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The notion that if it is good then the big-ones should have done it is the complete opposite of innovation, startups and entrepreneurial culture.

Reality is the exact opposite. Young, innovative, rebellions, often hyper motivated folks are sprinting from idea to implementation, while executives are “told by a few colleagues” that something new, “the future-of foo” is raising up.

If you use openclaw then that’s fantastic. If you have an idea how to improve it, well it is an open source, so go ahead, submit a pull request.

Telling Apple you should do what I am probably too lazy to do, is kind of entitlement blogging that I have nearly zero respect for.

Apparently it’s easier to give unsolicited advice to public companies than building. Ask the interns at EY and McKinsey.


> is kind of entitlement blogging that I have nearly zero respect for.

Maybe the author left out something very real. Apple is a walled-garden monopoly with a locked-down ecosystem and even devices. They are also not alone in this. As far as innovation goes, these companies stifle innovation. Demanding more from these companies is not entitlement.


Enigma Technologies sells customs manifest search; the Ferraris are marketing bait. Their headline correlations (Bitcoin +0.70, S&P +0.75) are meaningless — any two trending series from 2020–2026 will correlate due to shared macro shocks. Their own showcase contains VINs from Jaguar and Land Rover misclassified as Ferraris, revealing mechanical parsing without validation.

Look at these VINs:

SAJWA4GB2DLB50982 — This is a Jaguar VIN prefix, not Ferrari. Listed under “458 458 ITALIA”

SALLDHMV8BA298639 — This is Land Rover. Listed under “488 GTB TURBO ABS”

The page is data about data-selling, dressed as analysis.

This is the flat-earther epistemology problem.

Flat-earthers’ beliefs tell you nothing about the shape of the Earth, but their existence tells you something about humans. Similarly, this page tells you nothing about Ferraris or markets. It tells you what a B2B data company believes will attract clicks: luxury objects, stock tickers, correlation coefficients presented without methodology. The content is a signal about marketing culture, not economic signal about anything.

The web is saturated with this species of artifact, simply put, web pages built not to inform but to rank, to appear in searches, to gesture at sophistication while delivering none.

B2B is particularly fertile ground because the audience is assumed to be busy, skimming, and impressed by dashboards. The dozens of Ferrari photos aren’t information; they’re texture. The correlation numbers aren’t findings; they’re decoration.

This is the substrate on which large language models train. Not a library with noise, but a noise machine with library fragments embedded.

Billions of dollars spent to grow models that simply learn to reproduce the texture of authority with extreme confident tone, the fake mathematician with a white coat, the implied rigor.

No one is coming to clean this up because the garbage is the product. Pollution is the business model.


Wow, that’s a lovely analysis. I have nothing to add but thanks.

While I agree with this, it's ironic that you used AI to generate it, the very tool that enabled the marketing slop explosion of today.

That’s not a true stat.

I suggest looking at the https://publicdomainreview.org/ for a more comprehensive listings,

and this one for books:

https://standardebooks.org/blog/public-domain-day-2026


https://everything2.com/title/7+hertz+-+the+resonant+frequen...

Example (for both functions):

    /* Emits a 7-Hz tone for 10 seconds.

      True story: 7 Hz is the resonant
      frequency of a chicken's skull cavity.
      This was determined empirically in
      Australia, where a new factory
      generating 7-Hz tones was located too
      close to a chicken ranch: When the
      factory started up, all the chickens
      died.

      Your PC may not be able to emit a 7-Hz tone. */

 #include 

   int main(void)
   {
     sound(7);
     delay(10000);
     nosound();
     return 0;
   }

from the comments over there (2002)



I don't see how even an entire chicken is going to meaningfully respond to a wavelength of almost 50 meters. Their coop could though.


> I don't see how even an entire chicken is going to meaningfully respond to a wavelength of almost 50 meters.

Without disputing the conclusion, is the wavelength the right measurement, or should that be half the wavelength?


That's a more natural way to consider the resonance, certainly. What I was getting at is that if we were using a 7hz tone to explore a big room, we couldn't tell if there was a chicken in there or not. We'd have a hard time sensing an elephant. Let alone exert enough of a force to harm. Because the wave is so much larger that they barely interact.


You're not generating a 7 hz tone on any sort of conventional audio gear, and definitely not a pc speaker.


The SVS PB-17 Ultra advertises a range of 12-220Hz at -3dB. I imagine it could play a pure 7Hz tone if you turn it up.

And most speakers can play infrasound for many non-sinusoidal waveforms [0]. They'll drop the fundamental and some lower-end harmonics but can still give a sense of what it sounds like

[0] https://szynalski.com/tone#7,saw,v0.5


> I imagine it could play a pure 7Hz tone if you turn it up.

You're misunderstanding the numbers here. Going from 12 to 7 Hz is most of an octave, nearly doubling wavelengths.

Also SVS's numbers are gonna be the usual marketing stuff, so they're assuming a fat room gain curve, and just looking at their website they have a disclaimer on their graphs that it doesn't represent actual total output capability. Which is a way of hiding that if you actually try to drive it that hard that low with ~3kw electrical in those voice coils are going to torch.

The non lying way to prove that claim is to show large signal Kipple results including the heat soak. They ain't doin' that here.

Basically stuff going this low is really exotic and more in the realm of servos that simulate earthquakes than traditional transducers.

Tom Danley is the world expert on this sort of thing. He used to build stuff like ultrasonic levitation ovens and full scale sonic boom simulators for JPL/NASA.

In the audio world he was first famous as the tech lead behind ServoDrive. This now defunct company made special effects subwoofers using DC rotary servo motors to drive the diaphragm. They were used as special effects subs in that era by big acts like Garth Brooks. But they didn't catch on outside that niche because very little music has significant content below 40 hz as it just turns into a muddy rumble that harms sound quality as a whole. So to use these sorts of things you have to mix for it specifically. Cinema goes lower with the rumbles down to 15hz, but that's basically it.

Getting anything that's like a clean tone at 7hz is not gonna happen without a purpose built device.

FWIW Tom Danley started his own company[1] after Servo Drive failed on the business side, where he focuses on large scale horn speakers using novel topologies. They're among the best in the business at what they. Again, they don't have anything that even remotely tries to go down to 7hz.

[1]: https://www.danleysoundlabs.com/

Tom's a nice guy, I've traded emails with him a few times over the years. He used to be pretty active on the DIY speaker building mailing lists sharing his very in depth knowledge freely.


For context, the lowest notes on most pipe organs are typically about 33 or 16 Hz (from a pipe that is 8', 16', or 32' long).


If I feed a 7hz input to some cheap hand-made thing like https://www.youtube.com/watch?v=liSEwqdq7aA , will it not vibrate at 7hz and thus produce a 7hz "tone" (disregarding that humans won't perceive that as sound, at least not the fundamental)?


No, because reproducing the fundamental is the thing. Saying otherwise is kinda like me saying I'm gonna take a voice call, run it through a filter that generates a ton of distortion harmonics, then seperate out those distortion harmonics, and then call it a "tone" of your voice.

But also the original post was about a 7hz tone somehow resonating with a chicken's skull cavity, which if you know the basic wave equation relating wavelength with frequency is an absurdity. The waves involved are multiple orders of magnitude too big to couple to a volume that small. They'll just diffract around like nothing.


Who said the source has to stationary? Doppler shift for the win.


You can with your hands, just shake them


An easier way to generate a 7 Hz tone is to just move your hands back and forth 7 times a second. Either way you won't be able to hear because we can't hear 7 Hz anyway


A) What’s 20b comparing to the extravagant current valuation of Nvidia at 4.64t?

https://claude.ai/public/artifacts/8c395eb5-8d22-431f-b6ba-0...

B) All info the OP(= author) knows is known to the professionals dealing with the due diligence. They decided to do so while looking at data which is not available the public. So assuming they know some things why we don’t know is not a far fetched idea.


Check out this:

https://bellard.org/jslinux/vm.html?url=alpine-x86.cfg&mem=1...

and

https://bellard.org/jslinux/

By the famous Fabrice Bellard who is the creator of QuickJS, QEMU, FFMPEG and many other brilliant and fascinating tools!

https://bellard.org/


These things are essentially the opposite of one another. Bellard's project is a PC emulator in JavaScript. Compiling things to wasm is pretty trivial now, but jslinux was much more impressive when it came out. It actually still is, for reasons you can see in the technical notes: https://bellard.org/jslinux/tech.html

This project, on the other hand, is the opposite (and kind of a joke): a set of Linux utilities mostly written in JavaScript.


indeed.


Hi, the "author" and OP here.

I posted it 4 days ago here but it got zero attention. Surprisingly, the recovery process from Yesterday's outage of HN, had it reposted, and I was surprised to see it this morning in the front page.

here is the story of this post

I have just started studying math in October, and my first course is linear algebra.

I have read too many introductions to complex numbers that follow the same script:

"Mathematicians needed to solve x^2 = -1, so they invented i, and despite calling it imaginary, it turned out to be useful..."

Then comes the complex plane, and everyone nods along, pretending they understand why we’re drawing circles when we started with algebra.

I never bought it. Something felt wrong.

So, last week I took a break from my lecture/recitation routines to write down everything I know about the topic, fill in the gaps, and search for the real answers.

While I was working with the LLM to answer the questions to myself, at the end of the day, it felt like sharing it might be beneficial, so that took another two days of me fighting the LLM to control it in place and have it focused on the historical facts and chronological order of events.

When my search led to Cardano's actual book, and pages in discussion, I was so thrilled, naively thinking others will find it useful as well. Apparently, everyone want to start an "AI-STARTUP", but refusing to get involved even in reading if AI was involved in the process.

I am open and clear about the use of AI and had no intention of claiming "discoveries" whatsoever.

This is in fact my first "math" related post I put out online, and I get the criticism with open arms, as long as they related to the math and history facts (and there are issues spotted which I may take the time to correct).

The Oil Well analogy (and other spicy terms) is not an AI's but mine, see, at a certain point, I was drinking coffee in my balcony, here in Abu Dhabi, over looking the sandy horizons, and while thinking about a discovery of new layer of numbers, the association with the Oil wells was inevitable.

here is a comment I have written by hand, no AI/LLM involved whatsoever.

thank you for reading.


I think it's a beautiful and educational article. Dismissing it because you used LLMs to help write it isn't rational.


have you seen this? is a great explanation why complex numbers are "numbers that like to turn"

https://acko.net/blog/how-to-fold-a-julia-fractal/


thanks! looking at it now. it is great!


Please learn to use paragraphs. These single sentence "paragraphs" are tedious, and make your writing read like influencer slop.


For readability, when there is a rather not short formula or equation it breaks the block. Hence the sparse layout.



This case study reveals the future of AI-assisted[1] work, far beyond mathematics.

It relies on a combination of Humans, LLMs ('General Tools'), Domain-Specific Tools, and Deep Research.

It is apparent that the static data encoded within an LLM is not enough; one must re-fetch sources and digest them fresh for the context of the conversation.

In this workflow, AlphaEvolve, Aristotle, and LEAN are the 'PhDs' on the team, while the LLM is the Full Stack Developer that glues them all together.

[1] If one likes pompous terms, this is what 'AGI' will actually look like.


The author is the PhD on the team.

Literally not AGI.


Aristotle is already an LLM and LEAN combined.

[from the Aristotle paper]

> Aristotle integrates three main components: a Lean proof search system, an informal reasoning system that generates and formalizes lemmas, and a dedicated geometry solver.

[from elsewhere on how part 2 works]

> To address IMO-level complexity, Aristotle employs a natural language module that decomposes hard problems into lists of informally reasoned lemmas. This module elicits high-level proof sketches and supporting claims, then autoformalizes them into Lean for formal proving. The pipeline features iterative error feedback: Lean verification errors are parsed and fed back to revise both informal and formal statements, iteratively improving the formalization and capturing creative auxiliary definitions often characteristic of IMO solutions.


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