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SWE-CI: Evaluating Agent Capabilities in Maintaining Codebases via CI

https://arxiv.org/abs/2603.03823
20•mpweiher•58m ago•2 comments

Cloud VM benchmarks 2026

https://devblog.ecuadors.net/cloud-vm-benchmarks-2026-performance-price-1i1m.html
212•dkechag•8h ago•97 comments

"Warn about PyPy being unmaintained"

https://github.com/astral-sh/uv/pull/17643
159•networked•7h ago•48 comments

From RGB to L*a*b* color space (2024)

https://kaizoudou.com/from-rgb-to-lab-color-space/
24•kqr•3d ago•3 comments

Show HN: Curiosity – DIY 6" Newtonian Reflector Telescope

https://curiosity-telescope.vercel.app/
10•big_Brain69•1h ago•0 comments

CasNum

https://github.com/0x0mer/CasNum
275•aebtebeten•12h ago•36 comments

MonoGame: A .NET framework for making cross-platform games

https://github.com/MonoGame/MonoGame
70•azhenley•6h ago•39 comments

How to run Qwen 3.5 locally

https://unsloth.ai/docs/models/qwen3.5
129•Curiositry•9h ago•30 comments

Emacs internals: Deconstructing Lisp_Object in C (Part 2)

https://thecloudlet.github.io/blog/project/emacs-02/
69•thecloudlet•2d ago•1 comments

A decade of Docker containers

https://cacm.acm.org/research/a-decade-of-docker-containers/
295•zacwest•16h ago•202 comments

Dumping Lego NXT firmware off of an existing brick (2025)

https://arcanenibble.github.io/dumping-lego-nxt-firmware-off-of-an-existing-brick.html
200•theblazehen•2d ago•11 comments

Yoghurt delivery women combatting loneliness in Japan

https://www.bbc.com/travel/article/20260302-the-yoghurt-delivery-women-combatting-loneliness-in-j...
280•ranit•19h ago•152 comments

Show HN: A weird thing that detects your pulse from the browser video

https://pulsefeedback.io/
73•kilroy123•3d ago•37 comments

Autoresearch: Agents researching on single-GPU nanochat training automatically

https://github.com/karpathy/autoresearch
110•simonpure•12h ago•31 comments

The surprising whimsy of the Time Zone Database

https://muddy.jprs.me/links/2026-03-06-the-surprising-whimsy-of-the-time-zone-database/
114•jprs•14h ago•34 comments

In 1985 Maxell built a bunch of life-size robots for its bad floppy ad

https://buttondown.com/suchbadtechads/archive/maxell-life-size-robots/
108•rfarley04•3d ago•13 comments

Best performance of a C++ singleton

https://andreasfertig.com/blog/2026/03/best-performance-of-a-cpp-singleton/
29•jandeboevrie•1d ago•22 comments

Llm9p: LLM as a Plan 9 file system

https://github.com/NERVsystems/llm9p
3•mleroy•17m ago•1 comments

Digital Iris [video]

https://www.youtube.com/watch?v=Kg_2MAgS_pE
3•surprisetalk•3d ago•1 comments

FLASH radiotherapy's bold approach to cancer treatment

https://spectrum.ieee.org/flash-radiotherapy
208•marc__1•17h ago•62 comments

macOS code injection for fun and no profit (2024)

https://mariozechner.at/posts/2024-07-20-macos-code-injection-fun/
93•jstrieb•3d ago•15 comments

New Research Reassesses the Value of Agents.md Files for AI Coding

https://www.infoq.com/news/2026/03/agents-context-file-value-review/
8•noemit•1h ago•8 comments

Ten years of deploying to production

https://brandonvin.github.io/2026/03/04/ten-years-of-deploying-to-production.html
24•mooreds•2d ago•5 comments

To the Polypropylene Makers

https://www.lesswrong.com/posts/HQTueNS4mLaGy3BBL/here-s-to-the-polypropylene-makers
25•raldi•2h ago•3 comments

Lisp-style C++ template meta programming

https://github.com/mistivia/lmp
45•mistivia•10h ago•7 comments

Files are the interface humans and agents interact with

https://madalitso.me/notes/why-everyone-is-talking-about-filesystems/
216•malgamves•22h ago•118 comments

How important was the Battle of Hastings?

https://www.historytoday.com/archive/head-head/how-important-was-battle-hastings
31•benbreen•4d ago•29 comments

Compiling Prolog to Forth [pdf]

https://vfxforth.com/flag/jfar/vol4/no4/article4.pdf
111•PaulHoule•4d ago•9 comments

LLM Writing Tropes.md

https://tropes.fyi/tropes-md
186•walterbell•12h ago•76 comments

Re-creating the complex cuisine of prehistoric Europeans

https://arstechnica.com/science/2026/03/recreating-the-complex-cuisine-of-prehistoric-europeans/
78•apollinaire•1d ago•32 comments
Open in hackernews

Collatz's Ant

https://gbragafibra.github.io/2025/01/08/collatz_ant2.html
102•Fibra•10mo ago

Comments

keepamovin•10mo 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•10mo ago
The previous piece previous thread https://news.ycombinator.com/item?id=42479375
cdaringe•10mo ago
I didnt know what i was getting into but i loved it
berlinbrowndev•10mo ago
I love cellular automata projects like this.
1024core•10mo ago
Now if someone could figure out a link between this and Conway's Game of Life...
lapetitejort•10mo 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•10mo 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•10mo 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•10mo 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•10mo 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•10mo 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•10mo 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•10mo 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•10mo ago
Potentially useful to you: https://en.wikipedia.org/wiki/Collatz_conjecture#As_a_parity...
genewitch•10mo 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•10mo 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•10mo 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•10mo 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.