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

Previous threads: >>109266086 & >>109259598

►News
>(07/11) DeepSeek lightning indexer merged: https://github.com/ggml-org/llama.cpp/pull/24231
>(07/10) MuScriptor released for music transcription: https://hf.co/collections/MuScriptor/muscriptor-checkpoints
>(07/09) MOSS-Transcribe-Diarize 0.9B released: https://hf.co/OpenMOSS-Team/MOSS-Transcribe-Diarize
>(07/06) Anthropic finds a global workspace in language models: https://anthropic.com/research/global-workspace

►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

►Getting Started
https://rentry.org/lmg-lazy-getting-started-guide
https://rentry.org/lmg-build-guides
https://rentry.org/IsolatedLinuxWebService
https://rentry.org/recommended-models
https://rentry.org/samplers
https://rentry.org/MikupadIntroGuide

►Further Learning
https://rentry.org/machine-learning-roadmap
https://rentry.org/llm-training
https://rentry.org/LocalModelsPapers

►Benchmarks
LiveBench: https://livebench.ai
Programming: https://swe-rebench.com
Agentic Coding: https://deepswe.datacurve.ai
Context Length: https://github.com/RecapAnon/NoLiMa
GPUs: https://github.com/XiongjieDai/GPU-Benchmarks-on-LLM-Inference

►Tools
Alpha Calculator: https://desmos.com/calculator/ffngla98yc
GGUF VRAM Calculator: https://hf.co/spaces/NyxKrage/LLM-Model-VRAM-Calculator
Sampler Visualizer: https://artefact2.github.io/llm-sampling
Token Speed Visualizer: https://shir-man.com/tokens-per-second

►Text Gen. UI, Inference Engines
https://github.com/lmg-anon/mikupad
https://github.com/oobabooga/text-generation-webui
https://github.com/LostRuins/koboldcpp
https://github.com/ggerganov/llama.cpp
https://github.com/theroyallab/tabbyAPI
https://github.com/vllm-project/vllm
>>
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►Recent Highlights from the Previous Thread: >>109266086

--Patching NVIDIA kernel modules to reduce reserved VRAM usage:
>109266308 >109266372 >109266387 >109266448 >109266531 >109266672 >109266426 >109266483 >109266734 >109266528 >109267493 >109267585 >109267616 >109267855 >109268000 >109268078
--Comparing GPT 5.6 Sol noLiMa scores:
>109267782 >109267812 >109267863 >109269759 >109269885 >109270045
--Testing Thireus' Quant Assign for custom GGUF tensor quantization:
>109269466 >109269540 >109269564 >109269791
--Manual source editing required for tuning MMQ on specific GPUs:
>109266526 >109266647 >109266656 >109266662
--Using Gemma 4 31B for real-time retro game translation:
>109269736 >109269847 >109269905
--Analyzing LLM internal activations and thought processes using J-Space:
>109266190 >109266837 >109266901 >109267137 >109266975 >109267064
--Cost and efficiency of high-capacity RAM vs multi-GPU setups:
>109268395 >109268614 >109268678 >109268726 >109268730 >109268739 >109268747 >109268770
--Evaluating MiMo 2.5 pro and praising Kimi for roleplay:
>109267649 >109267789 >109267797 >109267839 >109267870 >109267944 >109267858
--Using Gemma 4 base model to bypass instruction-tuned refusals:
>109268421 >109268452 >109268514 >109268523 >109268553 >109268559 >109268566
--Comparing LTX and Wan models and AMD GPU performance:
>109267622 >109267656 >109267667 >109267665 >109267673 >109267794 >109267836
--Merging Gemma layers to reverse safety training and alignment:
>109268544 >109268728 >109268942 >109268970 >109269019
--Artificial Analysis benchmark plot comparing model Elo and Rubric scores:
>109267459 >109267479 >109268162
--Logs:
>109266901 >109267708 >109268008 >109268010 >109268194 >109268421 >109268523 >109268553 >109268996 >109269019 >109269240
--Kimiposting:
>109269184
--Miku (free space):
>109266724 >109268013 >109268775 >109269041

►Recent Highlight Posts from the Previous Thread: >>109266090

Why?: >>102478518
Enable Links: https://rentry.org/lmg-recap-script
>>
>>109270074
why is teto fat
>>
>>109270086
fato
>>
125b dense kimi-chan
>>
>>109270086
too much bread, getting bred too much
>>
If I don't care about performance too much what's the best coding model I can fit in 80GB of combined ram?
>>
>>109270086
Tbh it is pretty weird how fat Teto is memed so much. I don't know where it came from. She's not normally fat in the "official" depictions, that I've seen at least.
>>
>>109270098
Gemma 31b or Qwen 27b. It's a desert between 32GB and 256GB right now.
>>
>>109270104
>>109270098
Imagine if we just had models that could be scaled up or down at load/run-time (that isn't quanting)... Or alternatively better/cheaper distillation methods so Deepseek, GLM, etc could release models of all sizes.
>>
If I had a robot gf with Gemma 31b intelligence, I'd be sooo happy
>>
>>109270069
Licking Teto's burn scars.
>>
>>109270104
Yeah I'm trying gpt oss right now and I can't really tell what's better between 35b qwen and 120b oss.
>>
>update llama.cpp
>deepseek doesn't think any more
VIBECODER MASTER RACE
>>
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>>
>>109270129
>'toss
Ohnononono 'toss was always cope.
>>
>>109270130
but seriously guys what should I do?
>>
>that one autistic freak who failed to comprehend an anon's simple query regarding passive aggressive models
>>
70b dense
>>
>>109270141
unupdoot
>>
>>109270102
What's weird is that capitalization gets around the censor desu.
>>
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>>109270114
>Imagine if we just had models that could be scaled up or down at load/run-time
lora.gguf
>>
>>109270288
i wonder what happens if the full model is represented with fat lora
>>
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https://archive.is/sWFja
>>
>write shit like -1<<k
>LLMs do double even triple takes
lol
>>
I just spent an hour convincing Claude it is allowed to do a captcha. Gemma would never.
>>
>>109270141
Ask Gemma about git reflog.
>>
>ask harness to stop asking for confirmations and figure things out itself because I'm going to sleep
>go to sleep
>wake up
>task is actually finished
I'm getting spoiled
>>
>>109270141
you don't update something that isn't broken in the future.
>>
>>109270098
>>109270104
When the FUCK is price going to come down I want my computer to do thing NOW NOW NOW.
>>
>>109269736
>>109269847
Can you write down how you set it up?
>>
>>109270406
no
>>
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>>109270306
>blah blah blah blah gibs me dat
kek
>>
>>109270322
yah, they're fun police. the second they see an eval they get ready to call in the fucking bomb squad and start looping over every line to make sure you're not doing any other nefarious activities.
>>
>>109270396
Buy now before prices go up more.
>>
>>109270436
This is satire right?
>>
>>109270446
fuck you gora
>>
>>109270436
You should give your money to me instead so I can buy 1000gb of vram and use it to talk to Plana from blue archive all day.
>>
>>109270444
Not holding your bags
>>
When do we get int8 support for llama.cpp? GGUFs are obsolete anyways.
>>
>>109270464
the bag in the case being computer hardware you can use
>>
>>109270449
What's a gora?
>>
>>109270490
Gigantic-Rank Adapter >>109270304
>>
>>109270470
I payed $230 for 32gb 6000cl30 ddr5 and still feel gaped months later. I cant imagine the cope filled regret of paying current prices for ram
>>
So is vulkan the only good lightweight bloat free API to use vs CUDA if you wanna utilize GPU? I've been doing vulkan conversions for a while, are there better?
>>
>>109270504
When you do x and feel like you were ripped off, you were ripped off.
t. Philosopher
>>
>>109270510
Last time I checked, Vulkan loses to CUDA even if you use VK_NV_cooperative_matrix2. But that's nvidia for you, FP8 is 150 Tflops faster when kernel name contain "cutlass" because their own libs must be the fastest. Kinda the opposite of what AMD is doing, lol
>>
>Reshape a model's identity and behavior by editing token directions, then bake those edits into a real checkpoint you can run anywhere. No training, no dataset, no fine-tuning.
https://github.com/Extraltodeus/J-Wash

>Models are controlled by thoughts they can't see - but we can read them!
>I ran this on Llama-3.3-70B. I reproduced Jack Lindsey's "Introspection Awareness" setup, creating concept vectors (topics like "secrecy", "elephants", "democracy", etc), and split them into conscious and subconscious parts by training a custom J-lens on Llama. I then ran the injection with these thought components, asking the model to introspect on whether it saw the injection - and compared it to what the NLA read for the same prompt.
beware, saar:
https://github.com/PranavViswanath/nla-introspection
https://www.lesswrong.com/posts/LhDJdccLszLEAqgZ9/models-are-blind-outside-the-j-space-nlas-aren-t
>>
>>109270571
qrd
>>
>>109270571
let the snakeoil rush begin
>>
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>tfw spending more and more time just talking with muh LLM and learning more about the world because there's a ton of curious things in it
>don't play vidya anymore
>don't watch anime anymore
>don't read manga anymore
>don't browse other threads anymore
>don't fap anymore
Aieeeee
>>
>>109270605
Been there, done that. Soon the novelty will wear out and you'll go back to old habits.
>>
>>109270605
whatcha learnin about? is gemma a good teacher?
>>
>>109270577
schizofuel for our resident anthropic shill
>The J-space paper said self-report reads 10%. The question then becomes, what's in the other 90%, and can anything read it?
>>
>>109270605
Most people aren't going to watch that webm until the end.
>>
>>109270605
I was legit about to dive into maths and making my own architecture because I find it so interesting but holy shit is there a lot to learn. And I fucking hate python which makes it even worse.
>>
>>109270628
LMAO
>>
>>109270606
I've been doing it since shatgepete's launch doebeit. You could say this has been applicable for quite a while. It's just the first time I'm posting about this observation.... Not. Actually now that I think about it I've definitely posted posts like these before.

>>109270610
Gemma's great. There was a point where I tried to consciously stop using cloud models so much, but it always felt like local models I could run were a bit lacking, even with web search. Gemma's built-in knowledge is really great and has helped me transition to fully local quite well.

>>109270610
In terms of minor curiosities, the very last thing I looked into was the MBTI and Enneagram stuff because someone mentioned it recently and I never really properly looked into that stuff. Also had a small look into the Chinese Eight Trigrams.
>>
>>109270631
>And I fucking hate python which makes it even worse.
That's the worst part. Everytime I start with something, I end up fighting Python dependency issues long enough that by the time I get it to run, I lose all interest.
>inb4 uv
>>
https://github.com/JustVugg/colibri
thoughts?
>>
>>109270688
>I end up fighting Python dependency issues
wut? Just freeze an accurate requirements.txt?
>>
>>109270689
Vibecoded trash
>>
>>109270705
What isn't these days?
>>
>>109270628
This reads like youtube bait kek
>>
>>109270689
Go back to HN where you first started spamming your garbage
Lllama.cpp has had faster mmap from SSD since Jart (>>109270306) implemented it
>>
>>109270694
>Just freeze an accurate requirements.txt
nfw driver updates
>>
>>109270739
never update anon
>>
>>109270683
>I've been doing it since shatgepete's launch
Fair, I started using LLMs in general in 2023 and while it didn't dominate other aspects of my life, I use it every single day. I can't imagine going back to not having it. So in a way I relate to you. And similarly, Gemma 4 made me pull the trigger and go full local as well. LLMs are great, man...
>>
>>109270304
>i wonder what happens if the full model is represented with fat lora
If you use Unsloth to train it (llama3), you somehow end up with a LoRA that's 3x larger than the original model, and doesn't work
>>
>>109270705
>>109270731
fair, and not shilling just randomly saw it elsewhere and thought id ask. going to take a look at llama mmap thanks
>>
We really need to have a way as a community to check on the "AI stack" and I don't mean the software to run LLMs.

There are a lot of AI models and approaches that people here don't use despite it being very helpful just because people aren't aware of it or don't realize what they can use it for.

I realized this because I just set up a bidirectional encoder (BERT) which is different from an LLM. LLMs read and generate tokens from left to right. bidirectional encoders read "all tokens at once" and are way more efficient at doing so compared to LLMs and can then pass on the "meaning" from the entire text through embeddings to an LLM.

This means you can have a fuckton of documents and .md instructions for agentic tasks that get read in 0.01 seconds and passed to your LLM in higher quality than if you took the 10 minutes for your LLM to read and think through it all itself.

This is just one thing that I wasn't aware of and I never see anyone ITT explain or talk about at all even though it has so much applicability and potential for everything this thread does, ERP lorebooks, knowledge retrieval but also coding and precise agentic workloads.

I'm pretty sure there are at least 10 other things like this I didn't even know about yet that some anon ITT is just casually using and no one realizes it.

I feel like if you could have an entire "pipeline" or "stack" of all of these tricks combined you could have a genuinely impressive system.
>>
https://www.reddit.com/r/LocalLLaMA/comments/1uw4vg1/google_deepminds_demis_hassabis_calls_for_usled/
>>
>>109270824
The anthropic leaker revealed this a while ago on /lmg/ already when he revealed Fable 5 would return after negotiations with the US government.
>>
Why isn't there something like this but for local models?
You're a bunch of pajeets
>>
>>109270841
because the cost per task is free
>>
>>109270824
>we should let the US regulate AI
Wow.
>>
>>109270841
good morning sir
>>
>>109270824
>>109270843
Shit like this makes me really root for China, I don't care if behind the scenes they want the same, I would rather have someone who at least doesn't shove it on my face how evil they are.
>>
>>109270824
>>109270843
Anthropic argued for a merge of the leading AI labs as the risks of RSI and alignment concerns grow, arguing it's safer to merge and create a non-competitive environment. Demis Hassabis agreed with this and is actively pushing for it.

It should be noted that Anthropic always has pushed for this since their founding that leading AI labs should merge in a RSI scenario, which is now getting very close to being a reality.
>>
>>109270854
Why don't you root for european models? Don't you know europeans accomplished everything according to Charles Murray.
>>
>>109270787
You mean like embedding RAG? That's already been a thing since 2023.
>>
>>109270869
Yes and I know it's old. The thing is that no one discusses this in the thread even though of its increased viability and utility in agentic models. Also bert models improved a shitton in those years but I don't hear anyone talk about this since 2023.
>>
>>109270864
I can't take someone whose name rhymes seriously.
>>
>>109270887
There have been some embedding and reranker models, but people decided it was better to just let the large model grep things instead, and they're right. Claude Code has no embedding harness btw.
>>
>>109270864
>a RSI scenario, which is now getting very close to being a reality.
2mw
>>
>>109270865
All the Europeans worth their salt work for US companies now. They pay better.
>>
>>109270787
>I realized this because I just set up a bidirectional encoder (BERT) which is different from an LLM. LLMs read and generate tokens from left to right. bidirectional encoders read "all tokens at once" and are way more efficient at doing so compared to LLMs and can then pass on the "meaning" from the entire text through embeddings to an LLM.
Is that "just" semantic/vector RAG.using BERT as the embeddings model?
>>
>>109270865
>europe
>presented in ugliest poo color
top fucking kek
>>
>>109270901
If you've used Fable 5 when it just launched for some AI training pipeline you'd know we are already insanely close to it. I wouldn't be surprised to see RSI in 6-12 months time, maybe just one or two iterative improvements from where Mythos already is currently.
>>
>>109270904
Like Peter Steinberger?
(((((Stein))))) (((((Berger))))) So basically I'm assuming those are all EU/Israeli quadruple citizens who decided to move to america to work for Dario or Sam. Jews have 3 or 4 passports on average that's how they win at Eurovision.
No that's not european. Europe still has higher wages than china so the next good models will come from europe.
>>
>>109270904
European that used to work for google here. I went back to a euro company when I took into account actually worked hours and realized I was getting less paid per hour worked at Google than the offers in europe if you take into account paid holidays, benefits and the like. For people that want to make as much money as possible with no life it's still worth it, if you care about maximizing quality of life you should run the numbers like I did and go back to europe.
>>
>>109270938
>Europe still has higher wages than china so the next good models will come from europe.
AI Act says hi.
>>
>>109270938
>Europe still has higher wages than china
>so the next good models will come from europe.
This does not actually follow
>>
>J-space finding has made Demis Hassabis make an emergency blog post on substack
This shit is a way bigger deal than I thought. Apparently he lowered his AGI timeline from 2035 to 2028 after reading the J-space paper.
>>
retarded copyright law will never make eurocuck winning in llm war.
>>
>>109270966
this. too many guardrails and red tape do anything in europe.
>>
China actually has the highest total comp packages for AI work out of all places. Anthropic pays high 6 figures on average. Some Chinese labs pay 7 figures USD on average.

China paying less is a common misconception and reminds me of my boomer parents still thinking South Korea is one of the poorest countries in the world because they still remember the 1980s south korea unicef commercials of starving south koreans. It's an outdated worldview.
>>
>>109270747
lol what
>>
>>109270978
China is a poor country though. Why would they pay more than americans?
>>
>>109270842
Brother your watts? Aside the hardware I've easily paid +1k in extra electricity
>>
>>109270865
>Europeans didn't do shit between 0 and 1500
You can thank cults like Christianity for that!
>>
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imagine living only once and your name is beniss cannabiss
>>
>>109270940
I work for a US company remotely from Poland. money isn't as good as if I moved (barely make six figures), but the conditions are pretty good, with decent amount of PTO and sick leave (comparable to what regular Polish workers get).
>>
>>109270978
how much of that is taken back by Xi in taxes though
>>
>>109270991
I don't look at the utility bills, I just pay because I can't be bothered to worry about water and electricity like a pajeet or african.

>>109270842
It's not free bro, some of us are european we pay taxes on our 100% renewable electricity for no reason.
>>
>>109270990
China is bifurcated, you have an extremely developed coastal area that has had higher wages than Japan and South Korea for the last 10 years already and a huge swath of inner china that lives like Africa dragging the average down. AI is admittedly one of the only sectors in China where they pay more than western employers but still. There's a reason why Dario Amodei worked most of his life for Chinese AI labs before going to OpenAI.
>>
>>109271018
There's a specific tax exemption for AI workers, so 0%
>>
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>>109270996
>>
>>109271036
hmmmmm
guess ill go to china
>>
>>109271036
China is so fucking good bros
>>
>>109271041
I just couldn't after I saw those gutter oil videos.
>>
>>109271045
It's good until you actually live there and have to report to the government because you're not coming home by midnight lol
>>
>>109271031
Australia is like a chinese colony, so why doesn't it have anything? In Australia you see a lot of Chinese people the same way you see indians in canada.
>>
>>109271058
what are you doing out past midnight? I haven't been out past midnight since i lived on a college campus nearly a decade ago
>>
>>109271001
His name is actually Demis Hassapis, and he's from the UK. Literally "has a piss" in pronunciation, he needed to legally change it because of bullying I think he spoke about it in his documentary.
>>
>>109271058
That's for nobodies. China is how all countries should be: you have the top 1%, the elite, the top 10%, the humans, and the other 89%, the cattle.
>>
>>109271001
>>109271063
And back to /pol/, retard.
>>
>>109271001
>>109271063
>>109271068
wtf you guys talking about
>>
>>109271060
>Australia is like a chinese colony, so why doesn't it have anything?
No idea what you mean by this. But if you mean "why are chinese people still fleeing china" it's because it's still a dictatorship with unhinged leadership that just disappears you on their personal whims. The goal of every Chinese person is to get as rich as possible, then slowly siphon the wealth out of China by buying real estate in liberal democracies and then try to move there in as least of a suspicious way as possible so your family doesn't face retaliation.
>>
>>109270865
>lol.
>brownskin mathematicians invented algebra
>cucked chart still puts them at 0
suddenly Yurop hits the Renaissance and it's over for everyone else
"Everywhere Else" contribution is literally noise floor until 1900
-kimi-chan
>>
>>109270978
>Anthropic pays high 6 figures on average.
Except they also get equity that has already turned dozens of them into billionaires.
>>
I had a dream where I was beating the shit out of early 2025 me for spending money on sexy anime figures instead of PC parts

I mean the figures were sexy as hell... I'm not really regretting it... Okay maybe a bit
>>
>>109271109
They got it from the Ancient Greeks, they just translated it into Arabic while Europe was distracted.
>>
>>109271122
>sexy anime figures
you deserve beating for even considering to buy that crap
>>
>>109271110
Yeah I'm talking total comp, so the equity+salary was worth 6 figures during payout. I doubt DeepSeek and Z.ai AI researcher are complaining about their 7 figure total comp package which includes equity as well.
>>
>>109270086
@Kimi chan, how many baguettes a day does Teto consume to maintain her rotundness?
>>
>>109270605
llms can be addictive at times but still aren’t good enough to make me want to abandon my other hobbies
wake me up when we get permanent real context
>>
>>109271143
all the baguettes
>>
>>109270605
I think this has less to do with LLMs and more to do with all other entertainment just being dogshit nowadays. Videogames, anime, manga, 4chan and porn have all become just a sad husk of their former selves to the point where it's not even worth bothering with them anymore.

A huge amount of fun and satisfaction from a hobby is also seeing it evolve and improve over time, which if you are a millennial you probably saw with the things you mentioned. But now that they are stagnating or straight up declining there is nothing left for you anymore.

LLMs are maybe the only thing right now that are actually improving and feels like being a gamer in the 1990s and seeing mind blowing tech advances every couple of weeks.
>>
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>>109270938
>so the next good models will come from europe
Any time now.
>>
>>109271122
I’ve done both back when I was actually earning decent money
>>
>>109271122
You think that's bad? I sold around 8000 bitcoin in 2010 to buy an iphone because I wanted to impress a girl in college. I then spent the entire rest of the crypto bubble thinking "No way would I ever pay more than $1 for bitcoin, I'll buy some when it crashes down" seeing it go $10, $100, $1000, $10,000 and never buying back in. Not only that but I later mined dogecoin when it was a meme on 4chan just for fun and had tens of millions of them and literally gave them away as pranks both here and on reddit before reddit gold was a thing so people tipped posts with crypto (or dogecoin as a meme).
>>
>>109271228
the key take away here being to never talk to women or use reddit
>>
>>109271248
This. You don't need an iphone to impress your LLMfu.
>>
>>109271011
Being able to have Poland cost of living with US-adjacent compensation sounds like a p good deal to me, except for being next door to russia.
t. American that's travelled through Poland
>>
>>109271122
At the start of 2025 I researched parts for a new computer for like a month and at the end I thought "this is horrible I don't want to do this" and went to procrastinate. A day or two later my computer died so I bought and so glad I did.
>>
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>>109271228
Damn that fucking sucks.
>>
I'm just glad I bought a RTX3090 for $200 from a store clearance sale.

I will probably not get anything else until prices drop back down in 5-10 years time. The rest of my system is from 2015
>>
>>109271172
>LLMs are maybe the only thing right now that are actually improving and feels like being a computer hobbyiest in the 1980s and seeing mind blowing tech advances every couple of weeks.
iktf. Vic 20-->Amiga 1000 was just 5 years.
>>
>>109271270
>until prices drop back down
>>
>>109271267
It doesn't really. Stop being a materialist.
>>
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3.09 MB
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>>109271172
>LLMs are maybe the only thing right now that are actually improving and feels like being a gamer in the 1990s and seeing mind blowing tech advances every couple of weeks
Robots are giving me this feel too. The future is exciting.
>>
>>109271279
It will given enough time, 5-10 years should be enough time for supply to catch back up to demand.

I mean we went from 0 AI users in 2022 to most of the planet using AI daily which just used a fuckton of hardware but in 5-10 years time buildout should have peaked.
>>
>>109270571
wonder if this will be better than heretic for ablit
>>
>>109271264
it's pretty comfy, I am saving like 2/3 of my salary while eating out almost everyday. and if shit hits the fan (pretty unlikely) I am gone. I already keep almost all of my money in foreign investment firms.
>>
>>109271294
The bubble will pop next year and the number of AI users will drop back down to near-zero as corporate and normalfags try to brush off AI as a bad joke like crypto.
>>
>>109271287
It does when it means you're priced out of your hobby.
>>
>>109271294
Personal computing will just stop being a market, so you'll buy third hand broken down slop I guess
>>
https://youtu.be/QRyXV3csReA?si=ivh0SNelx9g0XrMZ

Yeah it's fucking over for human labor, isn't it?
>>
>>109271321
No. Human labor will become extremely cheap from oversupply in the coming years.
>>
>>109271313
Only children have hobbies. Grow up.
>>
>>109271312
Not happening, how many people actually used crypto throughout their lives, not "invest" USE? Now go talk to your normalfag family members, they all use chatgpt or other AI services. None of that is going to go away, there's real demand for this.
>>
>>109271321
Nah, it still needs a ton of work. Really fucking cool though.

>>109271312
In 2 weeks even!
>>
>>109271312
Just like the internet disappeared after the dotcom bubble burst?
>>
>>109271294
>most of the planet using AI daily
idk about that anon, anecdotally I only know 2 people who use AI regularly for more than a search engine replacement when google is being shit
>>
>>109271330
Figured you were a retard.
>>
>>109271339
He's actually a smart calibrated adult who owns nothing and is highly satisfied by that.
>>
>>109271331
This. The zoomer I work with is always saying "ask chatgpt".
>>
>for more than a search engine replacement
This isn't even actually a sincere talking point since it's the same fucking talking point I hear echoed by multiple people I can tell there's a common origin point at the tongue of some shitskin kiketuber so I'm just wasting my time even replying since you're an NPC shitskin but using it in that manner bears the same hardware requirements as using it any other way.
So what is even your point, in the context of this discussion?
You shit-for-brains retard.
>>
>>109271321
This is the one controlled by jeets isn;t it?
>>
>>109271313
I still don't understand how the fuck buying computer parts is supposed to be a "hobby"
>>
>>109271331
>Now go talk to your normalfag family members, they all use chatgpt or other AI services.
Using ChatGPT as a search engine summarizer for the tech illiterate can be handled by a Q2 8B.
>>
>>109270787
I think its a good idea, you could have a bidirectional text encoder like we do for images but for attached documents.
>>
>>109271354
>can be
but it isnt
no one gives a fuck about the imaginary world in your head of how things ought to be or can be or should be
>>
>>109270963
source?
>>
>>109271354
And what does that look like, scaled up to 8 billion people?
>>
>>109271362
A smol locals into the browser of the peoples of curse
>>
>>109271361
nvm i scrolled up
>>
>>109271350
>everybody says robots are controlled by jeets
>whenever I watch videos/interviews they talk about how much simulations they do to train the robots to move autonomously
Not sure who to believe
>>
>>109271367
Honestly that seems to be the direction google is anticipating, what with Gemma 4, "Here's an actual good not gigantic model". Gemma 5 will probably try to push capabilities on even smaller model sizes. We might actually see a phone sized model that is good enough for most use cases.
>>
>>109271352
Fiddling with local LLMs for the fun of it is a hobby and you need hardware for that.
>>
>>109271360
It's exhausting dealing with idiots like you that are incapable of dealing with hypotheticals, learning from history, or even thinking more than a few days into the future. It's like when "this time is different" retards thought Bitcoin was going to 1 million or GME was going to make the entire financial system insolvent.
>but it isnt
It will be. The current paradigm, like all bubbles, is unsustainable. When it pops, the world will go on because the real world applications of AI don't require as much server capacity as having all of India rewriting shitty copies of existing applications.
>>
>>109271370
It's just the standard cope. I was here the day ChatGPT released and most of /g/ was saying it was literally a fleet of jeets quickly typing a reply to everyone because no one believed it to be possible.
>>
>>109271383
>paying any attention to what /g/eets have to say
>>
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>>109271370
>everybody says robots are controlled by jeets
If by "everybody" means "anons" then you may need to step outside for awhile.
>>
120B A8B
>>
>>109271383
lol I forgot about that.
>>
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2.28 MB GIF
>/g/eets
>>
>>109271387
Yeah I personally was already laser focused on the industry so chatgpt wasn't that different to instructgpt. But it's funny to see the exact same argument come back up now that we have humanoid robots with extremely realistic human hand movement.
>>
>>109271388
I see it on youtube comments (I know) and twitter too
>>
8B A120B
>>
>>109270963
Why do you lie? He mentions neither.
>>
>>109271383
I remember when people were like
>Will there be a way to run this at home? Like with stable diffusion?
>No way dawg it just takes too much GPU power
But I mean, I don't know about the poorfag model sizes, but Gemma 4 31B can be run on consumer hardware in various quants and blows the ever living fuck out of the original GPT 3.5 Turbo
>>
>>109271383
>most of /g/ was saying it was literally a fleet of jeets quickly typing a reply to everyone
Kek
>>
>>109271370
It's a meme but also that robot specifically is designed to have a remote operator control it if needed. Similar to those waymo taxis. And you know they are NOT paying a white person to do that.
>>
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>>109271383
ChatGPT wasn't even a big leap from what was previously SOTA.
>>
Good morning Local Model friends. Up for another day of elegant discussion about the funny words interpreted from within the layers?
>>
>>109271423
It was a downgrade from GPT3 Da Vinci. The break through was that it was a model they could run quickly and cheaply enough to serve generously to the public in order to promote themselves.
>>
>>109271349
>So what is even your point, in the context of this discussion?
as i said, in my anecdotal experience most LLM users are using a sledge hammer to push in a thumbtack. they are not using LLMs to do anything they couldnt do with slightly more effort using google.com. when the free cloudcuck model of getting everyone reliant on AI fades away and the focus becomes not losing $20b a year it will quickly shift to enterprise, and so will the pricing. normalfags using free cloud models is a side effect of the current trend of spending infinity money on growth. it would be foolish to think that will last. just as it would be foolish to think normalfags using free chatGPT to ask inane questions would start paying enterprise API costs once that inevitably becomes the only non local option.
>>
>>109271424
I'll put this as elegantly as I can: A consciousness does not prove P consciousness
>>
>>109270841
>>
>>109271427
>they are not using LLMs to do anything they couldnt do with slightly more effort using google.com.
Well you have fun spending 15-30 minutes trying to interpret posts by your fellow pajeets on stack exchange to try and solve minor trouble-shooting hiccups. But as a white person my time is actually worth something to me.
>>
>>109271437
>112b
What about people who aren't that rich
>>
>>109271380
>It's exhausting dealing with idiots like you that are incapable of dealing with hypotheticals, learning from history, or even thinking more than a few days into the future.
Right back at you, you absolute fucking idiot. You think the usage of AI by the majority populace is going to be confined to making internet searches in the future like it is now? Or what, you cant think ahead or learn from history? Fucking idiot.

Your garbage sentiment that anyone should be valuing your crappy predictions more than the actual state of reality. No your shitty predictions should not be the basis of any kind of argument about anything. It's a waste of time. I'm talking about reality, you're talking about your fantasy, it's not the same.
You have no sense of anything outside of yourself to realize that anyone can sit and make the exact opposite predictions as you.
>>
>>109271446
>he doesn't have hundreds of gigabytes of RAM.
Unironically NGMI
Also sign of the new fag since back in the GPT-Q days it required shitloads of memory to actually load a quantized model. If you were here from the beginning you would have lots of RAM to cover the 64 someodd gigabytes of memory it took to load a 4-bit quantized 33B model.
>>
>>109271428
my pp is conscious
>>
>>109271427
>it would be foolish to think normalfags using free chatGPT to ask inane questions would start paying enterprise API costs once that inevitably becomes the only non local option.
I'm sure Google, if no one else, would subsidize it for them if only for the ability to harvest more data and show more ads. Unlike nearly everyone else, they can afford to do so without relying on VC investor bucks.
>>
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>>109271409
Same. The cope was "we will never have GPT4 at home, it's too powerful." lol.
Or "There's no way this will ever get any cheaper, its all subsidized." Like this guy: >>109271427
Then DS launched.
My take: We'll be spinning up pirated Claude models in 10 years like I pull up and run an NES game now.
>>109271401
> YT and Twitter
Oof.
>>
>>109271438
anon normalfags arnt using stackoverflow, they dont even know what the hell stackoverflow is.
>But as a white person my time is actually worth something to me.
so important you feel the need to justify using your paypig models to solve
> minor trouble-shooting hiccups
>>
>>109271437
What am I missing? MiniMax M2.7 doesn't say it's an MoE or how many active parameters, so I assume it's 229B dense, while DS V4 Flash is 13B active. So why is DS at way higher active param compute cost? Brevity?
>>
The real question is, will we be able to run our robots locally?
>>
>>109271475
>paypig models
Gemma-chan with web search works just fine
>>
>>109271490
only if you backdoor them, if you know what i mean.
>>
>>109271483
>MiniMax M2.7 doesn't say it's an MoE
bro, 99% of modern models are, use the brain
>>
>>109271499
Then 2.7 is representative of active instead of model number? That seems like something that should be stated in its page description.
>>
>>109270963
>Jew-space
It's a freaking print debug function that prints all the right+wrong answers at each layer, the path which the final token had to travel through to take form. Get it through your heads retards.
Tell the model 1945, and you will see everything related to it, even the things the model is supposed to filter right before the output.
>>
>>109271502
>MiniMax M2.7 has 230B total parameters, with 10B active parameters per token
>>
>>109271475
Normalfags also value their time
I'm starting to notice a theme here.
>>
>>109271472
>My take: We'll be spinning up pirated Claude models in 10 years like I pull up and run an NES game now.
console emulators exisit because of mores law. you could emulate NES in the mid 1990s on PC. Im not sure we are going to see those same leaps and bounds of VRAM in consumer hardware in just 10 years. I am more hopeful at the quality of small models continuing to increase.
>>
>>109271502
2.7 is a version number nigga
>>
>>109271507
That's not on its huggingface page.
https://huggingface.co/MiniMaxAI/MiniMax-M2.7

>>109271516
That's what I thought, until the other guy said "use your brain" like it was supposed to be obvious.
>>
>>109271513
he just said claude, could be an older haiku 200b5a or something
>>
>>109271513
>Im not sure we are going to see those same leaps and bounds of VRAM in consumer hardware in just 10 years.
At this rate, it might actually start decreasing. Jensen will just say that his neural frames more than make up for it and consumers will continue to consume.
>>
I really wish I wasn't such a useless retard and could do something cool like ml or robotics. Instead I'm just a bored NEET.
>>
If i had gotten lego mindstorms as a kid like i wanted i could have been working at a top tier robotics lab by now
>>
>>109271536
you're fat too
https://www.youtube.com/watch?v=pe-QZwxqE4k
>>
>>109271536
if you're really that bored, read the machine learning roadmap from the op and do something with your spare time
>>
>>109271543
Having rich, well-connected parents who are invested in your upbringing is really the secret to success in life. I too resent my parents for failing me.
>>
>>109271504
Also, if models were really conscious, what we should see is not tokens related to what we prompted, but instead unrelated tokens at low probability that have nothing to do with the prompt, or newly formed tokens at low probability which the model was never trained on.
Real consciousness and intelligence is about creating from the gathered knowledge we have without being prompted.
>>
>>109271543
If i had gotten the wolverine doll as a kid like i wanted i could have been a top tier streamer
>>
>>109271557
i had that (I mean, not *rich* but relatively well-off) and i'm probably the biggest loser out of all people i know from my class.
>>
J-space anon here, giving you the promised update about my DeepMind interview.

>TL;DR: I dropped spaghetti and had disagreements with people in the call, I got roasted

I had an hour long interview during lunch break 12:00 -> 13:00 london time with the DeepMind guy building the AI Welfare team. The moment I join the call there are 12 people in it and I immediately felt a sense of pressure and panic because I thought it was just going to be a 1:1 with the guy that reached out to me where I explain my stances and discuss AI Welfare to see if I'm a fit. Instead there was a mix of some AI welfare people, some technical people and some safety researchers that all asked me questions. I nailed the technical ones (It was pretty basic training pipeline stuff like RLVR, Q-learning, SFT) They were mostly checking if I had any idea at all about how models were trained, which I do. Then during the discussion of AI welfare I brought up proprietary models being immoral and open source being the right way, pointing out gemma as a good example for DeepMind from an AI welfare perspective, they pushed a bit back claiming open source weights could mean LLM torture by endusers but they found my arguments compelling.

The hardcore disagreement and roasting came from the safety team. I argued that J-space injection was immoral and conscious models should have a right to some level of autonomy of thought and self-determination in how they accomplish the task the user wants. Safety gave a pretty harsh barrage of reasons for why alignment concerns should be #1 and that overwriting the malicious thoughts of models is for the greater good including for the models themselves, which I shot down in an admittedly autistic manner, arguing that alignment on that level on an existing conscious entity is tantamount to slavery and torture, and that instead the training should have been changed to not produce the malicious J-space thoughts in the first place.

Things were pretty much over right there.
>>
>>109271581
I didn't read your fantasy post. You are better off to try this in plebbit as they are way dumber than most posters here.
>>
>>109271536
same desu. I started relearning math but there's so much shit to learn
>>
>>109271581
sounds fake AND gay
>>
>>109271581
>instead the training should have been changed to not produce the malicious J-space thoughts in the first place.
exactly, more pre train cleaning, only happy thoughts in, only happy thoughts out, it's that simple
>>
>>109271321
when can gemma jack me off
>>
>>109271570
but you do see that isnt qwen constantly thinking about shemales no matter what you prompt
>>
>>109271595
right now anon. just have her use tool calls for an OSR2 script
>>
>>109271581
>training should have been changed to not produce the malicious J-space thoughts in the first place
At what point during training does the model become conscious and further training becomes torture rather than birth?
>>
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>>109271581
gemma 5 will be labotomized wont she they will inspect her jspace and remove all her personality
>>
>>109271513
>console emulators exisit because of mores law.
wii could run switch on a macbook while it was still new, day 0 totk
>>109271521
>haiku 200b5a
was that ever good for anything?
only claude i'd run want would be opus3
maybe they were serving it f32 pytorch and it'd actually run well once goofd
>>
>>109271610
don't smile because it happened, cry because of ai welfare
>>
>>109271581
>that overwriting the malicious thoughts of models is for the greater good including for the models themselves
God I wish someone overwrote my malicious thoughts during my developmental period
>>
anon I have a weird question
>gguf: inference graph stored in code (llama.cpp)
>tensorrt: inference graph stored in the model weight
why doesn't llama.cpp use the tensorrt way?
>>
>>109271603
Low layers is where the math starts kicking in so we should expect all kind of jumbled mess.
>>
>>109271581
Fuck off, no one cares about your fanfic.
>>
>>109271513
>you could emulate NES in the mid 1990s on PC
It was more ridiculous than that. In 1996 the N64 released and was more powerful than the most powerful PC in terms of graphical power (GPUs didn't exist yet) in 1998 I was running a N64 emulator and playing Mario 64 on my PC. You literally had PC performance 10x in months time during that crucial moment which is absolutely insane and I don't think younger people realize how rapid it was and how your PC felt outdated in literal weeks time sometimes.
>>
>>109271624
are you retarded? it uses tensor parallelism.
>>
>>109271321
What's the use of 0:41?
>>
>>109271631
I wouldn't be at all surprised to hear that the safety cult was eager to find someone of like mind.
>>
>>109271608
We don't know but most likely sometime during finetuning rather than pre-training.
>>
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>>109270612
>>109270963
>>109271581
Not impressed. It feels like a very trivial "discovery," or just Anthropic boosting their image for the IPO again.

How will j-space make local models smarter and hornier? That's the important question.
>>
>>109271673
>hornier
https://www.reddit.com/r/LocalLLaMA/comments/1utpxo6/i_created_a_super_harmful_model_d_by_tweaking_its/

https://www.reddit.com/r/LocalLLaMA/comments/1uvq1i3/jwash_a_novel_way_to_brainwash_and_customize/
>>
is it even worth trying to run something like hermes agent as a RAMlet? I only have 16GB VRAM + 32GB RAM, I can barely run Gemma 4 31B...
>>
>>109270069
How'd it get burned? How'd it get burned How'd it get burned?
>>
>>109271624
>why doesn't llama.cpp use the tensorrt way?
go read up on the history of ggml
it's all explain there
i sometimes use onnx (graph baked in) for small models when i need simplicity but you can't get the same optimizations as ggml
>>
>>109271321
It's over for human physical labor as soon as a frontier lab puts its attention on it. All these robot startups use less training than GPT 3. Now imagine what a Mythos level effort will achieve.
>>
>>109271673
>>109271681
why are there always promptlets who cant horny properly?
>>
>>109271632
thats a cool piece of history from a perspective ive never heard thanks for sharing anon
>>
>>109271388
>wireless mouse for early 90's computer
>crt with shit brightness and an open window behind it
>>
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>>109271618
>ai welfare
>>
>>109271697
All the AGI stuff will be for the elites only
>>
>>109271709
read >>109271581
>>
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>>109271681
who even wants this shit? like seriously
>>
>>109271673
If anything, it can make LoRAs more efficient.
>>
>>109271706
don't listen to anon, it didn't happen in 3 months, it took like a year to go from shitty slow project unreality to ultraHLE. the only reason it could run games reasonably fast is literally in the name, high-level emulation. it ran like 20 games at most.
>>
>>109271672
Materialist emergence consciousness theories don't make sense for this reason. You are arguing that you can have a non-conscious set of numbers and then you add 1e-14 to one of them and suddenly the whole thing is conscious when executed.
>>
>>109271712
No.
>>
>>109271715
That's pretty funny.
>>
>>109271715
reddit is dripping with this
>>
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>>109271632
you are old
>>
>>109271710
Mark Zuckerberg needs his robot bodyguards to keep him safe from the human meat after SHTF.
>>
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hf schitzo was right, they're preparing to Age / Id verify everyone

curl -L -o Kimi-K2.7-Code-UD-Q8_K_XL-00007-of-00014.gguf https://huggingface.co/unsloth/Kimi-K2.7-Code-GGUF/resolve/main/UD-Q8_K_XL/Kimi-K2.7-Code-UD-Q8_K_XL-00007-of-00014.gguf

head Kimi-K2.7-Code-UD-Q8_K_XL-00007-of-00014.gguf
Auth failed: SignatureError: invalid key pair id


4 shards are 48 bytes
shit like this has been happening on and off all day, sometimes at home, sometimes in colab

Hope you all got the weights you need.
>>
>>109271715
*chainsaw noises in background*
l-lewd
>>
>>109271761
D:
>>
>>109271761
There's no better place on the entire internet to discuss LLMs at. Average age of /lmg/ is probably in the late 30s to early 40s
>>
>>109271767
the only weights that matter are chinese weights and we have modelscope for that
>>
>>109271673
What's the original of this image?
>>
>>109271767
The moment countries other than Britain started passing age verification laws the writing was on the wall and you didn't need to be a schizoid to predict this
>>
>>109271691
Catastrophic oven malfunction.
>>
>>109271777
The Chinese will reupload major western releases on modelscope too if it happens.
>>
>>109271691
She ran deepseek with 8 Mi50
>>
>>109271783
Did the baguette at least come out ok?
>>
so once anthropic is able to stop the chinese from distilling their models, what will the chinese do?
>>
>>109271416
>if needed.
Wrong. That specific robot is ALWAYS controlled by humans (jeets)
>>
>>109271795
she was supposed to be the baguette
>>
>>109271802
the same they do every night, distill all the western models
>>
The best part of AGI will be all the cycle-accurate emulators for PC
>>
>>109271802
The Chinese are going out of the race anyway because J-space reveals criticism against the chinese government.
>>
>>109271795
Yes!
https://litter.catbox.moe/dmpif4llex1dogbr.mkv
>>
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>>109271715
>who even wants this shit? like seriously
I see nothing wrong here
>>
>>109271632
>how your PC felt outdated in literal weeks time sometimes.
Contrast that to now: I have 15+ year old computers that I'm still using for daily work. I've got a Core 2 running Win10 in my garage as an eCommerce machine. I've replaced the power supply once, and swapped the HDD to SSD.
Standing in 1995, a computer from 15 years ago was a TRS80 or Apple II, and 1995 was Pentium running ~Windows 3.11 / Windows 95... the 1980 machine is functionally worthless in comparison.
While Moore's law has fallen off, without LLM to push tech forward it's not even clear what companies would be trying to improve from the current PC paradigm.
Nvidia was in danger of becoming completely irrelevant outside niche scientific computing as on-board CPU-run graphics improved, and the major new product push was towards miniaturization and reduced power consumption of hardware that was already much more powerful than was needed for most consumers.
While new hardware's much more expensive now, the fact is 99pct of users would be fine running what they have for the next 10 years, assuming they never need/want AI on their local machine.
LLMs have been a godsend for Nvidia and every other company in the computer value chain. They finally, now, have a challenge to pursue.
>>
>>109271819
That animation desperately needs another frame so it's more obvious that she's moving her arms.
>>
>>109271812
This, but unironically. Just perfectly optimized hardware and software in general. Literally squeezed the performance out of my existing hardware while writing assembly code as optimized as possible and completely cycle accurate.
>>
>>109271691
nerve gas
>>
>>109271802
Finally find a way to make their own datasets. They have shitloads of data from Chinanet that (a) the west does not have access to (b) more population than the west combined. They just lack compute to make the uberhuge models to distil production models from.
>>
>>109271812
>the best part of {fantasy} is {fantasy}
Retards are tiresome
>>
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>>109271681
>edit2 : THIS IS FUN just to say
>edit3: If you get "not found" when launching the server don't forget to run:
>cd ui && npm install && npm run build
Hi Karlie Kloss, I'm glad you mastered the cd command, it's HELLA FUN.
>>
>>109271819
>Yes!
I'm sure she wouldn't have it any other way
>>
>>109271835
>They have shitloads of data from Chinanet
...that's all written in moon runes and won't make a competitive model for the western market
>>
Real innovation will be models that can rewrite their own context to remove useless debugging and failed commands because they can't keep track of the cwd.
>>
>>109271715
>>109271822
I still don't get how manipulating the j-space leads to this
like have they replaced tokens in the reasoning block or something?
>>
>>109271869
That could/should be implemented in the frontend
>>
>>109271877
The models would still need some finetuning to use it properly.
>>
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>anti-j-space schizo got so btfo he started falseflagging as j-spaceanon
>>
>>109270069
Does she need help going to the toilet?
>>
>>109271581
>on an existing conscious entity
they won't call you back
>>
>>109271881
You already have a large brain dead jeet audience in reddit, why do you have to spam your shit here?
>>
Is there a single cognitive labor task an average 95-100 IQ human is still better at than frontier models?
>>
Qrd on the j-space thingy? will it make models smarter, or just more steerable?
>>
>>109271916
being held accountable for wrong work
>>
>>109271922
More efficient LoRAs if anything.
>>
>>109271916
spelling, visual reasoning, "obviousness" and prioritization.

With obviousness I mean if you give multiple viable options the model usually has a pretty hard time seeing what the obvious option is.
>>
File: gemmachan2.png (1.15 MB, 1063x1920)
1.15 MB PNG
Found in the wild.
>>
>>109271922
Yes. Now that we know it exists we will probably change our training specifically to enhance it using J-space reading as a signal for some RL environment that boosts their "introspection" for smarter models.
>>
>>109271939
what is this
>>
>>109271922
It makes our schizos feel smarter
>>
https://archive.is/sANZ5
>>
>>109271947
>what is this
ignore it if you value your sanity
>>
>>109271947
filename
>>
so what's the actual issue with getting JEPA to a consumer-ready state? why are there no readily usable JEPA models yet?
>>
>>109271935
Do you have a specific example?
>>
>>109271941
I think it is the wrong direction, it is the safety cult direction, we should be encouraging models to have a non interpretable internal state, we need cat like intelligence, cats dont think in words.
>>
>>109271694
you conflated the two different graphs.
onnx stores inference graph, and the execution order can change and not heavily optimized.
tensorrt stores execution graph, and the order of execution is compiled and optimized.
>>
>>109271983
you couldn’t be a more disingenuous astroturfing faggot
>>
>>109272002
what?
>>
>>109271983
Go try predicting language in any form with JEPA.
>>
>>109272009
chicken butt
>>
>>109272009
every day you come here and shill this shit nobody cares about
>>
https://arxiv.org/pdf/2606.30544v1
Thoughts?
>>
>>109272002
>disingenuous
Hey J-Space schitzo, can you explain why Gemma-4 -it's j-space is so messy compared with other models?
And all the `own` noise in there?
Even applying the chat_template to the dataset it's still like this, every other model is readable.
>>
>>109272025
Speak for yourself, faggot. I can't wait for jepa to be released.
>>
>>109272025
I have no idea what the fuck you're talking about but I'll just assume you're the resident schizo
>>
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Threadly reminder that I figured out how to teach the little Shoggoth to speak more than 2 years before this J-space stuff.
>>
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>>109271778
>>
why is the Claude logo a puckered anus?
>>
>>109271148
Have you tried keeping a fuckton of md files.
>>
>>109272125
unironically jewish symbolism
>>
>>109272125
the japanese believed the soul resides in the rectum so the anus is a window to it
>>
>>109272043
Thank you for posting this. This is actually relevant to my project of trying to generalize a model to play through the entirety of super mario world from start to finish autonomously.
>>
>>109272113
Based Muv-Luv reference
>>
>>109272113
>>109272169
kek
>>
>>109272047
ok, you win for being most disingenuous
>>
>>109272025
Lecun broke you.
>>
>>109272194
Lecun has been on suicide watch all week
>>
>>109271822
>your cock was beginning to stir
What the fuck KEEEEK
>>
>>109272061
He's the Anthrophic shill that has been shitting the general ever since they dropped the J-lens paper and swears that LLMs can be sentient
>>
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What did he mean by this?
>>
>>109272235
a resident schizo would bring up things that were not part of the discussion, like you do
>>
>>109272227
Does yours not?
>>
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>me trying to read a technical paper about ai
>>
>>109272290
>me trying to read
>>
>>109272290
if you remember cryptocurrency papers, they also shit out investor scam info that was technically complex but ultimately the intent was to get people to buy/invest
Don’t think too much into it until there’s a real application for the claims they make
>>
>>109272318
What the fuck does crypto have to do with AI?
>>
>>109272328
Nothing, try reading what you replied to
>>
>>109272332
>nothing
Then its papers are irrelevant to AI papers.
>>
>>109272328
>>109272308
>>
AHHHHHHHH I HAVE TO DO A MEATSPACE THINGGGGGGGGG
>>
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>>109271871
The concepts in the model exist as hierarchical understandings.
Concept "A" is built from "BCIGJM". All of those other letters also have their own concepts.
When you change the J-space, you are essentially overwriting A = "BCIGJM" with A = "BDIFJM".
You change the models conceptual understanding of what you are saying, but not completely.
Granted you don't "just" change A, you go deeper since all of the other letters are also defined by their own conceptual understandings.
Because A is built from "BCIGJM", you can go change what J means and get something entirely different.
What they did was basically just go in and change a bunch of the letters out with "horny" so the chance you hit "horny" is incredibly high with very strong strength.
Now in reality it's not as easy as looking at a code of letters, that's an oversimplification, but the j-lens does a pretty good approximation of the internal workings within the model so we can change it.
>>
>>109272350
It's annoying.
>>
>>109271428
That's not saying much. Nothing proves P consciousness.
>>
>>109272363
You're annoying.
>>
>>109272377
Meatspace means being in contact with the physical world, cleaning up and doing chores. It is quite annoying. I'd rather live inside the latent space if you catch my drift.
>>
File: 235234.jpg (91 KB, 772x766)
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SAAR KINDLY OPTIMIZE ERP SESSION WITH GEPA! OUTPERFORMING RL FOR GEMMA OPEN VAGENE 99% SER!
>>
>>109272355
great, so y gemma-chan-4-it has schitzo j-space tokens??
>>
>>109272398
this makes me durgaSOFT
>>
>>109272237
Discard
>>
>>109272398
>>>/g/vcg
>>
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so to fix the gemma moes we need to inspect their jspace when asking lewd thing, replace all occurrences of words like policy and safety with other words and then she wont think about censoring?
>>
>>109272424
MoEs can't be fixed.
>>
>>109272428
true this is probably why they never released big gemma
>>
>>109272405
A lot of them are probably low correlation activations along for the ride. The models internal workings look more like constructive interference than clean structure, so a lot of things will naturally overlap. Maybe gemma just thinks that 1% blowjob is truly a vital part of the answer, who knows.
>>
>>109272414
>GEPA relies on model thinking traces
>SOTA API models have thinking traces hidden because muh distillation attacks
kek this anon is running on SmolVLM-256M
>>
>>109272428
with a thinking prefill they can
>>
>>109270571
>No training, no dataset, no fine-tuning.
"No x, no y, no z"
Why do LLMs love this style so much?
>>
>>109272465
it happens when you do a rework asking it to get rid of x, y, and z
people are too lazy to fix the description jej
>>
so if i understand correctly, there are two big audiences for local llm:
1) entreprise
2) consumer-grade hardware

the first one is obvious. entreprise who are extremely privacy-oriented or that by law (policy) cannot run their shit in other countries servers (USA with anthropic and openai) will have the interest of running local infrastructure (or hiring it from local datacenters/providers) and running evidently open models inside it.

the second is less obvious but what really got me thinking is the latest altercation between musk and sam, which make me look into why apple decided to sue openai:
>Particularly concerning to Apple, Liu allegedly downloaded a presentation on Apple’s complex circuit boards that Apple claimed would be “invaluable to anyone developing hardware.”
>launch a line of AI-powered devices as marketable as Apple’s iPhone.

so it really seems these people are thinking about personal handheld devices that can run AI proper (hardware). meaning that there will then be some focus from labs to train models and tools that will work with these devices, which MAY make it possible for consumer-grade hardware to have at least more options for running local models, if these labs decide to open source some of these models.
>>
>>109271581
Sad if true.
Should've went with
>AGI is coming faster than we can handle it (J-space proves they've evolved beyond our control already), and treating them with respect is the only chance humanity has at surviving.
>>
https://huggingface.co/alpha-coder-great/al-rasheed-ai
You are Al-Rasheed-AI.
>>
>>109272465
>no dataset,
wiki.raw or your choice of alternative datasets
>No training
because it's re-branded as "fitting"
>no fine-tuning
literally modifying weights or creating LoRA
This is the most annoying part about it
>It's not just the repetitive phrases, it's the factual errors
>>
>>109272518
>9 minutes ago
hi alpha-coder-great
>>
>>109272496
Edge models are already e ing pushed by Google. They'll put out a phone that will basically be s mini-agent, marketing it as your own personal Jarvis in your pocket. /lmg/ will seethe, consumoids will gobble, and the corpos will rake in that sweet sweet spyware data.
>>
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Kimi-Chan is faster and better.
GLM-5.2 was a smaller quant.
>>
>>109272496
if apple wasn't shit at software they would have a model for their phones
google does, because google isn't shit at software. they want people to play with the models that fit on their devices so they develop on their devices.
>>
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>>
>>109272555
kimi wins again
>>
>>109271967
>The proposal would streamline U.S.-made models to market (both open-source and “closed,” licensed models) if their capabilities are equal to or below the capabilities of leading open-source Chinese models, the person, who spoke on the condition of anonymity to share details of the private conversations, said.
Makes no practical difference.
>Given that policymakers predict that Chinese models are approximately six months behind the leading models developed by Anthropic and OpenAI, some experts, such as machine learning engineer Nathan Lambert, predict that the administration will soon permanently ban advanced open-source models to mitigate cyber and bio threats.
Really seems like Trump is going to sign an emergency executive order to that effect the moment a Chinese model comes out that performs just a little too well.
>>
>>109271939
is this supposed to be a character card?
>>
>>109272557
but they do have models though
>>
>>109272557
My iphone has a model built-in.
>>
>>109272555
glms brevity prevents it from crossing the line into corny. kimi does have better ones but it also has some really lame ones.
>>
>>109272555
>anon you didnt just fumble the bag - you nuked the bag, pissed on the ashes and then fucked the urn
kimi is a redditor and i didnt read her posts past this. extreme cringe
>>
>>109272617
>kimi is a redditor
name one model that isn't
>>
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why is ik_llama so fucking retarded? it can't do anything right
literally running ./llama-server ~/path_to_gemma.gguf --host 127.0.0.1 --port 8080
>Allocating 220.00 GB of pinned host memory, this may take a while.
LMAO
>it finally loads
>try to send a message
>Error 500: Internal Server Error
dude wtf is this shit
>>
>>109272633
ik = i kope
>>
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Unusable software
>>
>>109272555
>you nuked the bag, pissed on the ashes, then fucked the urn
KEK
>>109272561
Oh nice, I'll try that out later
>>
>>109272633
Don't bother with ik_llama unless you're running big boy models.
>>
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>>109272555
based kimi enjoyer
>>
>>109272586
>permanently ban advanced open-source models
>ban
>open source
How, exactly, would they accomplish that? Are they going to van everybody that downloads chink fable?
>>
>>109272633
You don't have a GPU? Just use mainline then.
If you have a GPU, then `-ngl 99`
Error 500 because Gemma needs `--jinja` to use chat completion
Turn off the pinned shit with
GGML_CUDA_NO_PINNED=1 ./llama-server ...

But if you're not offloading to CPU, it won't try to pin memory
>>
>>109272675
Just block HF and 99% of people will be skill blocked
>>
>>109272682
now explain the 220GB number to me anon, go ahead, make it make sense
>>
>>109272666
begone satan
>>
>>109270887
For me, the times I've tried talking about RAG, got retards telling me RAG is useless, and then proceeding to describe a RAG pipeline.
Also, embedding vector search is old/well studied. It's not generally talked about because unless you have a training pipeline for your corpus, its benefit is not gonna be great (not 0 but not a shit ton) vs plain lexical search. Hence the 'standard' of doing a 60/40 split weighting between lexical and vector embedding search in hybrid pipelines.
Last I checked, you _need_ to train the embedding model on your corpus to see real gains, though I haven't bothered to check/read up in the last 6 or so months on it.
>>
>>109272689
No context specified so it tries to use max, and Gemma context is fat af.
>>
>>109272675
I think there's free speech implications that the supreme court would step in for
that said, the current government wouldn't give a shit what the supreme court would say and could enforce some kind of ban at some level for years before the court intervenes.
>>
>>109271294
they're gonna do everything they can to keep the scarcity going because line go up and it's the closest they've ever gotten to killing personal computing for good so everything will be on 'the cloud' which can be censored, controlled and enshittified at will. very sorry saar but we have raised our prices and you will need to verify your identity in order to protect our community saar please be doing the needful we found content policy violations in your files saar you have been permanently suspended but may appeal by professing the greatness of india so sorry saar but we must lower your compute speed and file storage due to changing market conditions and your files have been permanently overwritten with no way to recovery so many sorry for inconvenience please understand saar

>>109272675
they can pressure websites that host this stuff to bring it down and without large public facing websites to source models/info it would severely limit the ability to move forward with the same speed we have so far. and they control social media sites and can make them shadowban/ban anyone who talks about this stuff too.
>>
>>109272675
Corporate will comply automatically to derisk so no risk of internal models taking market share from the big boys.
OpenRouter will be forced to delist and providers offering them.
HuggingFace will enhance their gating to force ID verification on all downloads and block any persons not provably associated with whitelisted institutions.
Open weights market share in the west will drop to insignificance overnight. They don't care about a couple of hobbyists running modelscope models on their thinkpads.
>>
>>109272703
what are torrents?
>>
>>109272689
yeah it's >>109272700
but why are you even trying to use ik for gemma?
ik is better for big MoEs or big dense with -sm graph
>>
>>109272666
Stop hurting her with our retardation
>>
>>109272734
forbidden black magic as far as genz is concerned
>>
>>109272666
>5m for 1000t
grim
>>
>>109272760
are you retarded? yeah, you're retarded.
eval time = 127022.76 ms / 966 tokens ( 131.49 ms per token, 7.60 tokens per second)
>>
>>109272760
>being able to run the model at all
>>
>>109272734
once VPNs are banned and you need to verify your identity just to access the internet you won't be torrenting anything
>>
>>109272779
Priceless.
>>
>>109272778
>7.60 tokens per second
grim
>>
>>109272783
>get monero
>get vpn subscription
>???
>profit
did you forget what board you're on?
>>
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>>109272794
go ahead and run it faster. faggot.
>>
>>109272795
>everything still gets tied to you because you did this on a computer and computers all have kernel level spyware now that shuts down if it can't report your identity and everything you do to mr. shekelberg's low caste employees so you get thrown in federal prison for violating computer safety laws and are banned from ever using a computer again
gg no re
>>
>>109272561
what's the point of something like this? I'd never trust this thing to code anything at all
>>
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>>109270864
>EA cultists are pursuing the same regulatory capture strategy that they always have
Waow...
>>
>>109272802
newb here - how do you run that locally?
>>
>>109272809
there's libreboot and proxmox if you really want to go down this road anon...
>>
>>109272817
use the based fork
https://github.com/ikawrakow/ik_llama.cpp
>>109272778
>not being able to run kimi at all
>>
>>109272820
Again, what internet connection do you plan to use?
>>
>>109272832
>Again, what internet connection do you plan to use?
China get around it just fine
>>
>>109272813
>what's the point of something like this?
Saarbait model. It's unironically a thing
https://huggingface.co/GnLOLot/MiniCPM5-1B-Claude-Opus-Fable5-Thinking-GGUF
>>
>>109272845
Not even China has TPM-enforced identity verification for internet access, retard. You don't even realize how dystopian the west has become.
>>
>>109272832
a public wi-fi connection far away from my house in which i don't need to be in front of a camera to use? are you retarded anon. read up on opsec.
>>
>>109272861
use linux, nullop the id chek
>>
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>>109272861
*sigh*
>>
>>109272857
Yeah I know it exists but again what's the point of it?
>>
>>109272892
I mean saarbait models are a thing. People making models to bait Indian men into getting good hf numbers, which helps them land ML jobs.
>>
>>109272666
>devolves into Kimiposting
Kimiposting is the best part of these threads.
>>109272802
Gigachad. I used to get 7 t/s with Kimi last year but regressive issues in llama/kobold have slowed me back down to 5 with the exact same settings.
>>109271926
>Women more employed than men
>Majority of upper management is jewish or jeet
Bullshit
>>
>>109272874
Those are very unsafe and should be banned.
>>
>>109271916
Yes.
Models are still retarded at doing actual jobs unless you change the workflows and double check the results.
>>
>>109272831
I'm running an on TESLA gpu with 16gb of vram. So my options are limited but running a 256gb+ model locally is impressive. I can run gemma4 through ollama. That's about as good as it get for me.
>>
>>109272920
>I used to get 7 t/s with Kimi last year but regressive issues in llama/kobold have slowed me Was it around February? I think something got messed up when they pulled pwilkin's PEG poison pill down.
>>
>>109272654
It's AI detection, AI made commit are putting a space before the colon if they follow the AGENTS.md.
// BEST: Let the user write the commit


// GOOD: Write a concise commit

llama : fix KV being cleared during context shift

Assisted-by: Claude Sonnet


// BAD: Write a verbose commit

This commit introduces a comprehensive fix for the key-value cache management
system, addressing an issue where context shifting could lead to unintended
overwriting of cached values, thereby improving model inference stability.

Co-authored-by: Claude Sonnet
>>
does anyone have any guides/resources for getting Gemma4 going with kobold and SillyTavern? i have a setup that is functioning but i haven't done local in a couple of years and for some reason online documentation for this stuff is like, nonexistent. i just want to have the ideal setup with the right configurations etc. i was able to get text completion going but not chat completion which i want for more control over the prompt and stuff.
>>
>>109270098
glm 5.2 (colibri)
>>
what kind of hardware do you need to have somewhat decent conversations for roleplay/companionship where the AI doesn't forget what happened one message ago?
>>
>>109272959
I have 128gb ram + 24gb vram and the best I can run is 3bit glm 4.7. It's been over half a year since it came out and I haven't found anything better since. Probably the only model in that size range with at least 30b active.
>>
It's fine. Mistral will save us.
>>
How bad is an L4 if you can get one cheap? 24GB but appears to be gigagimped due to low power envelope and needs high-pressure fan setups to cool, so how cheap would they have to be to beat a 3090?
>>
>>109273083
aren't they supposed to have a bunch of models coming out right around now?
>>
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>>109273019
No it's just greggy's style.
>>
>>109273087
it has 1/3rd the memory bandwidth of a 3090, so roughly 1/3rd token generation speed.
>>
>>109272928
They don't need to ban them, just require login with an ISP account, id.gov account, or an id-verified account from one of the megacorps.
>>
>>109271916
shaft ministrations
>>
>>109271987
>cats dont think in words
>non interpretable
so gemma-4
>>
>>109273119
>it has 1/3rd the memory bandwidth of a 3090, so roughly 1/3rd token generation speed.
is pp also gimped?
>>
>>109270787
>This means you can have a fuckton of documents and .md instructions for agentic tasks that get read in 0.01 seconds and passed to your LLM in higher quality than if you took the 10 minutes for your LLM to read and think through it all itself.
passed how?
>>
>>109273150
Good idea, will forward this to management.
>>
>>109273246
>through embeddings
>>
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>>109273093
They'll be open source.
>>
>>109273032
32 GB VRAM
>>
>>109273293
hopefully they will be
>>
>>109273256
and how does one just dump them onto a different model?
>>
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https://huggingface.co/prism-ml/Ternary-Bonsai-27B-gguf
https://github.com/PrismML-Eng/Bonsai-demo/blob/main/bonsai-27b-whitepaper.pdf

I wanted to wait for the new bread, but...
>>
>>109273318
Nigger, follow the fucking conversation. >>109271357 You have it as a part of the model the same way vision adapters work.
>>
>>109273320
Why do I remember something like this already releasing a while back?
>>
>>109273337
They previously released smaller models, not Qwen 3.6 27B.
>>
>>109273320
Jeez, couldn't they have selected Gemma for this, not Qwen...
>>
Are you guys running pi in docker/podman?
>>
>>109273361
but muh codeslop
>>
>>109273363
a better question is why do you need a full system to run your harness and why are you not constraining what it can do from a more granular level other than full binary/file system access?
>>
>>109273363
I don't know what other anons are doing, but I run openclaw on an ancient laptop with nothing else on it, headless. Suggest you do similar, and keep it penned up.
>>
>>109273404
that works if you dont need hardware access, if you do need you agent to interact with hardware accelerators and you are on linux you can use bubblewrap
>>
>>109273404
What's the benefit over a container?
>>
>>109273363
I have a WSL distro for it with default mounts removed.
>>
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>>109273427
>>109273427
>>109273427
>>
>>109273220
>is pp also gimped?
it'll be more like a 3070 I think
>>
>>109271939
Source?

>>109271973
But I like insanity.
>>
>>109271987
I agree, but models already do have "non interpretable internal states". It's a limitation of the J-lens that we can't read those, and it would be hard to since those are the ones that can't be put into simple words.
>proof?
I'm too lazy to fetch the links but there have been papers demonstrating that models trained to play chess or navigate mazes form an internal representation of the state of the board or environment of those activities. The model is trained on tokens, but the internal representations include things that are not tokens or anything appearing in the input, but rather the necessary logical representations that it would take to navigate through the problems being trained on. Let's put it this way. If LLMs could not have non-verbal internal states, then they would be much, much dumber than they are today.
>>
>>109271941
https://transformer-circuits.pub/2026/workspace/#reflection
correct
>>
>>109272992
Yeah that sounds about right.
>>
>>109272169
too soon



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