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The Illustrated Transformer

https://jalammar.github.io/illustrated-transformer/
239•auraham•6h ago•48 comments

Ultrasound Cancer Treatment: Sound Waves Fight Tumors

https://spectrum.ieee.org/ultrasound-cancer-treatment
164•rbanffy•5h ago•42 comments

It's Always TCP_NODELAY

https://brooker.co.za/blog/2024/05/09/nagle.html
113•eieio•4h ago•28 comments

GLM-4.7: Advancing the Coding Capability

https://z.ai/blog/glm-4.7
227•pretext•6h ago•95 comments

Flock Exposed Its AI-Powered Cameras to the Internet. We Tracked Ourselves

https://www.404media.co/flock-exposed-its-ai-powered-cameras-to-the-internet-we-tracked-ourselves/
340•chaps•8h ago•326 comments

The Garbage Collection Handbook

https://gchandbook.org/index.html
133•andsoitis•5h ago•8 comments

FPGAs Need a New Future

https://www.allaboutcircuits.com/industry-articles/fpgas-need-a-new-future/
57•thawawaycold•3d ago•21 comments

NIST was 5 μs off UTC after last week's power cut

https://www.jeffgeerling.com/blog/2025/nist-was-5-μs-utc-after-last-weeks-power-cut
172•jtokoph•8h ago•89 comments

Claude Code gets native LSP support

https://github.com/anthropics/claude-code/blob/main/CHANGELOG.md
294•JamesSwift•9h ago•157 comments

Scaling LLMs to Larger Codebases

https://blog.kierangill.xyz/oversight-and-guidance
204•kierangill•9h ago•85 comments

Cecot – 60 Minutes

https://archive.org/details/insidececot
86•lawlessone•48m ago•13 comments

Show HN: C-compiler to compile TCC for live-bootstrap

https://github.com/FransFaase/MES-replacement
15•fjfaase•5d ago•2 comments

Lotusbail npm package found to be harvesting WhatsApp messages and contacts

https://www.koi.ai/blog/npm-package-with-56k-downloads-malware-stealing-whatsapp-messages
198•sohkamyung•2h ago•129 comments

Universal Reasoning Model (53.8% pass 1 ARC1 and 16.0% ARC 2)

https://arxiv.org/abs/2512.14693
60•marojejian•6h ago•5 comments

How the RESISTORS put computing into 1960s counter-culture

https://spectrum.ieee.org/teenage-hackers
29•rbanffy•5d ago•4 comments

Satellites reveal heat leaking from largest US cryptocurrency mining center

https://www.space.com/space-exploration/satellites/satellites-reveal-heat-leaking-from-largest-us...
30•troglo-byte•2h ago•17 comments

The biggest CRT ever made: Sony's PVM-4300

https://dfarq.homeip.net/the-biggest-crt-ever-made-sonys-pvm-4300/
217•giuliomagnifico•12h ago•140 comments

US blocks all offshore wind construction, says reason is classified

https://arstechnica.com/science/2025/12/us-government-finds-new-excuse-to-stop-construction-of-of...
433•rbanffy•5h ago•352 comments

There Is No Future for Online Safety Without Privacy and Security

https://itsfoss.com/news/alexander-linton-interview/
39•abdelhousni•2h ago•18 comments

Things I learnt about passkeys when building passkeybot

https://enzom.dev/b/passkeys/
84•emadda•6h ago•51 comments

Hybrid Aerial Underwater Drone – Bachelor Project [video]

https://www.youtube.com/watch?v=g7vmPFZrYAk
34•nhma•16h ago•19 comments

Debian's Git Transition

https://diziet.dreamwidth.org/20436.html
189•all-along•16h ago•67 comments

Uplane (YC F25) Is Hiring Founding Engineers (Full-Stack and AI)

https://www.useparallel.com/uplane1/careers
1•MarvinStarter•8h ago

The Rise of SQL:the second programming language everyone needs to know

https://spectrum.ieee.org/the-rise-of-sql
100•b-man•4d ago•87 comments

Henge Finder

https://hengefinder.rcdis.co/#learn
48•recursecenter•7h ago•10 comments

Programming languages used for music

https://timthompson.com/plum/cgi/showlist.cgi?sort=name&concise=yes
240•ofalkaed•2d ago•88 comments

Ask HN: How are most people converting HEIC to jpg?

7•par•3d ago•19 comments

Jimmy Lai Is a Martyr for Freedom

https://reason.com/2025/12/19/jimmy-lai-is-a-martyr-for-freedom/
296•mooreds•8h ago•148 comments

Tc – Theodore Calvin's language-agnostic testing framework

https://github.com/ahoward/tc
10•mooreds•3h ago•4 comments

The ancient monuments saluting the winter solstice

https://www.bbc.com/culture/article/20251219-the-ancient-monuments-saluting-the-winter-solstice
170•1659447091•15h ago•87 comments
Open in hackernews

Collatz's Ant

https://gbragafibra.github.io/2025/01/08/collatz_ant2.html
102•Fibra•8mo ago

Comments

keepamovin•8mo ago
I love that people are working on this. It's inspiring. Thank you for posting. It's interesting if you post a comment about your process, purpose or idea - and maybe a link to code, etc (even tho it's all linked in the post, HN likes comments & discussion)
pvg•8mo ago
The previous piece previous thread https://news.ycombinator.com/item?id=42479375
cdaringe•8mo ago
I didnt know what i was getting into but i loved it
berlinbrowndev•8mo ago
I love cellular automata projects like this.
1024core•8mo ago
Now if someone could figure out a link between this and Conway's Game of Life...
lapetitejort•8mo ago
I've been fiddling with the Collatz Conjecture off and on for years now. I'm convinced I found a pattern that I haven't been able to find mentioned anywhere. Granted, that could be because I lack the mathematical language needed to search for it.

First, I'm going to use an implicit even step after the odd step, as 3*odd + 1 always equals even. If you look at the path a number takes to its next lowest number, for example 5->8->4, visualize it by just looking at the even and odd steps like so: 5->10, you will see that other numbers follow a similar pattern:

9->10

13->10

17->10

What do these number have in common? They follow the pattern 5 + k(2^n) where n is the number of even steps (with the implicit even step, two in this case).

For another example, look at 7:

7->1110100

Seven even steps, so the next number will be 7 + 2^7 = 135:

135->1110100

I'd love to hear if this has been found and documented somewhere. If not, I have additional ramblings to share.

InfoSecErik•8mo ago
I too have been playing with the conjecture for fun. Your insight is interesting because of the appearance of 2^n, given that that always resolves to 1 for all n.
lapetitejort•8mo ago
I ran some calculations looking to see if there were patterns to the next lowest number (call that number x) and could not quickly find any. So even if 7 + k*2^n follows a predicable path to its next lowest number, that number is not currently predictable.

Of course, if you can identify which n satisfies the equation x = s + k*2^n for some value of n and some "base" value s (7 is the base value in the previous example), you can predict the path of that number.

As an example, take 7 + 4*2*7 = 519. Its next lowest number is 329. 329 = 5 + 81*2^2. So for 329, s=5, k=81, n=2. So we know 329 will only take two steps to reach 247.

kr99x•8mo ago
In my phrasing, 128k + 7 -> 81k + 5 for all positive integers k.

Pick a power of 3 n to be the coefficient for k on the right/reduced side, and then the left side will have at least one valid reducing form with coefficient power of 2 f(n) = ⌊n·log2(3)⌋+1. If there is more than one, they will have different constants. Each multiplication immediately has a division (you already got this part), and there must be a final division which is not immediately preceded by a multiplication because (3x + 1)/2 > x for all positive integers (that is, if you multiply once and then divide once, you will always be larger than just before those two things, so an "extra" division is needed to reduce). This means that there must always be at least one less multiplication than division, so the initial condition is one division and zero multiplications - the even case with n = 0. Then for n = 1 you need 2 divisions, which works because 2^2 > 3^1. Then for n = 2 you need 4 divisions, because 2^3 < 3^2 so 3 divisions is not enough. This is where f(n) comes in, to give you the next power of 2 to use/division count for a given n. When you do skip a power of 2, where f(n) jumps, you get an "extra" division, so at 16k + 3 -> 9k + 2 you are no longer "locked in" to only the one form, because there is now an "extra" division which could occur at any point in the sequence...

Except it can't, because you can't begin a reducing sequence with the complete form of a prior reducing sequence, or else it would "already reduce" before you finish operating on it, and it so happens that there's only one non-repeating option at n=2.

At n = 0, you just get D (division). At n = 1, you have an unsplittable M (multiply) D pair MD and an extra D. The extra D has to go at the end, so your only option is MDD. At n = 2, you appear to have three options for arranging your MD MD D and D: DMDMDD, MDDMDD, and MDMDDD. But DMDMDD starts with D so isn't valid, and MDDMDD starts with MDD so also isn't valid, leaving just MDMDDD.

At n = 3 there are finally 2 valid forms, 32k + 11 -> 27k + 10 and 32k + 23 -> 27k + 20, and you can trace the MD patterns yourself if you like by following from the k = 0 case.

The constants don't even actually matter to the approach. If there are enough 2^x k - > 3^y k forms when n goes off to infinity, which it sure looks like there are though I never proved my infinite sum converged, you have density 1 (which isn't enough to prove all numbers reduce) and this angle can't do any better.

gregschlom•8mo ago
You lost me here: "visualize it by just looking at the even and odd steps like so: 5->10"

Where does the 10 come from?

skulk•8mo ago
5 is odd, so that's where the 1 comes from

8 ((5*3+1)/2) is even, so that's where the 0 comes from

4 (8/2) is the end.

lapetitejort•8mo ago
That is correct. I use pseudo-binary to represent the steps the number takes. Simply counting the number of steps is enough to get n, as all steps will have an implicit or explicit even step.
kr99x•8mo ago
I've been down that road, and it's unfortunately a dead end. You can generate an infinite number of reducing forms, each of which itself covers an infinite number of integers, like 4k + 5 → 3k + 4. Each one covers a fraction of the integers 1/(2^x) where x is the number of division steps in its reducing sequence (and the right hand side is always 3^y where y is the number of multiplying steps). You can't just make 1/2 + 1/4 + 1/8 and so on though (the easy path to full coverage) because sometimes the power of 3 overwhelms the power of 2. There is no 8k → 9k form, because that's not a reduction for all k, so you instead have to go with 16k → 9k. This leaves a "gap" in the coverage, 1/2 + 1/4 + 1/16th. Fortunately, when this happens, you start to be able to make multiple classes for the same x and y pair and "catch up" some, though slower. As an amateur I wrote a whole bunch about this only to eventually discover it doesn't matter - even if you reach 1/1th of the integers by generating these classes out to infinity, it doesn't work. An infinite set of density 1 implies a complementary set of density 0, but a set of density 0 doesn't have to be empty! There can still be finitely many non-reducing numbers which are not in any class, allowing for alternate cycles - you would only eliminate infinite growth as a disproof option.

Mind you, it's almost certain Collatz is true (generating these classes out to 3^20 nets you just over 99% coverage, and by 3^255 you get 99.9999999%) but this approach doesn't work to PROVE it.

prezjordan•8mo ago
Potentially useful to you: https://en.wikipedia.org/wiki/Collatz_conjecture#As_a_parity...
genewitch•8mo ago
If you search sequentially, or start from the highest known failed number, you can also short circuit every even number you start on, as well as any number that goes below the start number. My code it requires copies of huge numbers, but I barely understand why the conjecture is special.

Anyhow I wrote a single-threaded collatz "benchmark" that does this using bigint and its hilarious to run it up around 127 bit numbers, inlet it run for 3 or 4 days and it never finished the first number it was given.

My github has a Java and Python version that should produce identical output. Collatz-gene or so.

standardly•8mo ago
The conjecture holds up through 2^68. Can't we just call it there? Lol I'm obviously being obtuse, but really is there some reason to think there would be an exception at sufficiently large integers? It's hard to even imagine that one wouldn't.

edit: I'm in way over my head. Disregard me :)

WhitneyLand•8mo ago
It’s a fair question. Two things:

1. It does happen. These conjectures can fall apart after seeming like a lock: https://en.m.wikipedia.org/wiki/Mertens_conjecture

2. Even if it is true, the process of proving can yield interesting insights.

standardly•8mo ago
That's pretty mind-blowing. Hey thanks for replying. Mathematics is a tough subject to take interest in as a layman, but I still enjoy it for some reason.