnsndr•7mo ago
A use case for a blockchain?
DamonHD•7mo ago
There are good uses for block-chain like things, even beyond sprinking in a mention to help raise grant funding, but the headline-grabbers have generally not been those...
PretzelPirate•7mo ago
It must be since they use a blockchain for this to decentralized and verify the timestamps.
tonnydourado•7mo ago
laughs in Brazilian
ribcage•7mo ago
Things like these are absolutely idiotic. Every single computer, be it a laptop or desktop or a phone, are able to produce randomness. Why in the hell would you trust a random website?
svota•7mo ago
Because, firstly, this is a university, not some rando self-hosting, and secondly, you can't generate randomness from any classical computer, only pseudorandomness [0]. This means that a dedicated adversary can potentially work out what the outcome will be. For something like the use cases they mention - jury selection, lottery, etc. - you want actual randomness.

[0] - https://en.wikipedia.org/wiki/Pseudorandomness

throw0101d•7mo ago
> […] you can't generate randomness from any classical computer, only pseudorandomness [0].

Back in 1999 Intel used amplified thermal noise from analog circuits on their chips to generate randomness:

* PDF: https://web.archive.org/web/20100714102630/https://www.crypt...

This was further refined and in 2011 they published how RdRand (formerly "Bull Mountain") works:

* https://spectrum.ieee.org/behind-intels-new-randomnumber-gen...

* https://en.wikipedia.org/wiki/RDRAND

* PDF: https://www.intel.com/content/dam/develop/external/us/en/doc...

So classical computers can generate randomness if you have the right circuits for it.

treyd•7mo ago
> So classical computers can generate randomness if you have the right circuits for it.

That is by definition not a classical computer. It's not a quantum computer, but it's probabilistic in a limited sense.

dekhn•7mo ago
I don't think anybody wrote a description of a classical computer that excludes components that generate harvestable random noise. Effectively all computers are probabilistic, it's just that the probabilities for instructions, memory fetches, bus transfers, etc, have such low error probabilities that you will likely go years without directly observing one.
treyd•7mo ago
A classical computer is a pure mathematical object. No real-world computer completely embodies the concept, but they vary in how much they try to hide it. Rdrand is an admission that no they're really not classical computers, and it turns out that that is useful in certain scenarios.
dekhn•7mo ago
oh you're talking about deterministic turing machines (have not heard that referred to as "classical" computer before- typically when people say that, they mean an actual physical real-world computer, not a theoretical model.
sidewndr46•7mo ago
I think you could just create something like this and sample it with the sound card as well https://en.wikipedia.org/wiki/Chua%27s_circuit
dekhn•7mo ago
A zener diode- standard component- produces random noise. It needs to be mildly conditioned to be unbiased.
ghkbrew•7mo ago
From tfa:

Often, randomness is thought of as something you want to keep hidden, such as when generating passwords or cryptographic keys. However, there are many applications where an independent and public source of randomness is useful. For example, randomizing public audits, selecting candidates for jury duty, or fairly assigning resources through a lottery.

lxgr•7mo ago
Sometimes you need publicly verifiable randomness, and then your own hardware (which you might or might not even trust privately, depending on how much you trust your vendors) isn’t much help.

If you still think that's idiotic, I'm happy to bet against you in an unbiased* coin flip simulated on my machine which you unfortunately can't inspect :)

dmitrygr•7mo ago
Ever taken a stats class? Recall the "table of random values" in the back of the book? That's why
OkayPhysicist•7mo ago
The idea here is that it's a public, traceable generation of random numbers. So, if the two of us wanted to flip a coin to settle a disagreement, we could agree on some future value of this beacon (unknowable to us at the moment) to use as the source of entropy, then let one of us choose heads or tails, telling the other person what we chose. Then we wait until the agreed time, check the beacon, and boom, a fair coin toss, which we can be fairly certain wasn't manipulated by either of us.
Cshelton•7mo ago
Sorry, can't help myself! The Ralphie running demo on the site is hilarious. Some say, you could just use Ralphie's actual runs from this past year, true randomness!
wslh•7mo ago
I recommend to also jump to "What is the Twine Protocol" [1] where they created a blockchain without a consensus layers because they have a level of trust in timestamps.

[1] https://docs.twine.world/twine-protocol-documentation

spelunker•7mo ago
The source of their randomness is interesting, as someone not well-versed in physics: https://random.colorado.edu/concepts/traceable-randomness
grokgrok•7mo ago
Imagine the terrors of multiple government agencies synchronizing ID selection to an identical source of randomness. Congrats, you won jury duty, a tax audit AND selective service!
RainyDayTmrw•7mo ago
One would want to use something like HKDF[1] to create derived values with domain separation.

[1] https://en.wikipedia.org/wiki/HKDF

wuiheerfoj•7mo ago
Verifiable quantum randomness sounds interesting - https://drand.love is another verifiable randomness beacon, though using more traditional cryptography