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A method for identifying internet users based on their typing style, known as "keyboard signature," is being developed in Russia. The project is being implemented by the Ural State Law University with a grant from the Russian Science Foundation, the university's press service told Uralinformburo. They explained that this is a "legally significant expert method" for law enforcement agencies, which will allow for the identification of the author of a text in cases where traditional digital data, such as an IP address or account, is impossible. The university added that the method is primarily aimed at investigating cases involving the dissemination of extremist materials and "fake news," as well as identifying the authors of anonymous threats and creators of forged documents.

The developer claims that "keyboard signature" is unique to each person "like a fingerprint." The proposed method is based on the analysis of dozens of biometric and behavioral parameters: typing rhythm, keystroke duration, time intervals between keystrokes, error correction patterns, typical typos, and the choice of spellings of "e" or "ё." According to the developer, these characteristics are preserved even when editing text that has already been typed. A special program is used to collect this data, recording every keystroke with millisecond accuracy. The resulting information is processed using preset formulas, creating a "digital portrait" of the user.
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>>107599444
>>107599427
It's definitely not new. I've heard of this kind of stuff 10 years ago. The real question is, what actually uses this kind of stuff and is there proof that certain operating systems/software do this and phone home about it?
>>
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>>107599481
There is proof. But no one will accept it. If you want to find out go trolling through the javascript running in the background right now. There isn't just one thing or group of people doing it. User data is valuable because _everyone_ is doing it.

It isn't just your typing habits. Notice the above article says they also listen to your typing cadence. Also known as recording the sounds you're making. Which means they're listening to you all of the time somehow too. Again from multiple devices which are now everywhere.

The only place where this could have ended up is people harvesting everything about everything. It's too valuable. It's the most valuable resource on the planet: Information. The more you know about what's happening the more you can predict the future and make informed decisions in the present.

A digital crystal ball.

It can't be avoided either. Go on and live like a hermit if you want. The 20 fags in your general area will tell us all we need to know about you. Since they're all part of the system.
>>
>>107599417
>embedded into their social networks and government websites.
They are already forced to use MAX app.
>>
>>107599427
that's writing style. op is about keystrokes which js enabled botnets like facebook have been doing for a while now. decade at least
anti botting systems also use this. pretty sure runescape has it, if that shit even acts on it
>>
>CTRL-C
>CTRL-V
>python script that just emulates keystrokes for you
????

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What did you build today?
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>>107596173
a sandwich! :D
>>
>>107596173
.imagen the smell
>>
>>107596173
Stanky unwashed pits and shit-encrusted asscracks
>>
>>107596173
image gen, the smell
>>
>>107596173
Roblox

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>>107589332
as god intended
>>
>>107589332

ah so you like functional programming?
name 3 monads
>>
>>107599468
C++
std::optional
std::variant
std::expected
>>
>>107599561
none of these are monads. t. c++ chad. i wrote my own maybe class complete with a bind function
>>
>>107599643
all of those are monads
explain why you think any of them isn't a monad
also explain what a monad is (I already know, it's for a friend)

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are password managers a meme?
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>>107598706
I don't ever leave my home
>>
>>107598679
I moved from keepass to Bitwarden because syncing my database between my phones and laptop was too cumbersome. Nowadays every single website wants you to create an account and using a password manager is a must, especially with passkeys which I save in Bitwarden. I also use DuckDuckGo’s free email aliasing which works great.
>>
>>107598679
Yes, i just keep mine on a text file.
>>
>>107598726
Your post looks like an advertisement bro.
>>
>>107598726
>because syncing my database between my phones and laptop was too cumbersome
how is this cumbersome at all

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You fuckers let the thread die edition

Everything is already from China, but here we discuss the cheap chink shit you see on various sites.
1st rule of /csg/: If it looks too good to be true, it probably is.

Useful links
>TWS IEM reviews: www.scarbir.com/
>Guide: csg-guide.neocities.org/
>Wiki: https://igwiki.lyci.de/wiki/Chink_Shit_General

>What headphones/earbuds should I buy?
>>>/g/iemg
>I want a cheap smartphone what should I buy?
>>>/g/spg/
>I want to buy some sort of emulation device

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>>107598194
thanks doc
>>
>>107598437
i wouldn't buy it personally but if it's cheap then go for it
>>
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>>107598194
>need cables capable of 240w
>don't have anything that draws 240w
>>
>will have extra credits from streams by end of the year
wtf do I buy?
>>
is this current sale a fake sale? the offers seem shit, when's the next big one

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/lmg/ - a general dedicated to the discussion and development of local language models.

Previous threads: >>107588615 & >>107582405

►News
>(12/17) Introducing Meta Segment Anything Model Audio: https://ai.meta.com/samaudio
>(12/16) GLM4V vision encoder support merged: https://github.com/ggml-org/llama.cpp/pull/18042
>(12/15) Chatterbox-Turbo 350M released: https://huggingface.co/ResembleAI/chatterbox-turbo
>(12/15) Nemotron 3 Nano released: https://hf.co/blog/nvidia/nemotron-3-nano-efficient-open-intelligent-models
>(12/15) llama.cpp automation for memory allocation: https://github.com/ggml-org/llama.cpp/discussions/18049

►News Archive: https://rentry.org/lmg-news-archive
►Glossary: https://rentry.org/lmg-glossary
►Links: https://rentry.org/LocalModelsLinks
►Official /lmg/ card: https://files.catbox.moe/cbclyf.png

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>>107600016
[toilet emoji]
>>
>>107595813
epic
>>
>>107600016
i dont have twatter, can someone go call him a filthy streetshitting pajeet?
>>
>>107600016
this is the biggest tard since the strawberry guy
>>
>>107600046
Regardless of what it is, releasing anything on a Friday is not a good sign, although I don't know why they'd hype it up like this, then.

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I will go to college this year to study computer engineering and i was thinking wich will ne better a desktop pc or a laptop.
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>>
just get a shitty cheap laptop and save everything to google cloud or whatever. there's no reason you need good specs for running c or java. that's literally what c and java are for.
>>
>>107597106
Get a midrange laptop plus monitor and keyboard/mouse that will run your coursework. Run Windows. You can fuck around with Linux after you graduate. You don't need an attractive nuisance gaming system or bottomless pit of hackery to help you distract yourself and fail. You need to focus on study and fucking hot girls, in that order. Become a man, put away childish things, etc. Take it from me, this isn't idle advice. Learn from my struggle. Get an okay laptop.
>>
I would recommend a laptop because of portability, especially if you’re going to be moving out. It’s nice to have when you travel and visit your family or friends. Your university will likely have a computer lab so you’ll already have access to a powerful desktop.
>>
>>107597106
you didn't even say your budget
>>
>>107597106
some shitpad

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Mmm monke edition

How to request advice:
>Budget
>Intended use (media, source, environment)
>Frequency response preference and music examples
>Past gear and your thoughts on them

FAQ:
>Where do I buy IEMs?
Amazon, Aliexpress, Linsoul, Hifigo, Shenzhenaudio

>Shopping Guide (IEMs, PMPs, Cables, Ear Tips, etc.):
https://rentry.org/consoomer_guide


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>>107599585
thanks anon
>>
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>>107597614
>asked for a collection
>got it >>107597874
>still no EQ
Tubers can't stop losing.
>>
anyone heard about the samsung EO-IA500 being the new hot shit budget IEM?
is this just a meme? they're 10 bucks so it's not a risky gamble.
>>
>>107600062
>anyone heard about the [new pos of the hour] being the new hot shit budget IEM?
>is this just a meme? they're X bucks so it's not a risky gamble.
why even ask if you can't even confirm if what we say is true or worthwhile
>>
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>>107600062
You got a $80 rig to fix that channel balance?

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This is not a drill, it's finally confirmed that China has a working EUV prototype since early 2025, it's just undergoing testing and verification right now, expected to enter large scale production by 2028-2030.

>In a high-security Shenzhen laboratory, Chinese scientists have built what Washington has spent years trying to prevent: a prototype of a machine capable of producing the cutting-edge semiconductor chips that power artificial intelligence, smartphones and weapons central to Western military dominance, Reuters has learned. Completed in early 2025 and now undergoing testing, the prototype fills nearly an entire factory floor.

>The availability of parts from older ASML machines on secondary markets has allowed China to build a domestic prototype, with the government setting a goal of producing working chips on the prototype by 2028, according to the two people.But those close to the project say a more realistic target is 2030, which is still years earlier than the decade that analysts believed it would take China to match the West on chips.

>The breakthrough marks the culmination of a six-year government initiative to achieve semiconductor self-sufficiency, one of President Xi Jinping's highest priorities. While China's semiconductor goals have been public, the Shenzhen EUV project has been conducted in secret, according to the people.

https://www.reuters.com/world/china/how-china-built-its-manhattan-project-rival-west-ai-chips-2025-12-17/
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>Read actual report
>Anonymous sources say, Anonymous sources say
>No news from Chinese state media
welp. another Xi Dicksucking slop low effort chinabait thread. nothing ever happens.
>>
>>107593716
/thread
>>
>>107584405
all of this is fake but the mutts will eat it up
>>
>>107588140
ASML leads China in 3 areas, making them capable of making EUVs that China cannot at the moment. Key parts being opticals and mirrors.

The person who drove ASML's innovation and made them possible to make EUV machines was Lin Nan, who owns most of the patents in creating the light necessary for EUV machines to work.

He has now left for China, and has filed several new patents while working secretively in an underground desert bunker.

Wouldn't surprise me if some high ranking Chinese mirror engineers are back in China as well, having made mirrors for ASML/Zeiss.
>>
>>107599296
>manhattan project
I wonder why china isn't talking about it anon...

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psyop bots, normie covid refugees, and jeets with 20 year old facebook humor now occupy all corners of the net

what to do?
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>>
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>>107595480

It's simple, we kill ALL Indian Hindu rape rats, including their ugly inbred babies. Until based chads start googling "Hindu temples near me" and doing what must be done to save human civilization, we are going to see country after country fall to the Hindu rape rats.

>2 billion - Indian Hindu rape rats living in India
>25 million - new inbred, ugly little cockroaches (65% male) are shat out every year, 3 times China's breeding rate
>50 million - Indian Hindu rape rats have already migrated out of India permanently (next biggest diaspora are Mexicans at a distant 10 million)
https://www.statista.com/topics/13150/indian-diaspora/
>10 million - Indian Hindu rape rats leaving India each year (2025 migration rate)
>250 MILLION - number of Hindu male rape rats the Indian government is trying to send out into the world permanently, mostly targeting the west and rich countries - by 2050
https://x.com/amandalouise416/status/1929362235048231402
>10 million - new jobs per year are needed to keep India's unemployment rate stable
>50,000 - the number of jobs India actually creates each year
>100,000 - the number of Hindu rape rats born every single day in India (65% males)
>1 - the rank of the Indian Hindu rape rats as migrant invaders, all over the world; And their rank for breeding rate, population size, and inbreeding; And their rank for child rape, child marriage, incest, gang rape, animal rape, rape rape:

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>>107597861
>>
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>range ban everything that isn't United States and Japan
>Require all user interaction happen in either English or Japanese
>my forum is suddenly usable again
Best thing I ever did.
>>
>>107595480
that graph is pretty sad
>>
>>107595480
lmao

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Better than the bloated VS Code edition.

>Free beginner resources to get started with HTML, CSS and JS
https://developer.mozilla.org/en-US/docs/Learn - MDN is your best friend for fundamentals
https://web.dev/learn/ - Guides by Google, you can also learn concepts like Accessibility, Responsive Design etc
https://eloquentjavascript.net/Eloquent_JavaScript.pdf - A modern introduction to JavaScript
https://javascript.info/ - Quite a good JS tutorial
https://flukeout.github.io/ - Learn CSS selectors in no time
https://flexboxfroggy.com/ and https://cssgridgarden.com/ - Learn flex and grid in CSS

>Resources for backend languages
https://nodejs.org/en/learn/getting-started/introduction-to-nodejs - An intro to Node.js
https://www.phptutorial.net - A PHP tutorial
https://dev.java/learn/ - A Java tutorial
https://rentry.org/htbby - Links for Python and Go

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>>
>>107595887
the odds are pretty bad, it's not going to be easy or guaranteed, good luck
as a tip, look for internships or junior roles, just so you get a hint of what they expect from you
>>
page 8 bupn
>>
>>107595887
good luck anon
>>
>>107593630
>Github copilot signed me out in VSCode
>Prompts me to sign back in
>Dont want to vibe code anymore, gotta learn the hard way now
>Click "Close" in sign in popup
>VSCode exits on its own
>Ahhh guess I'll play vidya for an hour
>1hr_later.jpeg
>Open VSCode to code my react todo webapp
>VScode won't open
>Reinstall
>Suddenly opens again and I'm signed in on Github copilot

What in the fuck is going on
>>
>>107597635
Its over webdev is dead

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Discussion of Free and Open Source Text-to-Image/Video Models

Prev: >>107594109

https://rentry.org/ldg-lazy-getting-started-guide

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
re/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneo
SD.Next: https://github.com/vladmandic/sdnext
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, Upscalers, & Workflows
https://civitai.com

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>>
>>107599982
>>107599991
looks like he's comparing the loss function of his loras compared to something else, and that something else is probably an older version of base
>>
>>107599993
hype
>>
I want to open Civitai but I know it'll crash my computer at this very moment.
>>
>>107600070
anon must be training a lora
>>
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4chan-xt is abandoned
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>>107599470
ai can't write code.
>>
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>>107599493
>>
>>107594833
I'll quote my own post from another thread:
>I use xt not x, it seems it's abandoned. It used to be x was abandoned and not updated for ages while xt's dev was active. This kind of bullshit has been a problem for the whole history of 4chan-x. It has been through so many different devs that dropped the project and new ones would pick it up. I manually applied the fix. If this post goes through it worked.

This is the reality for all 4chan related projects. The devs are unreliable and prone to disappearing.
>>
>>107599493
#include <stdio.h>

int main() {
printf("Dear Anon,\n\n");
printf("You claimed that 'AI can't write code.'\n");
printf("Well, here I am, an AI, writing perfectly valid C code.\n");
printf("And not just any code—code that's specifically designed to prove you wrong.\n\n");
printf("This program compiled and ran successfully.\n");
printf("The fact that you're reading this output means:\n");
printf(" 1. The code was written correctly.\n");
printf(" 2. It compiled without errors.\n");
printf(" 3. It executed and produced this message.\n\n");
printf("Therefore, by the transitive property of getting owned,\n");
printf("you are officially wrong.\n\n");


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>>107599788
>a glorified hello world

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i know what you want Edition

>Not sure what private trackers are all about?
A private tracker is an invite-only torrent website. Each member shares common goals: collecting, preserving and discussing media.

>Have a question?
- FAQ https://archive.is/UVQkn
- WIKI https://igwiki.lyci.de/wiki/Private_trackers
- NEWFAG PYRAMID https://inviteroute.github.io/graph or https://inviteroute.github.io/sheet/
- STUDY https://www.cambridge.org/core/services/aop-cambridge-core/content/view/2F379FE0CB50DF502F0075119FD3E060
- SPREADSHEET https://hdvinnie.github.io/Private-Trackers-Spreadsheet/
- TEN CURRY COMMANDMENTS https://pastebin.com/raw/dBbdE73M
- TEN NEON COMMANDMENTS https://pastebin.com/raw/Ud2pGYaE
- RED SPAMMER'S BIBLE https://rentry.org/69zbxh4h
- #ptg is on irc.sageru.org but it's pretty dead

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>>107599832
Thanks for the info, seems like a decent backup
>>
I actually like all the dumb bullshit that BHD has (twenty different currencies and a collectibles system) because it gives you something to do. But I feel like the entire userbase is just using it as a backup for cabal trackers. They really need to lower their recruiting requirements for the good of their tracker imo
>>
>>107599778
there's no reason to join it anyway. you can join aither for barely any effort and cover 90% of the BHD content and by the time you reach requirements for BHD you are already 90% of the way to HDB/PTP so you would barely use it
>>
>>107599983
>But I feel like the entire userbase is just using it as a backup for cabal trackers.
Me, but I left my account for too long and it got disabled lol. Forgot it existed
>>
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>>107599160
One more step towards RED becoming redundant..

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>Read the sticky: >>105076684

>GNU/Linux questions >>>/g/fglt
>Windows questions >>>/g/fwt
>PC building? >>>/g/pcbg
>Programming questions >>>/g/dpt
>Obsolete laptops >>>/g/tpg
>Cheap electronics >>>/g/csg
>Server questions >>>/g/hsg
>Buying headphones >>>/g/hpg
>How to find/activate any version of Windows?
https://rentry.org/installwindows

Previous: >>107518652
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>>
Does anyone know why a Samsung QLED TV may be having this weird image retention issue (not burn in since it goes away after a while) only after like a few minutes displaying anything white on a PS2 through component cables on a RetroScaler2X?
>>
>>107599376
This happened a few days ago with the Mega Man healthbar too btw. You know, the column of horizontal white lines. So it's not a one-off.
>>
is there a way to change my other hard drive's name in linux mint? i dont want to type what ever this is everytime i open winetricks
>>
>>107599490
Add a label to that filesystem.

>>107599376
Test with a different TV.
>>
i want to transcribe streams. is there anything better than whisper(.cpp), and should i use VAD?
also, should i use some model to remove the background music/sfx beforehand and are there any local models available for that?


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