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Show HN: Django N+1 Queries Checker

https://github.com/richardhapb/django-check
1•richardhapb•6m ago•1 comments

Emacs-tramp-RPC: High-performance TRAMP back end using JSON-RPC instead of shell

https://github.com/ArthurHeymans/emacs-tramp-rpc
1•todsacerdoti•10m ago•0 comments

Protocol Validation with Affine MPST in Rust

https://hibanaworks.dev
1•o8vm•15m ago•1 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...
2•gmays•16m ago•0 comments

Show HN: Zest – A hands-on simulator for Staff+ system design scenarios

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1•chanip0114•17m ago•1 comments

Show HN: DeSync – Decentralized Economic Realm with Blockchain-Based Governance

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1•0xUnavailable•22m ago•0 comments

Automatic Programming Returns

https://cyber-omelette.com/posts/the-abstraction-rises.html
1•benrules2•25m ago•1 comments

Why Are There Still So Many Jobs? The History and Future of Workplace Automation [pdf]

https://economics.mit.edu/sites/default/files/inline-files/Why%20Are%20there%20Still%20So%20Many%...
2•oidar•28m ago•0 comments

The Search Engine Map

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Show HN: Souls.directory – SOUL.md templates for AI agent personalities

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Real-Time ETL for Enterprise-Grade Data Integration

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1•teleforce•39m ago•0 comments

Economics Puzzle Leads to a New Understanding of a Fundamental Law of Physics

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2•geox•40m ago•0 comments

Switzerland's Extraordinary Medieval Library

https://www.bbc.com/travel/article/20260202-inside-switzerlands-extraordinary-medieval-library
2•bookmtn•41m ago•0 comments

A new comet was just discovered. Will it be visible in broad daylight?

https://phys.org/news/2026-02-comet-visible-broad-daylight.html
2•bookmtn•46m ago•0 comments

ESR: Comes the news that Anthropic has vibecoded a C compiler

https://twitter.com/esrtweet/status/2019562859978539342
1•tjr•47m ago•0 comments

Frisco residents divided over H-1B visas, 'Indian takeover' at council meeting

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3•alephnerd•48m ago•1 comments

If CNN Covered Star Wars

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Show HN: I built the first tool to configure VPSs without commands

https://the-ultimate-tool-for-configuring-vps.wiar8.com/
2•Wiar8•57m ago•3 comments

AI agents from 4 labs predicting the Super Bowl via prediction market

https://agoramarket.ai/
1•kevinswint•1h ago•1 comments

EU bans infinite scroll and autoplay in TikTok case

https://twitter.com/HennaVirkkunen/status/2019730270279356658
6•miohtama•1h ago•5 comments

Benchmarking how well LLMs can play FizzBuzz

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1•_venkatasg•1h ago•1 comments

Why I Joined OpenAI

https://www.brendangregg.com/blog/2026-02-07/why-i-joined-openai.html
19•SerCe•1h ago•12 comments

Octave GTM MCP Server

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Show HN: Portview what's on your ports (diagnostic-first, single binary, Linux)

https://github.com/Mapika/portview
3•Mapika•1h ago•0 comments

Voyager CEO says space data center cooling problem still needs to be solved

https://www.cnbc.com/2026/02/05/amazon-amzn-q4-earnings-report-2025.html
1•belter•1h ago•0 comments

Boilerplate Tax – Ranking popular programming languages by density

https://boyter.org/posts/boilerplate-tax-ranking-popular-languages-by-density/
1•nnx•1h ago•0 comments

Zen: A Browser You Can Love

https://joeblu.com/blog/2026_02_zen-a-browser-you-can-love/
1•joeblubaugh•1h ago•0 comments

My GPT-5.3-Codex Review: Full Autonomy Has Arrived

https://shumer.dev/gpt53-codex-review
2•gfortaine•1h ago•0 comments

Show HN: FastLog: 1.4 GB/s text file analyzer with AVX2 SIMD

https://github.com/AGDNoob/FastLog
2•AGDNoob•1h ago•1 comments

God said it (song lyrics) [pdf]

https://www.lpmbc.org/UserFiles/Ministries/AVoices/Docs/Lyrics/God_Said_It.pdf
1•marysminefnuf•1h ago•0 comments
Open in hackernews

The Ruliology of Lambdas

https://writings.stephenwolfram.com/2025/09/the-ruliology-of-lambdas/
134•marvinborner•4mo ago

Comments

zelphirkalt•4mo ago
Most of this post seems like maybe a good intro to lambda calculus, but also endless pointless visualization of nesting depth, which makes me wonder what the point of the post is. The probably invented term "ruliology" is not even explained anywhere, and I am not going to jump through all the other posts tagged with that word, to maybe somewhere find a definition of it.

The post would have benefited from explaining what will be found clearly in an initial paragraph, instead of endlessly meandering. As it is now, it feels like wanting to find anything spectacular, but actually finding nothing. Well, except for made up term "ruliology" that is not defined.

willvarfar•4mo ago
Wolfram has named his concept of the 'the universe is a program' the 'ruliad' and calls the study of it 'ruliology'. He has been using these terms and explaining them - in his long rambling way - for the last few years.
dan-robertson•4mo ago
Surprised he didn't call it wolframology
block_dagger•4mo ago
A New Kind of Ology
sunrunner•4mo ago
20 Years of a New Kind of Ology, even
sinfulprogeny•4mo ago
https://wolframinstitute.org/research/ruliology
cubefox•4mo ago
> Ruliology [...] examines how simple computational rules can generate complex behaviors.
zelphirkalt•4mo ago
Sounds like emergence.
bitexploder•4mo ago
It feels to me like someone who is managing their own existential needs. To make a mark. To have done important works. But it always comes off as unauthentic. It is amusing considering how good things like Mathematica and many of his less bloviating thoughts were. Wolfram Alpha was also very useful in the times before the LLM.
MangoToupe•4mo ago
I find his obsession with a computable universe a little off-putting. I guess if all you have is a hammer everything looks like a nail....
munchler•4mo ago
He manages to make himself the actual subject of everything he writes. When I saw the author’s name, I knew the article would make sure to fluff up his own ego, and it took him less than a paragraph to get there.
omnicognate•4mo ago
He's insufferable, but I'll take his variation on the theme of "narcissistic billionaire" over most of the others we're currently forced to share the planet with, any day of the week.
bondarchuk•4mo ago
It's not just his ego though, it's the way his ego clashes with other egos of internet commenters. Why do so many people feel the need to comment that they already knew Wolfram would write about himself and then confirm that it is indeed so? If you can predict it so well and you don't like it, you could just ignore it. But somehow it triggers people even knowing that he exists and they can't let it go.
munchler•4mo ago
I like the lambda calculus and I was intrigued by the title, so I gave the article a shot. Hope springs eternal.
cjauvin•4mo ago
Counterpoint: I actually really enjoy his style of writing, which I find clear, patient (you must appreciate visual examples and exploration though) and very often challenging and stimulating (recent examples: the posts about the bigger brains, Conway GoL engineering, and biology / evolution). I find he regularly introduces intriguing and useful ideas, like the distinction between "brain-like" computers (which includes neural networks) and more general, Turing-like mechanisms, and I find his overarching concept of computational irreducibility (even though he didn't invent it) quite profound in its implications. I would add that his posts read like an ambitious research program in progress (like a book written one chapter at a time) and that is why I think certain concepts (like ruliology) may appear obscure at first, if you didn't read a lot of stuff that comes before. One tiny nitpick I have: certain language tics, like the constant use of the "And, yes" pattern (he really uses this a lot I wish someone somehow told him).
jebarker•4mo ago
I agree. I usually find his posts illuminating. Sure, they’re verbose and self-aggrandizing, but there are way more writers out there online that are also self-aggrandizing but offer no original content or value. Also the rambling style presents a more realistic view of how scientific exploration works than a distilled down paper missing crucial details needed for replication (I’m looking at you ML/AI).
alphazard•4mo ago
The articles are not necessarily written for a software engineering audience. Going through the lambda calculus would be a necessary prerequisite for the part he actually wants to tell you about at the end. Especially for physicists and mathematicians who primarily study things other than computation.

If you found the visualizations pointless, then you aren't the intended audience. This is a straightforward continuation of his existing research into computation, which started with cellular automata. If you're reading a Wolfram blog, then you're in part coming for the pretty pictures.

> The probably invented term "ruliology" is not even explained anywhere.

The "ruliad" is what he calls the "space of all possible rules" where a rule is like a program that dictates the next state of the system. The ruliad is one of the few rigorous approaches to answering why the laws of physics are the way they are. Stephen's theory is something like "every possible rule for evolving the system is in fact happening, and we are likely to be observing phenomenon that are convergent among more than one rule".

His physics project is a good example of what real physics looks like outside of academia. Stephen is financially independent. He can research whatever he wants and doesn't have to worry about tenure, or sucking up to department heads or people with grant money. Even so, he's not a crank, other physicists understand and engage with what he's doing, and all the math involved is very real.

Y_Y•4mo ago
Stephen Wolfram has done real worthwhile physics. He's an exceptionally smart dude, even if that doesn't come across in some of his writing.

Just to pour some more opinions on the fire, I think he's been descending into crankery slowly, but steadily, since the 80s. Have a sconce at what his output was like before he took m-expressions and built a paywall around them, become a fairly wealthy demigod of science in the process. https://www.stephenwolfram.com/publications/academic/all/

The academy (in physics at least), is crusty and traditional, but not to the point of ignoring good work. It's like alternative medicine, do you think if essential oils cured cancer you wouldn't have all the big pharma companies leaping from their high horses?

Wolfram does some cool stuff with cellular automata, and has lots of students doing cool stuff too. What he's not done, neither with NKS nor anything since, is make some contribution to understanding the physical universe that was significant in eyes other than his own.

alphazard•4mo ago
> The academy (in physics at least), is crusty and traditional, but not to the point of ignoring good work.

I think experimental physics is always looking for theories that explain what they see, but theoretical physics hasn't delivered in the last few decades and the people employed doing theoretical physics have mostly succeeded at a political game, not a scientific one.

> It's like alternative medicine, do you think if essential oils cured cancer you wouldn't have all the big pharma companies leaping from their high horses?

There are effective chemicals offered in Europe that are not offered in the US. Sunblock is better outside the US for example. This is because of pharmaceutical interests and the US regulatory framework (which are really the same thing). If an essential oil cured cancer, I agree that word would get out, but the idea that things that work in any capacity for a specific ailment are automatically adopted by whatever corporation deals in that ailment is just not true.

walleeee•4mo ago
If basic interventions in public health could widely prevent or improve chronic conditions, would big pharma or big food voluntarily change its business model for the public good?

If wellknown land management practices could cure the decline of soil health, would big ag suddenly change its tune?

I've never been in a physics dept, but the parts of the academy I have seen absolutely would (and do) ignore good work if it's inconvenient or somehow unpalatable. This is of course, though not exclusively, related to the marriage of academy and industry.

No comment on the merit of Wolfram's work.

VirusNewbie•4mo ago
>would big pharma or big food voluntarily change its business model for the public good?

Insurance companies would, no? They're got every incentive to reduce payments to pharma companies.

cultofmetatron•4mo ago
if the cure becomes to cheap and widely available, why paying for insurance in the first place?
drdeca•4mo ago
There is more than one ailment in existence.
sriku•4mo ago
Whether or not anything "breakthrough" comes out of his work, I'm very sympathetic to the kinds of explorations he does ... especially since new things go through a messy phase before clarity arises.
alphazard•4mo ago
> I'm very sympathetic to the kinds of explorations he does

Yes, and I think there is a success criterion that most people are not considering, which is: success as a less complicated explanation for the same phenomenon.

When people ask for new testable predictions as the only way a new theory can be successful, they are revealing that they don't consider parsimonious explanations to be a scientific goal.

Stephen's work with hypergraphs shows a lot of promise as a simple theory that implies other successful theories of physics. It focuses on emergent phenomenon that exhibit "pockets of computational reproducibility". The behavior of those pockets can then be predicted with tools in the physics canon like Riemannian geometry or complex numbers.

griffzhowl•4mo ago
> When people ask for new testable predictions as the only way a new theory can be successful, they are revealing that they don't consider parsimonious explanations to be a scientific goal.

It doesn't have to be new testable predictions, but it should at least reproduce some testable predictions of the conventional theories.

As far as I know, these discrete graph models have been shown to reproduce some broad features of QM and GR (mostly the work of Jonathan Gorard rather than Wolfram), but they don't make any actual numerical predictions, which in my view is a basic requirement of a physical theory.

At the moment it seems like some intriguing toy models, similar in many respects to t'Hooft's cellular automaton model of QM, but there's no physical theory here

ziofill•4mo ago
True, and I always appreciate how he built the wolfram language to allow himself these kinds of explorations, which would be next to impossible without it.
TimorousBestie•4mo ago
> Even so, he's not a crank, other physicists understand and engage with what he's doing, and all the math involved is very real.

Other physicists engage with his money, I’ll agree to that.

He is a crank, but he’s too wealthy to be ignored by most academic physicists.

drob518•4mo ago
I think Stephen is willing to ask really deep questions and then do the work to pursue the answers to completion. Sometimes he’s a little bit long-winded, but he’s frequently coming back with interesting results.
bubblyworld•4mo ago
I really liked this. It's a nice meander through the basics of lambda calculus. It's striking to me how much insight you can get by visualising stuff, even if it's not a great visualisation and you're doing something super abstract. Perhaps a lesson to take into my own programbles...
tromp•4mo ago
Wolfram's exploration of longest lifetimes of lambda terms of a given size is carried out more systematically in my functional busy beaver https://oeis.org/A333479
ngruhn•4mo ago
Is this easier to analyze than Turing Machine based Busy Beaver?
tromp•4mo ago
The first 5 values are FAR easier to determine, since there's only 1 lambda term of at most 5 bits:-)

And the next few unknown values, BBλ(37).. BBλ(39) will be easier to determine too since the search space is smaller and no so-called cryptids have been identified yet (terms whose halting behaviour is closely related to unsolved math problems).

But if the effort that is being applied to researching BB(6) and BB(7), is applied to researching BBλ(37) and beyond, then we expect to run into similar difficulties of having more and more unsolved terms which do not lead to a normal form in any reasonable number of steps and also defy known techniques for proving them to lack a normal form.

There's some hope though that we'll be able to identify BBλ(49) before identifying BB(7). And while the former is known to exceed Graham's Number, the latter is only conjectured to do so, and I made a large bet with the people conjecturing it saying it won't be proven within 10 years.

ngruhn•4mo ago
Very interesting, thanks!
Xcelerate•4mo ago
Would love to read a HN-tailored blog post of your work or an overview of the binary lambda calculus if you ever have the time btw
nswanberg•4mo ago
A walkthrough would be nice, but he's got a lot of understandable material linked on that page. For example, here's an overview of the binary lambda calculus: https://tromp.github.io/cl/Binary_lambda_calculus.html

And here's a readable and fascinating post on "the largest number that's representable in 64 bits": https://tromp.github.io/blog/2023/11/24/largest-number.

If you go through these and find some interesting things, it'd be worth posting to HN.

tromp•4mo ago
https://tromp.github.io/cl/cl.html has many links to BLC materials, like my LispNYC video talk.
pjmlp•4mo ago
And this is what lambda calculus is all about, during a few months.
deviation•4mo ago
This was a great coffee read. Very insightful.
20wenty•4mo ago
I have never made it to the end of a Wolfram post, or a David Foster Wallace book. I'm envious of people who can read AND understand these tomes.
antonvs•4mo ago
I really don't think there's any need to be envious.
antonvs•4mo ago
[flagged]
theGnuMe•4mo ago
I may be wrong but it appears that he rediscovers the Church-Turing thesis in this work.
pcfwik•4mo ago
Re: visualizations of lambda terms, also see "To Dissect a Mockingbird" https://dkeenan.com/Lambda/
bntr•4mo ago
The most complete catalog I've found: https://github.com/prathyvsh/lambda-calculus-visualizations
the__alchemist•4mo ago
This guy streams on Twitch btw. If you need a break from E-Sports, E-Girls, and video game actors stumbling through abandoned hospitals.
russellsprouts•4mo ago
Related video showing animated lambda diagrams: https://m.youtube.com/watch?v=RcVA8Nj6HEo
bntr•4mo ago
Another notation showing the construction of the predecessor function: https://www.youtube.com/watch?v=CWzn2ucPMdg