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File: AI_training.png (226 KB, 505x789)
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Research teams have entire divisions that do nothing but create new RL training environments specifically designed to boost benchmark scores. They treat AIME, SWE-bench, and MMLU like standardized tests. The model practices 10,000 hours on competitive programming problems until every proof technique is at its fingertips.
Then it fails to fix a simple bug in production without introducing two new ones.
Sutskever used the perfect analogy. Student A grinds 10,000 hours of competitive programming. Memorizes every algorithm, every edge case, every proof technique. Becomes the #1 ranked competitive coder in the world. Student B practices 100 hours but has it. Intuition. Taste. The ability to learn new things quickly. Who has the better career? Student B. Current AI models are all Student A.
The benchmark gaming runs deeper than most realize. Studies have shown data contamination inflates model scores by 20-80% on popular benchmarks. The training-test boundary is porous. Models memorize answers rather than learn concepts. And when you control for contamination, much of what looks like intelligence is pattern-matching on seen data. This explains the economic puzzle Ilya pointed to. Models score 100% on AIME 2025. They hit 70%+ on GDPval beating human professionals. Yet businesses still struggle to extract value. The benchmark performance says genius. The P&L says otherwise. The sample efficiency gap tells you everything. A human teenager learns to drive any car after 10 hours. An AI model might need millions of examples and still fail on slight variations. A human learns a concept once and applies it everywhere. Models need to see the exact pattern thousands of times and still choke when the formatting changes slightly. Sutskever's diagnosis: we're moving from the age of scaling (2020-2025) back to the age of research. The belief that 100x more compute would transform everything is dying.
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>>107549877
claude
>>
The goal is to improve coding capabilities to automate more and more of the process of coding models. If they succeed with that first, then they can quickly boost generalisation capabilities.
>>
>>107549717
ERPfags knew this ages ago. They've been employing LLMs for an unintended usecase on a scale dwarfing all others but programming, and since 2023 there have been no meaningful improvements and even some regressions. There is no generalized improvement, just MOAR COMPUTE + benchmaxxxing.
>>
>>107550005
Why don’t we see any real impact of AI on the GDP and productivity? It’s been 3 full years since ChatGPT release. More than a trillion dollars invested so far, every smart human out there involved in AI, but we’re not seeing any documented impact yet, beyond the benchmarks?
>>
>>107550320
What do you mean? There's been a huge GDP impact
>Microsoft pays OpenAI $100b
>OpenAI pays Oracle $100b
>Oracle pays Nvidia $100b
>Nvidia pays Anthropic $100b
>Microsoft pays Amazon $100b to pay Anthropic $100b
>Anthropic pays Nvidia and Microsoft $200b
>GDP increases by $800b
It's called a "service economy" bro, they're creating services. The services create more services and those services require services to sustain the services. It's all very valuable and productive.

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FAQ:
>How do I activate Windows?
HWID2 generates and registers a permanent legitimate license on MS's activation servers
github.com/massgravel/Microsoft-Activation-Scripts
Usage: paste this into Powershell, run.
irm https://get.activated.win | iex

>and Office?
Same link, select Ohook option
You can also use Office.com if your needs are very minimal
or try OnlyOffice/LibreOffice and set it to save in MSOffice file formats

>What version should I install?
>W10 Enterprise IoT LTSC 2021
Binary identical to Enterprise except no MS Store or apps
Preinstalled with: Edge & Win32 system apps

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>>107549735
yes. i personally run windows from usb as early as XP, though <95 should be easy as 98SE+ should be possible, maybe the later editions of 95 with usb support idk.
windows 8+ supports this ootb, earlier requires some tweaks
>>
Is it possible to disable windows updates on the router/firewall level?
>>
>>107549776
I used to run WinXP.
But I'm specifically asking about latest windows versions.
>>
>>107549735
gosh I fucking hate anime

stop imbuing women with souls and personalities beyond their actual capability. women aren't that bashful or thoughtful.

stupid otaku putting foids on a pedestal making a simptroon epidemic
>>
>>107549735
WindowsToGo

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
>>>/vr/hhg/


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>>107547757
i will be on the city this years holidays, so i should be able to make threads
i dont promise news tho, its very probable that i will be really busy with family and freelancer work...
>>107549345
>Thaiphoon Burner
what the hell, i am curious, explain that
unfortunately i am probably need to use ecc ddr3 given all the absurd prices i am geting in the new platforms
>>
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>>107549403
These had originally timings only up to 1600, so I had to get Thaiphoon Burner from https://www.cnblogs.com/goding/p/18799412
Also I need that SDP editor for my next week project.
>>
>>107549535
so you are only writing into the eeprom the oc you want in it?
what is the advantage to that instead of doing it at the bios?
>>
>>107545359
>how do you find the software support?
There are a lot of ready-made firmwares to choose from, using their M5burner. Or you can easily use the libraries in arduino or plataformio if you wanna develop something for yourself.
>>
>>107549992
office oem pcs dont have options like that in bios

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What mother fucking part of the mother fucking agentic ask jeeves do a no surprise for you mother fucker? On the streets of my desh we praise agentic agents to be doing of the scamming. If you do not give pennies to the 'mbai we kill you mother fucker. AI is to India what baseball is to you mother fucker. 68 AI generals at all times mother fucker we are the new Indian times new Roman* AI = emc3, a whole new level of what we refer to as the dung! It is not feces sar! Use of the copilot or your entire family are to be executed for not treating me to the escape of the river of shit rising sars!
>>
Chang pls

Previous Thread: >>107514057 (Cross-thread)

>Links:
>DALL-E 3
https://www.bing.com/images/create
https://designer.microsoft.com/image-creator
>4o
https://chatgpt.com/
https://sora.chatgpt.com
https://copilot.microsoft.com/
>Imagen 4 and Nano Banana (Pro)
https://gemini.google.com/app
https://labs.google/fx/tools/image-fx
https://labs.google/fx/tools/whisk
https://aistudio.google.com/prompts/new_image

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>>
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>>107545721
I'm sure all those black Somali refugees imported from the third world will do wonders for the economic interests of the average person.
>>
>>
>>107550163
They do much less damage than keeping salaries artificially low for the sake of shareholders.

And look at the based Paks working instead of God in Australia, for a change. Browns and blacks are the only ones who actually do something about the Jews.
>>
It is surprisingly hard to get "horizontal animal ears" without human ears as well. The sweater pattern is a nice touch though

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use nixos
the autistic trannies cutting their genitals off and pretending to be women are a good thing.
nixos has institutional and enterprise support.
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>>
>>107550105
No. Some of them are very clearly AI generated
>>
>50% of packages AI generated
nixOS? more like gptOS lmao
>>
>>107550175
You shouldn't keep old software around retard
>>
>>107550170
you know thats a made up retrospective justification
>>
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>>10755013

They should have high standards, but this is not always the case, and high standards do not always ensure a perfect deployment.

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Which way white man?
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>>107548727
>lowercase W
fuck off shitskin
>>107548978
Only countries in the southern hemisphere should use reverse scrolling.
>>
natural
also i'm black
>>
>>107549009
whitest 4chan user
>>
Natural.
>>
>>107548727
For a trackpad? Only natural. It's very comfy.

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Could we use this ointment to make women's pussies hairier?
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>>
>>107547677
Why would you come on here just to post lies?
>>
>>107548585
>>107534024
>>107534295
Do yourself a favor and end your life please, I implore you
>>
>>107549936
>t. roastie with blown out beef flaps
>>
f/a//g/ here
i love bald hairy men
>>
>>107533408
>0.0001 hairgrowth increased to 0.0006
lol

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Fuck WEBP
Fuck JFIF
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>>107539270
Holy shit, it actually works. Thanks
>>
>>107539172
Why you so scared of webp, pedophile tranime faggot?
>>
>>107548591
Why aren't you?
>>
>>107546496
Webp is shit and it has little to do with jewgle. It's only resl merit is better compression than older formats but comparing to them is disingenuous. You should compare it to JXL and AVIF where it's clearly the worst. The only reason it's prominent is because jewgle is pushing it on everyone because of internal politicking.
>>
>>107550043
what do you think of jxl? personally, i think it's the true replacement for jpg/jfif, since it has features that will help in the transition from the legacy jpeg format. lossless recompression of existing jpegs is essential to me and i think everyone would benefit as well, as long as it's widely adopted.

Early 2020s: China enacts laws severely crippling the internet for people unless they show ID

Jul 2025 (Online Safety Act): UK enacts laws neutering the internet for people unless they show ID; remains in effect despite initial outcry

Dec 2025 (Online Safety Amendment): Australia enacts laws neutering the internet for people unless they show ID; likely to remain in effect despite current outcry

Apr 2026? (KOSA, made it into the House recently): US enacts laws neutering the internet for people unless they show their IDs

EU has similar shit on the table iirc, they're the fucking EU they love regulation

This will get worse, and this won't go away, at least not in the way you want it to - it'll be an impossibly difficult sell because "THINK OF THE CHILDREN!" Security theater is notoriously difficult to reverse, just compare flying pre and post 9/11. This'll probably be more of the same. Again, UK already had a petition, the gov there just laughed in everyone's faces. Only way any of this is really "going away" is, like, the internet itself going extinct.

Not just this btw, also got countries banning Chinese social media (which in many cases can ironically be less restrictive), Android banning sideloading, etc.

This won't get kids playing outside again. They'll just watch only the government-OK kid-friendly TV, YouTube Shorts, and AI. Sheeple will still use a heavily policed internet and talk to Amanda the AI HR Lady because "brain need dopamine". China's still full of internet addicts despite having long had one of the world's most censored internets.

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>>107546855
Teens will be teens I suppose
>>
>>107542782
Is this based in your book?
>>
>>107545451
Was 2020 an agenda?
>>
>>107549871
cute
>>
>>107535136
I just want to highlight the obvious changposting in OP and ITT.
>china numba wun!
Yes yes very compelling, chang

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holly jolly edition

Previous thread:
>>107458212
https://desuarchive.org/g/thread/107458212/
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>>
>>107548471
basically yeah. it was marketed for that, industrial applications, accessibility, and people with large hands. its ps/2 and from 1994, but i want to use t over usb so the pico is going to serve as an active adapter since the keyboard doesnt support usb natively. the pico is also eventually going to support custom functionality like key remapping since the keyboard can switch betweek abcdef and qwerty, and im also planning on bodging in some cherry switches for the modifier keys its lacking, which would probably make this the (soon to be) only keyboard in the world with bolth alps and cherry switches.
>>
im getting a new shit ass wayfair desk today
because while i like my gigantic dinner table sizes desk, id really like to be closer to my screen
i will post about that later when it arrives
>>
>>107548555
trips checked
congrats on the new desk anon
>>
>>107544653
Yikes. You should resubmit to reddit.
>>
>>107548555
Interesting. I like wider desks and if I need I just adjust the monitor arm. But anyway congrats. We're waiting for pictures.

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Roblox is now a honeypot.
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>>107547612
>kids vidya is a national security threat
>>
>>107547612
explains why there are entire altchans dedicated to being a pedophile on roblox
>>
>>107550037
Any excuse to employ more jeets and erase privacy is a good thing
>>
>>107550037
kids always made the best datamining operations
>>
>>107547612
>4chan pedo seethes about surveillance
nothing new under the sun

the post-broot depression edition

>Advent of Code is an Advent calendar of small programming puzzles for a variety of skill sets and skill levels that can be solved in any programming language you like. People use them as a speed contest, interview prep, company training, university coursework, practice problems, or to challenge each other.
https://adventofcode.com/

/g/ leaderboard join code:
224303-2c132471
anonymous-only leaderboard:
383378-dd1e2041

See also: https://obonofcode.com/ (Summer 2026)

previous >>107523907

pic related did not quite happen this year
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>>
>>107549918
of course you can. you can go back and do all previous years if you like. i recommend 2019
>>
>that day 12 input file format
fucking eric. I swear to fuck.
>>
>>107549918
Literally the only difference is after 24h it no longer tracks your solve time.
Every puzzle since AoC started is still available, click the events link at the top of the page. My favourite year is 2017.
>>
>>107549469
Hash=identity
Fixed size array
Linear probing
No deletions
That's all you actually need for any aoc problem and it's like 5 lines
>>
>>107550278
>Fixed size array
you did not solve it

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>turning one instruction into twelve
So this is the power of RISC
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>>107549568
what hidden microcode? You don't have a clue what you're talking about.
>There's like technically just 1 or 3 general purpose registers on x86
???
>>
>>107550034
2nd part meant for >>107549656
>>
>>107550034
wtf? Man those names were so cryptic I had no clue what they were.
I never bothered to ask I just assumed there's only rax,rdx,rsp,rbp,rip,flag
fr fr
>>
>>107550146
>r8-r15
>names were so cryptic
Really now?

>>107550034
That table is missing the high 8-bit pseudo registers.
>>
>>107550286
Yeah but no one cares about those.

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>>107549979
So they're producing more defective RAM than ever and now they have to offload it somehow, another words?
Damn those poor yields, you'd have thought they'd have turned it into an art form by now.
>>
>>107546313
Deep down in the supply chain, the bew EUV machines apparently also kind of suck and constantly break because the Zeiss optics they use is inaccurate as fuck. The intellectual brainrot of our current age affects all levels. Old technology was truly superior
>>
>>107550211
That's how it always is, lower-end hardware is a byproduct of failing to make higher-end hardware
https://en.wikipedia.org/wiki/Product_binning

Sometimes they're extra greedy about it and don't even bin the defective ones
https://en.wikipedia.org/wiki/GeForce_900_series#GTX_970_hardware_specifications
>>
>>107546341
People here are laughing at this but if you think about it for second.

It might actually do something positive in long run.
People will try to use AI which will not work since it will produce garbage. People will try to use jeets which created one of the most hated piece of software in history of humanity Microsoft Internet Explorer but this will also fail. Boomer coders will have to return and teach young pathetic JS and Rust coomers to handle C again. Then i waked up... it's a dream but what if ?
>>
>>107546409
I upgraded my stinkpad from 8 to 16 gb and it's been utterly useless for my usage
Couldve saved 18 eurobucks


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