pcael
pcael on Hacker News
Posted by
pcael on Friday October 23, 2026 @02:10PM
from the g1.globo.com dept.
thanks, dont they have a reference book? thanks
Of course you can. Kolmogorov complexity never says anything about finding lower bounds for specific elements. The lower bound is a statament about one string. The upper bound is statement about infinite strings, so you need to prove for infinite strings. In that sense you cant compress all strings and pointing a specific one without representing the index to it with a complexity a least as large as the string itself it represents. Read the part of pointing and telling things apart.
Lol, its funny how people think they know about others peoples lives... and speaking of wasting time...
Thats really interesting.. Do you recommend any books on ergodic theory that are accessible? I have undergrad in math, but it was a while ago. Thanks!
Let me give you an idea, just dont read it then. Im not monetizing anything btw.
Im fully aware. But since you came here to criticize only, thanks.
Its one of the simple forms of lossy compression, so you could have just point out that constructively, but hey this is internet.
Except anyone can use bullets.
And except the section title is basically me resuming what was seeing before:
Taking stock: what we managed to extract
So you want me to use what? Give me a break.
Im not trying anything. I just put as a joke. Im using AI to learn, but I wrote the structure and the references, and remodeled some parts with AI, yes, but I wrote the base input text by hand, in the sense AI would not be needed, but it helps me as English is not my first language.
Does that solve the issue? You can always ask yourself if you can embedd something smaller or not? Kolmogorov is just comparing things.. plus, in order to specifically point to pi in the languages internal table, you will need complexity as large as your representation of pi.
I think that does not hold, Kolmogorov complexity is measured relative to a pre-defined universal machine for everything. The machine is not counted in the description of π, for the same reason a book's length isn't measured by including the size of the reader. You fix one interpreter, then ask "how long is the shortest input that makes something?" The interpreter is a constant — the same constant for π, for the random file, for every string in the post
thats interesting, and maybe beyong my current knowledge, I will certainly look into it.
About the entropy being a property of a distribution, thats totally correct and I need to fix the post. Thanks.
Posted by
pcael on Sunday July 05, 2026 @07:31PM
from the stillthinking.net dept.
Posted by
pcael on Sunday June 28, 2026 @10:21AM
from the stillthinking.net dept.
Posted by
pcael on Thursday June 04, 2026 @07:50PM
from the sciencedaily.com dept.
I mean if you are using version control like git you can always see diffs. I would say it might be easier to go that way into checking small changes into commits and dev branches, then you can try a very good diff UI that will refresh each change. Thats one way.
why would you use an IDE if you are not the one coding? You can review the code in github/gitlab using prs, but not necessarily code.. I feel IDEs are not the best environment for coding agents UI because the prioritize code editing, and the interaction with agents has a different priority.
Thats very interesting view. I actually had some experience with that kind of dense language for specifying when I start testing using two llms to code: one to instruct the coding agent and the agent itself. The instructor start creating quite dense english that sometimes I could not easily understand, but seems to make the coding agent pretty efficient in understanding the requirements.
Posted by
pcael on Saturday May 23, 2026 @07:25PM
from the medium.com dept.
Posted by
pcael on Friday May 22, 2026 @08:03PM
from the self-post dept.
• cosine indices (exact + approximate)
• drop-in for scikit-learn (metric='cosine')
• Incredibly fast approximate IndexBinaryMultiHash with high recall (beats Faiss in some contexts)
pip install -U pynearhttps://github.com/pablocael/pynear
What do you use for managing several different projects in nvim?
Posted by
pcael on Sunday March 29, 2026 @08:38AM
from the show-hn dept.
PyNear is a Python KNN library built around Vantage-Point Trees with a C++ SIMD core. I've been working on it for a while and just shipped v2.2 with
two new approximate binary indices. Benchmarks surprised me so I wanted to share. * Where it beats Faiss:
- Exact L2 search — VP-Trees prune aggressively using the triangle inequality. At d=512, N=500k: 2.2 ms vs Faiss IndexFlatL2's 85 ms...
Yes I meant Claude Code client.
Indeed Opus is a token eater, I usually use Sonnet because or that.
Have you tried Claude console client?
Posted by
pcael on Saturday March 28, 2026 @07:36PM
from the github.com dept.