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Introduce the Vouch/Denouncement Contribution Model by Mitchellh

https://github.com/ghostty-org/ghostty/pull/10559
1•samtrack2019•17s ago•0 comments

Software Factories and the Agentic Moment

https://factory.strongdm.ai/
1•mellosouls•27s ago•0 comments

The Neuroscience Behind Nutrition for Developers and Founders

https://comuniq.xyz/post?t=797
1•01-_-•34s ago•0 comments

Bang bang he murdered math {the musical } (2024)

https://taylor.town/bang-bang
1•surprisetalk•35s ago•0 comments

A Night Without the Nerds – Claude Opus 4.6, Field-Tested

https://konfuzio.com/en/a-night-without-the-nerds-claude-opus-4-6-in-the-field-test/
1•konfuzio•3m ago•0 comments

Could ionospheric disturbances influence earthquakes?

https://www.kyoto-u.ac.jp/en/research-news/2026-02-06-0
1•geox•4m ago•0 comments

SpaceX's next astronaut launch for NASA is officially on for Feb. 11 as FAA clea

https://www.space.com/space-exploration/launches-spacecraft/spacexs-next-astronaut-launch-for-nas...
1•bookmtn•5m ago•0 comments

Show HN: One-click AI employee with its own cloud desktop

https://cloudbot-ai.com
1•fainir•8m ago•0 comments

Show HN: Poddley – Search podcasts by who's speaking

https://poddley.com
1•onesandofgrain•8m ago•0 comments

Same Surface, Different Weight

https://www.robpanico.com/articles/display/?entry_short=same-surface-different-weight
1•retrocog•11m ago•0 comments

The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
2•Brajeshwar•15m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
3•Brajeshwar•15m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
2•Brajeshwar•15m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•19m ago•0 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
2•righthand•22m ago•1 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•23m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•23m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
3•vinhnx•24m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•28m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•33m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•37m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•39m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•39m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
5•okaywriting•46m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•49m ago•0 comments

Show HN: Gorse 0.5 – Open-source recommender system with visual workflow editor

https://github.com/gorse-io/gorse
1•zhenghaoz•49m ago•0 comments

GLM-OCR: Accurate × Fast × Comprehensive

https://github.com/zai-org/GLM-OCR
1•ms7892•50m ago•0 comments

Local Agent Bench: Test 11 small LLMs on tool-calling judgment, on CPU, no GPU

https://github.com/MikeVeerman/tool-calling-benchmark
1•MikeVeerman•51m ago•0 comments

Show HN: AboutMyProject – A public log for developer proof-of-work

https://aboutmyproject.com/
1•Raiplus•51m ago•0 comments

Expertise, AI and Work of Future [video]

https://www.youtube.com/watch?v=wsxWl9iT1XU
1•indiantinker•52m ago•0 comments
Open in hackernews

Solving Fizz Buzz with Cosines

https://susam.net/fizz-buzz-with-cosines.html
215•hprotagonist•2mo ago

Comments

thomasjudge•2mo ago
https://joelgrus.com/2016/05/23/fizz-buzz-in-tensorflow/
arealaccount•2mo ago
This would be an offer on the spot from me
stronglikedan•2mo ago
> me: It's more of a "I can't believe you're asking me that."

> interviewer: Great, we find that candidates who can't get this right don't do well here.

> me: ...

Shit attitude from that candidate, considering the interviewer is completely correct. I wouldn't hire them since they are obviously a problem employee.

For those that don't know, Fizz Buzz is less an aptitude test and more of an attitude test. That's why this candidate failed and didn't get the job.

darth_aardvark•2mo ago
For those that don't know even more, this interview never happened and this interviewer doesn't exist. It's a funny joke on the internet.
toast0•2mo ago
If the candidate didn't even show up to an interview, they're definitely not worth hiring. :p
NitpickLawyer•2mo ago
> Fizz Buzz is less an aptitude test and more of an attitude test

The amount of (highly credentialed) interviewees that can't 0-shot a correct and fully functional fizzbuzz is also way higher than a lot of people would think. That's where the attitude part also comes in.

cyphar•2mo ago
> For those that don't know, Fizz Buzz is less an aptitude test and more of an attitude test.

The articles which popularised FizzBuzz as an interview question stated as a categorical fact that most computer science graduates or programmer candidates (one article even said 199/200!![2]) cannot do FizzBuzz[1,2,3] and were absolutely recommending it as an aptitude test.

I personally think this whole thing was simply untrue back in 2007 (or at the very least incredibly overstated) and we are paying the price for it with ridiculous 15-stage interviews as a paranoid response to some urban legend from ~20 years ago.

[1]: https://imranontech.com/2007/01/24/using-fizzbuzz-to-find-de... [2]: http://weblog.raganwald.com/2007/01/dont-overthink-fizzbuzz.... [3]: https://blog.codinghorror.com/why-cant-programmers-program/

n4r9•2mo ago
A massively over-engineered, incorrect solution?
jiveturkey•2mo ago
A candidate that appreciates the value of the question, yet won't subject themselves to the absurdity of demonstrating compliance.

Yes, very much yes.

n4r9•2mo ago
I'd worry about them over-complicating solutions at work as well.
jiveturkey•2mo ago
I definitely wouldn't want to work on your team, if that's how you interpret such an answer. Perfect interview then -- we've both eliminated the other as a viable employee/employer, so that's a win and we got there from just 1 trivial coding question. There's so much more to say here, but this is no longer timely, plus this isn't great forum for such discussion.

FWIW I have never been asked this question or similar, but since it's so famous I do have my own answer at the ready, which is just slightly more complex than the naive solution, but still well within the realm of production-worthy (maintainable, testable, readable) code. We don't really ever see any discussion of such because of course it isn't "interesting".

gregsadetsky•2mo ago
There was another great satirical take on FizzBuzz which had something to do with runes and incantation and magical spells...? I sort of remember that the same author maybe even wrote a follow up? to this extremely experienced developer solving FizzBuzz in the most arcane way possible.

Does this ring a bell for anyone?

---

Found it!

https://aphyr.com/posts/340-reversing-the-technical-intervie...

https://aphyr.com/posts/341-hexing-the-technical-interview

https://aphyr.com/posts/342-typing-the-technical-interview

https://aphyr.com/posts/353-rewriting-the-technical-intervie... (the FizzBuzz one)

https://aphyr.com/posts/354-unifying-the-technical-interview

wow.

ntonozzi•2mo ago
One of my favorite blog posts of all time: https://aphyr.com/posts/342-typing-the-technical-interview
flir•2mo ago
"Unavailable Due to the UK Online Safety Act"

Does aphyr even have comments, or is it a pure political protest?

That's the first thing that's tempted to break out an ssh tunnel - I can live without the occasional NSFW reddit group.

toast0•2mo ago
They do show comments at the bottom of the posts.
AstroJetson•2mo ago
Thanks for the memory reminder, I read them when they first came out. They are still highly amusing today!
taolson•2mo ago
Along that line, an over-engineered fizzBuzz using lazy list operations:

https://github.com/taolson/Admiran/blob/main/examples/fizzBu...

ivan_ah•2mo ago
This is very nice.
tantalor•2mo ago
There are several mentions of "closed-form expression" without precisely defining what that means, only "finite combinations of basic operations".

TFA implies that branches (if statements and piecewise statements) are not allowed, but I don't see why not. Seems like a basic operation to me.

Nevermind that `s[i]` is essentially a piecewise statement.

susam•2mo ago
> There are several mentions of "closed-form expression" without precisely defining what that means, only "finite combinations of basic operations".

There is no universal definition of 'closed-form expression'. But there are some basic operations and functions that are broadly accepted, and they are spelled out directly after the 'finite combinations' phrase you quoted from the post. Quoting the remainder of that sentence here:

'[...] finite combinations of basic operations such as addition, subtraction, multiplication, division, integer exponents and roots with integer index as well as functions such as exponentials, logarithms and trigonometric functions.'

bmacho•2mo ago
https://en.wikipedia.org/wiki/Closed-form_expression#Compari...
siegelzero•2mo ago
Very cool! There's definitely some similarity to Ramanujan Sums, though the approach here sort of packages the fizz-buzz divisibility properties into one function. https://en.wikipedia.org/wiki/Ramanujan%27s_sum
layer8•2mo ago
I think that implementation will break down around 2^50 or so.
nine_k•2mo ago
Well, there must be an obvious solution where the fizzbuzz sequence is seen as a spectrum of two frequencies (1/3 and 1/5), and a Fourier transform gives us a periodic signal with peaks of one amplitude at fizz spots, another amplitude at buzz spots, and their sum at fizzbuzz spots. I mean. that would be approximately the same solution as the article offers, just through a more straightforward mechanism.
atemerev•2mo ago
Yes. Exactly. This is how it _should_ have been done.

Also probably easy enough to encode as quantum superpositions.

HPsquared•2mo ago
How would someone do FizzBuzz on a quantum computer? It seems like a nice toy example problem.
susam•2mo ago
That is precisely how I began writing this post. I thought I'd demonstrate how to apply the discrete Fourier transform (DFT) but to do so for each of the 15 coefficients turned out to be a lot of tedious work. That's when I began noticing shortcuts for calculating each coefficient c_k based on the divisibility properties of k. One shortcut led to another and this post is the end result. It turns out it was far less tedious (and more interesting as well) to use the shortcuts than to perform a full-blown DFT calculation for each coefficient.

Of course, we could calculate the DFT using a tool, and from there work out the coefficients for the cosine terms. For example, we could get the coefficients for the exponential form like this:

https://www.wolframalpha.com/input?i=Fourier%5B%7B3%2C+0%2C+...

And then convert them to the coefficients for the cosine form like this:

https://www.wolframalpha.com/input?i=%7B11%2F15%2C+2*0%2C+2*...

That's certainly one way to avoid the tedious work but I decided to use the shortcuts as the basis for my post because I found this approach more interesting. The straightforward DFT method is perfectly valid as well and it would make an interesting post by itself.

susam•2mo ago
Update: I went ahead and added the method of obtaining the coefficients using DFT anyway. Like I mentioned above, this approach is quite tedious by hand, so I only work out the first few coefficients explicitly. In practice, these are almost always computed using numerical software. But for some people it may still be interesting to see a direct calculation rather than relying on shortcuts.

Here is the direct link to the new section on DFT: https://susam.net/fizz-buzz-with-cosines.html#dft

xbar•2mo ago
This is a joy.
mr_wiglaf•2mo ago
Ah so taking the Fourier transform of this function[0]? The summation of the fizz and buzz frequencies don't lead to perfect peaks for the fizz and buzz locations. I need to revisit Fourier cause I would have thought the transform would have just recovered the two fizz and buzz peaks not the fizzbuzz spot.

[0]: https://www.desmos.com/calculator/wgr3zvhazp

isoprophlex•2mo ago
What a neat trick. I'm thinking you can abuse polynomials similarly. If the goal is to print the first, say, 100 elements, a 99-degree polynomial would do just fine :^)

EDIT: the llm gods do recreational mathematics as well. claude actually thinks it was able to come up with and verify a solution...

https://claude.ai/share/5664fb69-78cf-4723-94c9-7a381f947633

jiggawatts•2mo ago
That's the most expletive-laden LLM output I've ever seen. ChatGPT would have aborted half way through to protect its pure and unsullied silicon mind from the filthy impure thoughts.
theendisney•2mo ago
It would find a therapist contact your employer, your wife and your dad.
flir•2mo ago
> LMAOOOOO OKAY SO THE POLYNOMIAL IS LITERALLY SHITTING ITSELF

That was a fun read, but I can see that persona quickly becoming wearing. I had a "talk like a wiki article" persona for a while that worked better (for me) than any attempt to inject personality. The greyer the better, when it comes to tools.

(Being a child of the internet rather than the classroom my abusive solution would be to look up the sequence in OEIS, but I think fizzbuzz could be encoded into an L-system quite neatly).

isoprophlex•2mo ago
Yes, it's indeed very over the top and one-dimensional. However, I've been iterating on this system prompt since the early early days of chatgpt.com, and I find that I can't really chat with AI systems in their "grey", dry mode anymore.

On their default behavior they try too hard to make me like them, which I find intolerable. "You're absolutely right!" for some reason drives me insane; getting "lmaaoooo my bad fam i dun goofed" twenty times a day is equally annoying in terms of models being confidently wrong, but somehow the lazy shitbag attitude pisses me off less than the goody two shoes energy.

And if they're low on crazyness and you force them to be crisp and emotionless like a wikipedia article, I notice that I tend to trust them more... even though again the tendency to bullshit is unchanged, still there.

Somehow this really works for me.

Also when coding it makes it very clear which bits I haven't inspected yet because the comments and variable names will be super nsfw, thus keeping me on my toes as to not accidentally submit PRs filled with "unfuck_json()" functions.

flir•2mo ago
> On their default behavior they try too hard to make me like them, which I find intolerable. "You're absolutely right!"

Yeah, that's what I was trying to avoid, too. Why do we have such strong negative reactions to sycophancy? I went for something like: "You are a maximally terse assistant with minimal affect. Be detailed and complete, but brief."

mikestaas•2mo ago
absolute madlad
drob518•2mo ago
I laughed so hard. Really curious what the pre-prompt was.
isoprophlex•2mo ago
https://claude.ai/share/d855dbf4-6553-4909-ad3e-375b6385e720

"there ya go homie, copy paste ready for whoever needs their ai to have some goddamn personality"

chaboud•2mo ago
Oh man. This system prompt is everything I'm looking for in my coding agents. This shit should be fun. Let it be fun!
bmacho•2mo ago
It could've solved the task instead of being wrong and spitting nonsense tho.

This is orthogonal to the style, still, if it realizes that it can use Python's arbitrary precision integers instead of floats then the problem becomes absolutely trivial. Fast, and numerically stable.

ok123456•2mo ago
I once had a coworker who used the FFT to determine whether coordinates formed a regular 2D grid. It didn't really work because of the interior points.
throwaway81523•2mo ago
Where the madness leads: https://cspages.ucalgary.ca/~robin/class/449/Evolution.htm
jmclnx•2mo ago
I wonder where this is coming from. I saw on USENET in comp.os.linux.misc a conversation about fizzbuzz too. That was on Nov 12.

Anyway an interesting read.

acheron•2mo ago
You saw a Usenet post on Nov 12? 2025?
jmclnx•2mo ago
Yes, it was about fizzbuz
jmclnx•2mo ago
Forgot to mention, the subject was "Simple Programming Challenge"
anthk•2mo ago
IT and some music/literature niche newsgroups and some Paleonthology ones plus a few more are still alive.
burnt-resistor•2mo ago
While it's cute use of mathematics, it's extremely inefficient in the real world because it introduces floating point multiplications and cos() which are very expensive. The only thing it lacks is branching which reduces the chances of a pipeline stall due to branch prediction miss.

(The divisions will get optimized away.)

pbsd•2mo ago
This can be translated to the discrete domain pretty easily, just like the NTT. Pick a sufficiently large prime with order 15k, say, p = 2^61-1. 37 generates the whole multiplicative group, and 37^((2^61-2)/3) and 37^((2^61-2)/5) are appropriate roots of unity. Putting it all together yields

    f(n) = 5226577487551039623 + 1537228672809129301*(1669582390241348315^n + 636260618972345635^n) + 3689348814741910322*(725554454131936870^n + 194643636704778390^n + 1781303817082419751^n + 1910184110508252890^n) mod (2^61-1).
This involves 6 exponentiations by n with constant bases. Because in fizzbuzz the inputs are sequential, one can further precompute c^(2^i) and c^(-2^i) and, having c^n, one can go to c^(n+1) in average 2 modular multiplications by multiplying the appropriate powers c^(+-2^i) corresponding to the flipped bits.
burnt-resistor•2mo ago
Integer exponentiation is still really, really expensive. 3-4 modulus operations and a few branches is a lot cheaper.
Terretta•2mo ago
The article conceit is fantastic. That said, is the going-in algo wrong?

I see a case for 3 * 5 in here:

  for n in range(1, 101):
      if n % 15 == 0:
          print('FizzBuzz')
      elif n % 3 == 0:
          print('Fizz')
      elif n % 5 == 0:
          print('Buzz')
      else:
          print(n)
Why?

If we add 'Bazz' for mod 7, are we going to hardcode:

  for n in range(1, 105):
      if n % 105 == 0:          # 3 * 5 * 7
          print('FizzBuzzBazz')
      elif n % 15 == 0:         # 3 * 5
          print('FizzBuzz')
      elif n % 21 == 0:         # 3 * 7
          print('FizzBazz')
      elif n % 35 == 0:         # 5 * 7
          print('BuzzBazz')
      elif n % 3 == 0:
          print('Fizz')
      elif n % 5 == 0:
          print('Buzz')
      elif n % 7 == 0:
          print('Bazz')
      else:
          print(n)
Or should we have done something like:

  for n in range(1, 105):
      out = ''
  
      if n % 3 == 0:
          out += 'Fizz'
      if n % 5 == 0:
          out += 'Buzz'
      if n % 7 == 0:
          out += 'Bazz'
  
      print(out or n)
I've been told sure, but that's a premature optimization, 3 factors wasn't in the spec. OK, but if we changed our minds on even one of the two factors, we're having to find and change 2 lines of code ... still seems off.

Sort of fun to muse whether almost all FizzBuzz implementations are a bit wrong.

michaelcampbell•2mo ago
> Sort of fun to muse whether almost all FizzBuzz implementations are a bit wrong.

They're only wrong if they provide output that isn't in the spec. Adding "bazz" isn't in the spec, and assuming that something indeterminate MIGHT come later is also not part.

Terretta•2mo ago
Yep, that's how people answer.

Folks really really don't like thinking that "FizzBuzz" case maybe shouldn't be there, future extension or factor edit or no.

// And as long as we're just manually computing factor times factor and typing out the results for it like "FizzBuzz" we might as well just hardcode the whole series...

theendisney•2mo ago
I think the reqirement should be to n digits. Then at least we can benchmark it.
theendisney•2mo ago
If we are going to be like that we should just increment a var by 3,5 or 7 and compare it rather than %3 as the later seems expensive.
econ•2mo ago
Made me envision this terrible idea.

arr = [];

y = 0;

setInterval(()=>{arr[y]=x},10)

setInterval(()=>{x=y++},1000)

setInterval(()=>{x="fizz"},3000)

setInterval(()=>{x="buzz"},5000)

setInterval(()=>{x="fizzbuzz"},15000)

seattle_spring•2mo ago
That is beautifully heinous! Nice work.
pillars001•2mo ago
HN is a great place to learn non-trivial things about trivial things, and that’s why I like it. My comment won’t add much to the discussion, but I just wanted to say that I learned something new today about a trivial topic I thought I already understood. Thank you, HN, for the great discussion thread.
Someone•2mo ago
So, there’s a similar way to do it with a function that produces one of the characters in “FizBu\nx” and a while true loop that

- increases i on every \n,

- prints i when that produces x, otherwise prints the character

(Disregarding rounding errors)

That would be fairly obfuscated, I think.

raffael_de•2mo ago
This seems like a great benchmark task for LLMs.
user070223•2mo ago
Inspired by this post & TF comment I tried symbollic regression [0] Basically it uses genetic algorithm to find a formula that matches known input and output vectors with minimal loss I tried to force it to use pi constant but was unable I don't have much expreience with this library but I'm sure with more tweaks you'll get the right result

  from pysr import PySRRegressor

  def f(n):
      if n % 15 == 0:
          return 3
      elif n%5 == 0:
          return 2
      elif n%3 == 0:
          return 1
      return 0

  n = 500
  X = np.array(range(1,n)).reshape(-1,1)
  Y = np.array([f(n) for n in range(1,n)]).reshape(-1,1)
  model = PySRRegressor(
          maxsize=25,
          niterations=200,  # < Increase me for better results
          binary_operators=["+", "*"],
          unary_operators=["cos", "sin", "exp"],
          elementwise_loss="loss(prediction, target) = (prediction - target)^2",
)

  model.fit(X,Y)
Result I got is this:

((cos((x0 + x0) * 1.0471969) * 0.66784626) + ((cos(sin(x0 * 0.628323) * -4.0887628) + 0.06374673) * 1.1508249)) + 1.1086457

with compleixty 22 loss: 0.000015800686 The first term is close to 2/3 * cos(2pi*n/3) which is featured in the actual formula in the article. the constant doesn't compare to 11/15 though

[0] https://github.com/MilesCranmer/PySR

Quarrel•2mo ago
Great work, I really liked Susam's setup in the article:

> Can we make the program more complicated? The words 'Fizz', 'Buzz' and

> 'FizzBuzz' repeat in a periodic manner throughout the sequence. What else is

> periodic?

and then I'm thinking ..

> Trigonometric functions!

is a good start, but there are so many places to go!

makerofthings•2mo ago
There are a surprising number of ways to generate the fizzbuzz sequence. I always liked this one:

  fizzbuzz n = case (n^4 `mod` 15) of
    1  -> show n
    6  -> "fizz"
    10 -> "buzz"
    0  -> "fizzbuzz"

  fb :: IO ()
  fb = print $ map fizzbuzz [1..30]
vincenthwt•2mo ago
Background Context: I am a machine vision engineer working with the Halcon vision library and HDevelop to write Halcon code. Below is an example of a program I wrote using Halcon:

* Generate a tuple from 1 to 1000 and name it 'Sequence'

tuple_gen_sequence (1, 1000, 1, Sequence)

* Replace elements in 'Sequence' divisible by 3 with 'Fizz', storing the result in 'SequenceModThree'

tuple_mod (Sequence, 3, Mod)

tuple_find (Mod, 0, Indices)

tuple_replace (Sequence, Indices, 'Fizz', SequenceModThree)

* Replace elements in 'Sequence' divisible by 5 with 'Buzz', storing the result in 'SequenceModFive'

tuple_mod (Sequence, 5, Mod)

tuple_find (Mod, 0, Indices)

tuple_replace (SequenceModThree, Indices, 'Buzz', SequenceModFive)

* Replace elements in 'Sequence' divisible by 15 with 'FizzBuzz', storing the final result in 'SequenceFinal'

tuple_mod (Sequence, 15, Mod)

tuple_find (Mod, 0, Indices)

tuple_replace (SequenceModFive, Indices, 'FizzBuzz', SequenceFinal)

Alternatively, this process can be written more compactly using inline operators:

tuple_gen_sequence (1, 1000, 1, Sequence)

tempThree:= replace(Sequence, find(Sequence % 3, 0), Fizz')

tempFive:= replace(tempThree, find(Sequence % 5, 0), 'Buzz')

FinalSequence := replace(tempFive, find(Sequence % 15, 0), 'FizzBuzz')

In this program, I applied a vectorization approach, which is an efficient technique for processing large datasets. Instead of iterating through each element individually in a loop (a comparatively slower process), I applied operations directly to the entire data sequence in one step. This method takes advantage of Halcon's optimized, low-level implementations to significantly improve performance and streamline computations.