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Olmo 3: Charting a path through the model flow to lead open-source AI

https://allenai.org/blog/olmo3
105•mseri•3h ago•22 comments

It's Hard to Build an Oscillator

https://lcamtuf.substack.com/p/its-hard-to-build-an-oscillator
38•chmaynard•2h ago•9 comments

Nano Banana Pro

https://blog.google/technology/ai/nano-banana-pro/
1053•meetpateltech•18h ago•603 comments

Android and iPhone users can now share files, starting with the Pixel 10

https://blog.google/products/android/quick-share-airdrop/
663•abraham•16h ago•379 comments

WebAssembly from the Ground Up

https://wasmgroundup.com/
103•gurjeet•5d ago•18 comments

FEX-emu – Run x86 applications on ARM64 Linux devices

https://fex-emu.com/
195•open-paren•1w ago•65 comments

Show HN: 32V TENS device from built from scratch under $100

https://littlemountainman.github.io/2025/11/17/tens/
12•autonomydriver•3d ago•5 comments

Apple's iPhone Overhaul Will Reduce Its Reliance on Annual Fall Spectacle

https://www.bloomberg.com/news/newsletters/2025-11-16/apple-s-iphone-road-map-iphone-air-2-iphone...
14•doener•3d ago•21 comments

Over-regulation is doubling the cost

https://rein.pk/over-regulation-is-doubling-the-cost
193•bilsbie•10h ago•323 comments

New OS aims to provide (some) compatibility with macOS

https://github.com/ravynsoft/ravynos
222•kasajian•13h ago•102 comments

Hilbert space: Treating functions as vectors

https://eli.thegreenplace.net/2025/hilbert-space-treating-functions-as-vectors/
58•signa11•1w ago•28 comments

NTSB Preliminary Report – UPS Boeing MD-11F Crash [pdf]

https://www.ntsb.gov/Documents/Prelimiary%20Report%20DCA26MA024.pdf
172•gregsadetsky•15h ago•184 comments

Data-at-Rest Encryption in DuckDB

https://duckdb.org/2025/11/19/encryption-in-duckdb
172•chmaynard•14h ago•18 comments

The Lions Operating System

https://lionsos.org
161•plunderer•15h ago•41 comments

Okta's NextJS-0auth troubles

https://joshua.hu/ai-slop-okta-nextjs-0auth-security-vulnerability
290•ramimac•2d ago•112 comments

New Glenn Update

https://www.blueorigin.com/news/new-glenn-upgraded-engines-subcooled-components-drive-enhanced-pe...
165•rbanffy•12h ago•94 comments

Historical Reasons

https://exple.tive.org/blarg/2025/11/11/historical-reasons-2/
13•speckx•1w ago•3 comments

Free interactive tool that shows you how PCIe lanes work on motherboards

https://mobomaps.com
202•tagyro•2d ago•46 comments

CBP is monitoring US drivers and detaining those with suspicious travel patterns

https://apnews.com/article/immigration-border-patrol-surveillance-drivers-ice-trump-9f5d05469ce8c...
703•jjwiseman•14h ago•760 comments

Show HN: F32 – An Extremely Small ESP32 Board

https://github.com/PegorK/f32
241•pegor•1d ago•43 comments

GitHut – Programming Languages and GitHub (2014)

https://githut.info/
72•tonyhb•12h ago•24 comments

Adversarial poetry as a universal single-turn jailbreak mechanism in LLMs

https://arxiv.org/abs/2511.15304
288•capgre•21h ago•151 comments

Two recently found works of J.S. Bach presented in Leipzig [video]

https://www.youtube.com/watch?v=4hXzUGYIL9M#t=15m19s
142•Archelaos•3d ago•86 comments

Show HN: My hobby OS that runs Minecraft

https://astral-os.org/posts/2025/10/31/astral-minecraft.html
174•avaliosdev•3d ago•19 comments

Interactive World History Atlas Since 3000 BC

http://geacron.com/home-en/
318•not_knuth•1d ago•134 comments

Microsoft makes Zork open-source

https://opensource.microsoft.com/blog/2025/11/20/preserving-code-that-shaped-generations-zork-i-i...
556•tabletcorry•15h ago•214 comments

Measuring Latency (2015)

https://bravenewgeek.com/everything-you-know-about-latency-is-wrong/
27•dempedempe•8h ago•10 comments

Launch HN: Poly (YC S22) – Cursor for Files

54•aabhay•16h ago•56 comments

Ask HN: How are Markov chains so different from tiny LLMs?

167•JPLeRouzic•3d ago•130 comments

Go Cryptography State of the Union

https://words.filippo.io/2025-state/
155•ingve•16h ago•53 comments
Open in hackernews

Collatz's Ant

https://gbragafibra.github.io/2025/01/08/collatz_ant2.html
102•Fibra•7mo ago

Comments

keepamovin•7mo 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•7mo ago
The previous piece previous thread https://news.ycombinator.com/item?id=42479375
cdaringe•7mo ago
I didnt know what i was getting into but i loved it
berlinbrowndev•7mo ago
I love cellular automata projects like this.
1024core•7mo ago
Now if someone could figure out a link between this and Conway's Game of Life...
lapetitejort•7mo 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•7mo 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•7mo 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•7mo 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•7mo 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•7mo 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•7mo 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•7mo 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•7mo ago
Potentially useful to you: https://en.wikipedia.org/wiki/Collatz_conjecture#As_a_parity...
genewitch•7mo 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•7mo 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•7mo 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•7mo 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.