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OpenCiv3: Open-source, cross-platform reimagining of Civilization III

https://openciv3.org/
444•klaussilveira•6h ago•107 comments

The Waymo World Model

https://waymo.com/blog/2026/02/the-waymo-world-model-a-new-frontier-for-autonomous-driving-simula...
788•xnx•11h ago•478 comments

Show HN: Look Ma, No Linux: Shell, App Installer, Vi, Cc on ESP32-S3 / BreezyBox

https://github.com/valdanylchuk/breezydemo
151•isitcontent•6h ago•15 comments

Monty: A minimal, secure Python interpreter written in Rust for use by AI

https://github.com/pydantic/monty
140•dmpetrov•6h ago•61 comments

How we made geo joins 400× faster with H3 indexes

https://floedb.ai/blog/how-we-made-geo-joins-400-faster-with-h3-indexes
16•matheusalmeida•1d ago•0 comments

Dark Alley Mathematics

https://blog.szczepan.org/blog/three-points/
46•quibono•4d ago•3 comments

A century of hair samples proves leaded gas ban worked

https://arstechnica.com/science/2026/02/a-century-of-hair-samples-proves-leaded-gas-ban-worked/
81•jnord•3d ago•7 comments

Show HN: I spent 4 years building a UI design tool with only the features I use

https://vecti.com
255•vecti•8h ago•120 comments

Show HN: If you lose your memory, how to regain access to your computer?

https://eljojo.github.io/rememory/
188•eljojo•9h ago•125 comments

Microsoft open-sources LiteBox, a security-focused library OS

https://github.com/microsoft/litebox
319•aktau•13h ago•155 comments

Sheldon Brown's Bicycle Technical Info

https://www.sheldonbrown.com/
316•ostacke•12h ago•85 comments

Hackers (1995) Animated Experience

https://hackers-1995.vercel.app/
402•todsacerdoti•14h ago•218 comments

An Update on Heroku

https://www.heroku.com/blog/an-update-on-heroku/
325•lstoll•12h ago•236 comments

PC Floppy Copy Protection: Vault Prolok

https://martypc.blogspot.com/2024/09/pc-floppy-copy-protection-vault-prolok.html
17•kmm•4d ago•1 comments

Show HN: R3forth, a ColorForth-inspired language with a tiny VM

https://github.com/phreda4/r3
50•phreda4•6h ago•8 comments

I spent 5 years in DevOps – Solutions engineering gave me what I was missing

https://infisical.com/blog/devops-to-solutions-engineering
110•vmatsiiako•11h ago•34 comments

How to effectively write quality code with AI

https://heidenstedt.org/posts/2026/how-to-effectively-write-quality-code-with-ai/
189•i5heu•9h ago•132 comments

Make Trust Irrelevant: A Gamer's Take on Agentic AI Safety

https://github.com/Deso-PK/make-trust-irrelevant
6•DesoPK•1h ago•2 comments

Learning from context is harder than we thought

https://hy.tencent.com/research/100025?langVersion=en
149•limoce•3d ago•79 comments

Understanding Neural Network, Visually

https://visualrambling.space/neural-network/
239•surprisetalk•3d ago•31 comments

I now assume that all ads on Apple news are scams

https://kirkville.com/i-now-assume-that-all-ads-on-apple-news-are-scams/
985•cdrnsf•15h ago•417 comments

Introducing the Developer Knowledge API and MCP Server

https://developers.googleblog.com/introducing-the-developer-knowledge-api-and-mcp-server/
21•gfortaine•4h ago•2 comments

FORTH? Really!?

https://rescrv.net/w/2026/02/06/associative
42•rescrv•14h ago•17 comments

I'm going to cure my girlfriend's brain tumor

https://andrewjrod.substack.com/p/im-going-to-cure-my-girlfriends-brain
56•ray__•3h ago•13 comments

Evaluating and mitigating the growing risk of LLM-discovered 0-days

https://red.anthropic.com/2026/zero-days/
36•lebovic•1d ago•11 comments

Female Asian Elephant Calf Born at the Smithsonian National Zoo

https://www.si.edu/newsdesk/releases/female-asian-elephant-calf-born-smithsonians-national-zoo-an...
5•gmays•1h ago•0 comments

Show HN: Smooth CLI – Token-efficient browser for AI agents

https://docs.smooth.sh/cli/overview
77•antves•1d ago•57 comments

Show HN: Slack CLI for Agents

https://github.com/stablyai/agent-slack
40•nwparker•1d ago•10 comments

The Oklahoma Architect Who Turned Kitsch into Art

https://www.bloomberg.com/news/features/2026-01-31/oklahoma-architect-bruce-goff-s-wild-home-desi...
20•MarlonPro•3d ago•4 comments

Evolution of car door handles over the decades

https://newatlas.com/automotive/evolution-car-door-handle/
40•andsoitis•3d ago•62 comments
Open in hackernews

P-computers can solve spin-glass problems faster than quantum systems

https://news.ucsb.edu/2025/022239/new-ucsb-research-shows-p-computers-can-solve-spin-glass-problems-faster-quantum
81•magoghm•2mo ago

Comments

m_dupont•1mo ago
Very interesting article.

This makes me wonder: Would it be possible to implement an equivalent to Shor's algorithm on a p-computer. Maybe the quantumness isn't necessary at all

MontyCarloHall•1mo ago
I doubt it. Shor's algorithm relies on the quantum Fourier transform, which requires the complex phase information encoded in the quantum wavefunctions. The quantum probability norm (L2) accounts for interference between the complex amplitudes of these wavefunctions; the classical L1 probability norm does not.
ogogmad•1mo ago
I'm not sure that it's just L1 vs L2, since the Wigner formulation of quantum mechanics uses real-valued quasi-probabilities, but ones which can take negative values.

Oh, and also, if you swap out h-bar in Wigner's equations with some wavelength \lambda, you can interpret it in terms of classical wave optics... somehow. I'm not sure.

marzchipane•1mo ago
That's a cool thought! For those who may not know, Shor's algorithm is fundamentally quantum because it relies on the interference of probability amplitudes, which can be both positive and negative. It could not be directly implemented on a p-computer because you could only simulate this interference, which removes the exponential advantage.

It's possible that an entirely different approach is made possible by p-computers, but this would be tricky to find. Furthermore, it seems that the main advantage of p-computers is sampling from a Boltzmann-like distribution, and I'm not aware that this is the bottleneck in any known factorisation algorithm.

inasio•1mo ago
The paper compares p-computers with D-Wave's quantum annealing machine, which is limited to only solving certain problems (as opposed to universal QC such as Google or IonQ's, that could in theory implement Shor's)
supernetworks•1mo ago
A direct equivalent, no, as stated in the introduction.

"Notably, while probabilistic computers can emulate quantum interference with polynomial resources, their convergence is in general believed to require exponential time [10]. This challenge is known as the signproblem in Monte Carlo algorithms [11]."

aleph_minus_one•1mo ago
> A direct equivalent, no, as stated in the introduction

... of https://www.nature.com/articles/s41467-025-64235-y

supernetworks•1mo ago
yes, this paper is the main subject of the article
aleph_minus_one•1mo ago
The article links two papers (text: "Two recent papers underscore that potential."):

- https://www.nature.com/articles/s41928-025-01439-6 (link text: "In one study")

- https://www.nature.com/articles/s41467-025-64235-y (link text: "In the most recent paper")

supernetworks•1mo ago
yes understood, the first article isn't the main subject of the article.
gaze•1mo ago
The power of quantum computing is constructing the solution to a problem out of an interference pattern. Classical probabilities don’t interfere, but quantum probabilities do. Loosely, quantum probabilities can be constructed to cancel, since their amplitudes can be negative.

Shor’s algorithm works on the quantum Fourier transform. The quantum Fourier transform works because you can pick a frequency out of a signal using a “test wave.” The test wave can select out the amplitude of interest because the information of the test wave constructively interferes, whereas every other frequency cancels. This is the interference effect that can only happen with complex/negative probability amplitudes.

mrbluecoat•1mo ago
> We used millions of p-bits

I'm not sure how this compares to quantum with its dozens to hundreds of qubits

simonerlic•1mo ago
Good sign that Extropic may be on the right path here
v8xi•1mo ago
Just remains to be seen whether they can maintain capitalization long enough to find PMF
gaze•1mo ago
The communication here is clear as mud. WHICH quantum systems? D-Wave? We know D-Wave is a joke!
abirch•1mo ago
The communication is in a superstate that has yet to collapse.
cubefox•1mo ago
I'm confused. Do p-computers have any complexity theoretic advantage over classical computers, similar to how quantum computers have such an advantage in some areas? Or are they just normal computers in the end?
DonHopkins•1mo ago
P-computers is just another name for legume-computers, which are great for bean-counting, and are deployed in pods.
inkysigma•1mo ago
The answer should be no right? I think BPP is expected to be equal to P and BQP to be not equal to P.
supernetworks•1mo ago
by complexity class that would be consensus, although the argument for building BPP systems is about the energy cost being orders of magnitude less and perhaps also some polynomial speedup
ThouYS•1mo ago
P is stored in the computer
oersted•1mo ago
Probably against guidelines, but made me smile, so there's your upvote sir. Tastefully obscure yet crass :)
wasabi991011•1mo ago
I'm having a hard time understanding this article.

First of all, a quantum annealer is not a universal quantum computer, just to elucidate the title.

Then, it seems like they are comparing a simulation of p-computers to a physical realization of a quantum annealer (likely D-wave, but not named outright for some reason). If this is true, it doesn't seem like a very relevant comparison, because D-wave systems actually exist, while their p-computer sounds like it is just a design. But I may have misunderstood, because at times they make it sound like the p-computer actually exists.

Also, they talk about how p-computers can be scaled up with TSMC semiconductor technology. From what I know, this is also true for semiconductor-based (universal) quantum computers.

gowld•1mo ago
The submission is an ad.

University press releases should not be posted on HN. a press release is just a published paper + PR spin. If the PR spin were true, it would be in the paper. Just link to the paper.

https://www.nature.com/articles/s41467-025-64235-y

Title: "Pushing the boundary of quantum advantage in hard combinatorial optimization with probabilistic computers"

Abstract: "Adaptive parallel tempering [...] scales more favorably and outperforms simulated quantum annealing"

HN title should be changed to match the paper title or abstract.

poppafuze•1mo ago
They misspelled "analog".
jcims•1mo ago
Is this similar to what Extropic is doing?
gradientsrneat•1mo ago
I know this is missing the point (qubits vs bits), but still I find it amusing that today's mass-produced computers are called "classical" even though transistor behavior is dependent on quantum tunneling of electrons.