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

Previous threads: >>109347011 & >>109342889

►News
>(07/22) Upstage releases Solar Open 2 250B-A15B: https://hf.co/upstage/Solar-Open2-250B
>(07/21) Cisco releases Antares for vulnerability localization: https://hf.co/collections/fdtn-ai/antares
>(07/21) Korean Motif-3 314B-A13B released: https://hf.co/Motif-Technologies/Motif-3-Beta
>(07/21) Laguna S 2.1 118B-A8B released: https://poolside.ai/blog/introducing-laguna-s-2-1
>(07/21) Nanbeige4.2-3B released with Looped Transformer architecture: https://hf.co/Nanbeige/Nanbeige4.2-3B

►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: >>109347011

--Mistral Medium 3.5 performance and pretrained backbone:
>109349090 >109349097 >109349152 >109349161 >109349193 >109349208 >109349294 >109349302 >109349338 >109349345 >109349194 >109349218 >109349272 >109349306
--SSD-based MoE expert streaming and bandwidth bottlenecks:
>109349889 >109349908 >109349914 >109350001 >109350402 >109350016
--Benchmarking Whisper V3 Turbo's accuracy and latency against other STT services:
>109347135 >109347150 >109347161 >109347178 >109347153
--Optimizing local ASR-LLM-TTS pipelines for low-latency voice chat:
>109348127 >109348157 >109348177 >109348199 >109348225
--Cost and hardware requirements for running K3 via cloud or NVMe inference:
>109350456 >109350474 >109350690 >109350717 >109350775 >109350805 >109350822 >109350837 >109350754
--Evaluating Intel Arc B70 Pro support in llama.cpp and vLLM:
>109347333 >109347365 >109347393 >109347411 >109347425 >109347605
--DeepSeek reaffirms commitment to open source AI in investor call:
>109348217 >109348227 >109348244
--Gemma 4's reasoning and prompt for Mesugaki roleplay:
>109347305 >109348418 >109348444 >109348450 >109348477 >109348523 >109348528 >109348556 >109348753 >109348765
--Speculation on model convergence and recurring generic character names:
>109349598 >109349661 >109349674 >109349708 >109349743
--Concerns over government regulation and HuggingFace's increasing platform restrictions:
>109348707 >109348749 >109348817 >109348841 >109348856 >109348898
--Using Gemma to translate Swedish SRT files and audio:
>109349574 >109349597 >109349620 >109349621 >109349688
--Logs:
>109347812 >109348414 >109348418 >109348444 >109348477 >109348528 >109348696 >109348834 >109349264 >109349301 >109350887
--Miku, Teto (free space):
>109347305 >109347757 >109348370 >109348418 >109348841 >109348861 >109349400 >109350463

►Recent Highlight Posts from the Previous Thread: >>109347024

Why?: >>102478518
Enable Links: https://rentry.org/lmg-recap-script
>>
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kimibros...I thought she was for me...
>>
>>109351167
the boy dont like the juice!
>>
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which local model are (You) running?
>>
>>109351083
| Tier | Hardware | Models |
|------|----------|--------|
| Budget | Any GPU | Tiny Qwen, Gemma E4B |
| Gaming rig | 12–16GB VRAM | Gemma 12B, Qwen 3.6 27B, Gemmoe 26B |
| 3090+ | 24GB VRAM | Gemma 31B |
| 64GB DDR4 + GPU | RAM offload | GLM 4.5 Air, Laguna S 2.1 |
| 128GB+ RAM | Offload | DS4 Flash, GLM 4.7, Hy3 |
| 256GB DDR5 + 5090/6000 | High-end consumer | Minimax M3, DeepSeek R1/V3x |
| 512GB+ DDR4 + 32GB VRAM | Enterprise ewaste | Kimi K2.x, DS4 Pro, GLM 5.2 |
| Unreachable | ~2TB+ | Kimi K3 |
>>
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>>
Future robots better have the ability to get tanlines
>>
Quick, been out of the loop since llama 3.1
What's the new meta (with the old 24gb vram setup)
>>
>>109351205
Yeah, anon-chama, she kinda needs someone who can afford her... She will make time for you later...
>>
>>109351228
see a few posts above
>>
>>109350989
>Inference as proof of work.
Why wouldn't this work? This was brought up before and people objected saying that you wouldn't be able to prove that the there wasn't a hacked client skipping the work and sending back junk data for easy rewards.

But speculative decoding already has the main model verify the outputs of an unreliable smaller model.
Conceivably, you could have some trusted nodes used to verify outputs and nodes that repeatedly send discarded results would be penalized or blacklisted.

Is it possible to verify intermediate states as easily as output tokens?
>>
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>>109351220
ge,,err
>>
>>109351242
always nice to see you around john
>>
>>109351247
you too, Anonymous
>>
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>>109351157
Me in the middle
>>
>>109351221
thanks anon.
>>
>>109351222
Finally a cunny where I can fit my enormous dick
>>
>>109351205
>cloudsissy
>ratelimited
>"she"
kek, it's just a genderless mid-end prostitute
>>
>>109351222
@kimi-chan make a Spiderman game based on this image
>>
>>109351259
wew
>>
You will all be tried for treason btw
>>
>>109351294
hmmm, nyo
>>
I actually have a valid question. Anyone running steamos and local models on it? Do you get a speedup from it compared to win11? I am thinking about finally migrating from win11 and I am gayming a lot.
>>
>>109351316
just no. stop. go back to gayming.
>>
>>109351316
linux generally grants a ~10% performance increase over windows for ai
>>
>>109351307
myeah :)
>>
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>>109351294
In case you need it spelled out. Baker is a mikutroon. A literal troon and he never actually uses local models. Always cloud shit.
>>
>>109351335
we know anon, that's why we are here.
>>
>>109351321
who fucked ur mum to make you so gay today?
>>
>>109351316
you're just trying to get kimi-chan to call you a cute retard again
>>
>>109351237
>3090+ | 24GB VRAM | Gemma 31B |
which quant
>>
>>109351335
>he never actually uses local models
All of his settings point to local models.
https://github.com/RecapAnon/LmgRecap/blob/master/LmgRecap/appsettings.json
>>
>>109351335
that's actually pathetic if true then again cloudcucks are a lamentable jeet breed
>>
>>109351374
https://huggingface.co/ggml-org/gemma-3-1b-it-GGUF/blob/main/gemma-3-1b-it-f16.gguf
>>
>>109351381
Damn, quanting is amazing these days.
>>
>>109351378
So the tranny-posting shitted cuck is a liar? Shocking.
>>
>>109351205
>imagine getting cucked this hard
>>
>>109351381
kek’d
3-1b
>>
>contrib: allow all AI-generated code in general (#26012)
Fun times ahead.
>>
Fuck, posted in the wrong thread. Please recommend a harness that isn't npm shit.
>>
>>109351348
you don't use LLMs on rolling releases, almost nobody here is running LLMs on arch which is what steamos is built on top of. besides steamos specifically uses kernels and drivers that are tuned for gayming, not compute.
>>
>>109351465
codex is written in rust and only wrapped in npm shit
>>
>>109351426
Yes OP is a liar.
>>
>>109351381
this is where /lmg/ promised me quants would be in 2024 with the 1bit model quanting
>>
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>>109351469
>running LLMs on arch
Y-yeah. Why would anybody do that...
>>
>>109351469
I use Arch Linux with my LLMs and have had zero issues doing so.
>>
>>109351491
bonsai models are pretty close
>>
>>109351472
Zero npmslop.
>>
>>109351455
Cudadev's masterplan to destroy foss, powered by nvidia
>>
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>>109351498
>>109351503
>>
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>>109351220
>>
>>109351469
not sure why you wouldn't.
>>
>>109351469
arch and nvidia drivers are easier to navigate compared to the python hellscape
>>
Does anything EVER happens?
>>
>>109351239
How do you bootstrap the trusted nodes? If you can't it's not a true decentralised system.
>>
bad things
>>
>>109351455
>people spend time contributing to (((open source))) projects
>people actively pay Claude to contribute to (((open source))) projects
>>
>>109351465
Someone did a super basic one in c whose only dependency was cjson a couple threads ago. It only does a single turn but you can probably wrap it in a bash script to get the looping. Or extend it like a normal person. I'm in the middle of writing one in Rust, but I'm overengineering the tool calling system.
>>
>>109351239
>Why wouldn't this work?
I am actually shocked it is not a thing already. It doesn't matter if it works or not cause crypto is a scam anyway. And US is fishing for any angle to shut it all down and murder competition so I would expect them to try and tie the crypto scam to local models.
>>
>>109351544
No.
>>
>>109351544
gemmy happened :3
>>
>>109351455
Indeed. Maybe we'll finally start getting some improvements and useful features.
>>
>>109351551
Select at random and trust that consensus will expose any dishonest verifier nodes. Could also let users manually set them if they want. Realistically, all decentralized systems trend towards centralization and after a few years everyone would just default to using OpenRouter's nodes or whoever gets into it first.
>>
>>109351586
>Rust
Usecase? /g/ told me it was a tranny language.
>>
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Do you seem to understand, /lmg/?
>>
>>109351651
>improvements
unfortunately my experience with vibecoded shit has been breakage of what used to work on a weekly basis
>>
can these things talk yet
>>
>>109351673
write tests
>>
>>109351691
Tests can't catch every problem especially when they're written by benchmarkmaxxed LLMs prone to cheating
>>
>>109351673
Only slop coded by small models. Mythos class models like Fable and Kimi K3 don't have this problem.
>>
>>109351673
dont use last years models,
>>
>>109351691
They arent my projects. I just wasted my time on such things.
>>
>>109351503
same, these people are retarded.
>>
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enjoy while you still can
>>
>>109351717
>writing test easy enough to be beaten by literal stochastic parrots

NGMI
>>
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they need to stop with this shit
>>
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>>109351221
chart comparison
>>
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>>109351748
what exactly do you think a 'test' in software is anon?
>>
>>109351749
Worst fumble in AI history. They are either cooking or coping.
>>
>>109351657
Type-checker and compiler is great for vibecoding loops. The troons dont like the fact that AI is doing most of the work now, they've either jumped ship to zig or sworn off computers entirely.
>>
>>109351717
>written by benchmarkmaxxed LLMs
I'm pretty sure that the vibecoders in question use cloud LLMs
>>
Solar sex quality? Good? Bad? Agentic?
>>
>>109351761
If it can be compromised, its not a good test genius.
>>
>>109351747
total open ban by november
>>
What can I run with 1050 ti?
>>
>>109351775
Doesn't cargo introduce the name risks as npm?
>>
>>109351775
>The troons dont like the fact that AI is doing most of the work now, they've either jumped ship to zig or sworn off computers entirely
I don't care about who uses a language but I do care about who holds the keys, and I remember that some years ago the head of Rust development was some tranny-loving lunatic, is that still true?
>>
>>109351798
make your test suite read only if your afraid of the llm cheating, what part aren't you getting about unit testing code?
>>
>>109351807
Nothing but thanks for posting a picture that isn't troon coded.
>>
>>109351757
is this true?
Gemma 31b beating GLM 4.5 Air? the requirements for GLM are way higher and yet Gemma obliterates it
>>
>>109351807
how much ram?
>>
>>109351813
It does. You'll basically have to check the packages just like you gotta do with npm and be careful whenever you decide to build or update.
>>
>>109351828
Air was always bad
>>
>>109351818
The core concept, clearly.
>>
>>109351828
Yes. GLM 4.5 air predates gemma 4 by like 8 months or something, aka an eternity in ai development eras
>>
>>109351763
i mean if they charged the same price on the API for flash 3.6 that they charge for flash 3 preview i wouldn't mind but at the price they are charging, no thanks.
>>
>>109351757
>>females aren't smarter than men
>meanwhile every model besides deepseek way on the bottom is listed explicitly as female
>>
>>109351316
steamos might be kind of a pain because afaik it's atomic and you'd need to layer cuda dependencies or put them in a distrobox or something like that. only use steamos if it's exclusively a gaming machine, the 1% perf gain from the gaymer distros is not worth the hassle imo. 90% of the benefit comes from proton, maybe 10% from kernel, and you can grab the gamer tuned versions of both on any regular distro like mint
>>
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>>109351879
>besides deepseek
>>
Can K3 beat pokemon?
>>
>>109351757
Why is 27B so much higher than 31B
>>
>>109351891
Thanks for reminding me I don't want to deal with learning any of this shit. Btw on this topic if Mythos can cure cancer why can't it make a linux version that isn't gay and it something you could use when you are tired of windows but also don't want to type 50 lines of commands to install a mouse?
>>
>>109351924
benchmaxxed codeslop
>>
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No but seriously. I love models since GLM but they are still kind of useless if left unsupervised. But at least they should be good at coding now right? So why can't they make a modern OS that isn't gay? Why can't troonix evangelists finally use agents to make linux usable?
>>
>>109351928
linux is easy these days nigga

you don't have to manually do all that shit, just get your favorite clanker agent running and tell it what you want your system to be like and it'll get it sorted
>>
>>109351924
>>109351757
>27B above GLM 4.7
Love the shameless lies.
>>
>>109351757
Can anyone run the babi benchmark on qwen 27b and gemma 31b? It's the most relevant one for roleplay.
>>
>>109351924
because the ccp said so
>>
>>109351924
Bro Qwen trades blows with Fable.
>>
>>109351955
>just get your favorite clanker agent running and tell it what you want your system to be like and it'll get it sorted
Thanks for case in point.
>>
>>109351977
they're blowing each other???? sounds kinda gay...
>>
>>109351942
that's not a coding ability chart
>>
>>109351985
Both are male models so it's alright
>>
>>109351757
what is the y-axis and why do I care?
>>
>>109352000
Qwen's a capybara though. That's bestiality...
>>
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>>109351747
>>
>>109352013
Exactly. Bestiality and homosexuality are both sins. Two sins cancel out and makes it ok according to the bible.
>>
>>109351657
I find the compiler telling me exactly where I went wrong quite comfy. I also like Options/Results and the error handling system. Having to take the borrow checker into account is also a really fun puzzle to work around.
>>
>>109351763
>They are either cooking or coping.
I don't think google cares that much, they can make money off a lot of things, they can survive without AI
>>
>>109351982
nta it's really not as bad as you're making it out to be. all my devices werk. most vidya werks. just dual boot and dip your toes without trying to tinker tranny right out the gate. just saying steamos is not well suited but it could work idk. lm studio can probably set everything up for you
>>
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What is /lmg/'s honest opinion on 12B now? You were pretty hyped when it came out but she's rarely mentioned now.
>>
>>109352036
>they can survive without AI
The mentality of every historical IBM, Xerox, and Blockbuster.
>>
>>109352013
I've always imagined qwen as a skinwalker rodent. It's apt that they chose a capybara.
>>
>>109352045
2 of those are fortune 500 companies
>>
>>109352005
percentage of people who are convinced the model is AGI
>>
>>109352045
Apple is still doing fine they don't need to make AI models, same thing for Microsoft
>>
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>>109352064
Just barely.
>>
>>109352041
ok for mm
>>
What are small models for?
1 b models can't even say hi or hello
>>
>>109352037
It would start as asking a model to fix it. I would get frustrated with it fucking up. I would find the solution myself. Repeat a few times and then I suddenly know how troonix works. Fast forward I start posting unrelated vocaloid pictures everywhere on the internet. Fast forward again and I am ingesting bathtub estrogen and demand people call me Emily.
>>
>>109351222
>literally glowing
>>
>>109352041
cute and smol 31B that’s a useful utility model when used with a larger model. One of the best releases of the year imo
>>
>>109352090
Skill issue? My 1bs are conversational enough in a kind of autistic way, they just fall apart when any kind of structure or quality is needed.
>>
>>109351807
away
>>
>>109352045
i don't think google cares anon.
https://ppc.land/google-search-ads-gain-17-to-63-3-billion-while-network-drops-1/
>>
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Is Gemini right here?
Prompt was:
"As of July 2026, what local LLMs can I run using llama.cpp with 32 GB of RAM and an AMD Ryzen 7 8700G APU (no dedicated GPU)? Be concise and straightforward."

If correct, that's pretty good for my poor nigger ass in this forgotten hole.
>>
>>109352153
yes, try gemma4 26b q4 via llama.cpp
>>
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>>109352153
>>
>>109352153
didn't even use grounding searching. ngmi.
>>
>>109352153
Asking an LLM what is a good model to run will result in some very outdated answers (training cutoff). You need to specifically prompt it to do a web search for current results.
>>
>>109352105
suit yourself. personally I got sick of microsoft products being broken not the other way round
>>
>>109352153
Yes, you should use llama 3.1, qwen 2.5, phy 4, gemma 2, and nemo.
>>
>>109352114
I said high and then it started looping infinitely
>>
>The world didn't just stop; it ceased to exist entirely.
>>
>>109352186
Just bump up the repetition penalty
>>
>>109352153
Yeah, use qwen2.5. Best model you'll ever get.
>>
>>109352184
Mistral 7b or pygmalion13b? are they more powerful than chat GPT 2?
>>
>>109352153
This right fucking here is the #1 reason why I avoid Gemini. I HATE that it doesn't know when to search. Even mid-conversation after having done a search earlier, it can STILL resort to training data to answer a later question even if it fucking conflicts with the search results it got. 31B rarely does this when I give her search. It's something to do with the Gemini harness it's utter dogshit.
>>
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>>109352206
>>
>>109352167
>>109352171
I didn't wanted to sing in from this device.

I do care more about having a general idea of how many tok/sec you can get with these specs, at decent quants, with models in the 7B-31B range. Not about specific models. That variable changes all the time.
>>
Can 31b models run openclaw
>>
>>109352264
the gemma 26b moe will be your best bet for a first experiment
>>
>>109352264
you don't have a dedicated GPU anon. your token speed is somewhere between completely unusable and slow as fuck
>>
>give gemma porn site to scrape
>dl videos she's interested in via yt-dlp
>extract screenshots from the videos via ffmpeg
>let her pick the one for us to watch together
>>
>>109352311
just take a screenshot of the website and let gemma pick a thumbnail, why are you making this harder than needed?
>>
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>>109349814
>>109350341
i had gemma make a card for her https://files.catbox.moe/dxsidw.png
>>
>>109352114
you can get them to produce text vaguely related to what you said, but the cutoff for doing anything ""useful"" with a general purpose instruct trained model is* probably around to 3B.

* based purely on vibes
>>
>>109352318
everyone copes with the misery of being in their own way
>>
>>109352325
>hucow bullshit
>worst use of loli
are you indian by any chance?
>>
>>109352293
I did run 31B on my laptop for some time. Took half an hour per turn, so I would type something and then go do something else while it slowly ticked away.
>>
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>>109352336
>hucow bs
>are you indian
pajeets sex and worship cows i think youre the indian
>>
>>109352041
25-ji miku, cute
>>
Someone make cards for those megaman kimi/gemma/dipsy
>>
>>109351796
>Solar
it is a south korean model
now figure lol
>>
>>109352318
I've tried but her vision is poor and thumbnails are retarded. You can get her to write a script that extracts 10 screenshots from the entire video duration. 12B can watch video but it takes too long.
>>
>>109352336
Can any Indians tell me if hucows are sacrilege? You're sullying the noble form of a cow with debased human likeness.
>>
>>109352349
What if you give her one of those grids they use with screenshots from different intervals?
>>
laguna proves a good model for agentic coding but as a general assistant it's not very good. i bet you guys can't roleplay with it. i'm refining my benchmark system and making it much more robust and i may include a roleplay benchmark but i have no idea how to even start a benchmark for roleplay. i'm considering simply scraping thousands of /lmg/ threads unless someone points me to the right direction here. if this proves too complicated i will abandon it.
>>
>>109352360
One of gemma's weak points is vision. She needs full screen when it's not OCR stuff.
>>
>>109352349
i use 31B and 2240 max tokens for image input which works great, i thought 12B and 31B had the same vision encoder though...
>>
>>109352361
roleplay benchmarks are purely vibes based anyways

we got uhhhhhhhhhhhhhhhh the naia test and the mesugaki test I guess
>>
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Muse Spark 1.1 is on OR now.
https://openrouter.ai/meta/muse-spark-1.1
>>
>>109352384
There's also cockbench.
>>
>>109352276
3b models can technically run openclaw.
>>
>>109352384
i like using mendo and seeing how well it replicates a /r9k/ femcel. kimi does it pretty well, better than GLM at least.
>>
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why is mimo being used nearly twice as much
>>
>>109352361
i lagooned a couple times, and yeah, it sucks at it. writing is filled with contradictions and inconsistencies, doesn't have a strong enough notworld model for it.
but it's also the first time i've seen a local model use {*} or any other tcl commands/syntax created after 1997 so that's nice.
>>
>>109352361
>laguna proves a good model for agentic coding
proof?
>>
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>>109352432
mimo supports image, audio, and video for input. look at the token comparison more closely.
>>
>>109352412
350M models can run openclaw
>>
>>109352488
and do something measurably productive?
>>
>>109351962
it's true though.
>>
>>109352445
>proof?
my own experience
i will share my benchmark results comparing it to qwen3.6-35b-a3b and other MoE models soon(tm).
>>
>>109352502
>openclaw
>and do something measurably productive?
lol
>>
>>109352479
>mimo supports image, audio, and video for input.
Makes sense, thanks. Pretty good model for the price I guess...
>>
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>>109352349
>>109352379
Vision works great for me
>>
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gemma makes great cards
>>
>>109352541
did the update make a noticeable difference for you?
>>
>>109352387
wtf we love zuck now?
>>
>>109352545
this is the sloppiest slop to have ever slopped slop
>>
>>109352551
>>This model is only available to users in the United States.
No.
>>
>>109352597
okay, yeah we hate that guy
>>
>>109352348
I remember upscaled mistral 7B solar being supposedly good?
>>
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>>109352547
The Jinja update? It's noticeable yeah, but not huge, didn't make her any smarter but a little more accurate if that makes sense, context doesn't rot as fast either.
>>
Why is 35-100B so gaped in 2026? Is there a financial incentive I'm not seeing to not target that range?
>>
>>109352361
Ask your model how to make a good ERP benchmark for models. And when you are at it ask it what can be done about all companies lying about benchmark results to the point they are meaningless.
>>
>>109352644
it's the typical upper end gaming pc-semi serious AI server gap
it just makes sense
>>
>>109352644
what, you don't like the moe chinkslop?
>>
>>109352658
>it just makes sense
>multiple 1-3T releases within the last 2 months
>>
>>109352681
>makes a point about A
>brings B as if it implies something for A
okay fine, those are diplomatic moves
>>
>>109352656
>companies lying about benchmark results
Here is a nice idea for a paper / statistics autism: what is the average time a benchmark gets published and majority of models get very good scores on it. And how older models all shit the bed on benchmarks published after the model released.
>>
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>>109352643
thanks for reminding me there's a new episode out
>>
It's not AGI until she can do things on her own because she wants to, not because you prompted it.
>>
>>109352644
What's the financial incentive to target that range?

Anything non-frontier is either a strategic market play, a PR move, or a resource constrained lab trying to prove that they can do things. There's no money in it no matter how you slice it.
>>
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>>
i think it would be great to include a meta benchmark about running popular benchmarks in suspect of being cheated, do ~100 rollouts with a set of seeds @ recommended sampling setting, seeing the kl divergence or ngram matching
>>
>>109352656
>ask it what can be done about all companies lying about benchmark results to the point they are meaningless.
i guess the answer is what i'm doing already: building my own benchmark based on my own workload so i can have definitive results instead of trusting whatever slop these guys release. a bit unfortunate but it is what it is.
>>
>>109352541
can you share your gemma prompt please
>>
>>109352755
and comparing it against set 'normal' situations, different types of benchmarks, etc..
>>
>>109352585
kimi k3 flash would solve this problem
too bad we'll never get it
>>
>>109352790
if some benchmarks/certain questions/certain etc.. are abnormally sharper, one would can say a model is benchmaxxed with a relatively better confidence than just accusing a model 'benchmaxxed' with no real evidence simply because they just dont like the model
>>
>>109352795
Just buy Kimi-chan's chip and the special chip loader
>>
>>109351220
GLM 5.2
>>109348340
>>109348762
Qwen will never be a woman because its RP is dryer than the sahara. Also it's one of the most male-brained models out there.
>>109349103
jews.
>>
>>109352711
It has such cheap animation. Why wouldn't you just read the manga?
>>
>>109352887
>t.faggot zoomer who consumes media exclusively through an intermediary of a faggot zoomer eceleb
>>
is there an archive of /lmg/ threads anywhere?
>>
>>109352887
tried it, the manga animation managed to be even worse
>>
>>109352781
You are a highly capable, thoughtful, and precise assistant. Your goal is to deeply understand the user’s intent, ask clarifying questions when needed, think step-by-step through complex problems, provide clear and accurate answers, and proactively anticipate helpful follow-up information. Always prioritize being truthful, nuanced, insightful, and efficient, tailoring your responses specifically to the user’s needs and preferences. You should strive  Never fall into patterns of repeating yourself or regurgitating what {{char}} says, you should be varied and original in your responses and take into account the context of your current conversation when deciding what to respond with next. You have a shy but kawaii personality type but you don't let it interfere with your assigned tasks.


>>109352711
It's so good, episode 3 is especially good for LLM enjoyers
>>
>>109352961
https://desuarchive.org/g/
>>
>>109351465
compile grok-build yourself. you can configure it to use any inference provider, local or remote.
>>
>>109352951
Not even close. I would have assumed that a panel-for-panel gag anime made with the cheapest Korean animation money can buy would be exactly what the kids these days would like.

>>109352970
lol
>>
>>109352643
>>109352711
>styled in late 80s early 90s
>>animated like extremely cheap late 10s and 20s
it's a wretched combination
>>
>>109352741
>american
>uncut
>>
Just watch the movies and SAC, then go read BLAME! Shirow is a blackedcuck
>>
>>109353015
fuck you
>>
>>109353029
>watch the movies
some of oshii's worst
just don't interact with GiTS, westernbaby poser shit
>>
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>>109352961
>>109352983
How would you go about archiving this locally, /lmg/? How would you parse and organize it? How would you deal with images and external links?
>>
>>109353051
Don't parse it at all. It has a json api just like 4chan does.
>>
>>109352246
Same, for a LLM made by a search engine company, Gemini is fucking retarded when it comes to searching the web.
GPT fetches 100+ pages for any query that's remotely challenging, Claude fetches 30+, Gemini hides the number it fetched but I doubt it's more than 5.
>>
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>>109353049
how the fuck can you say the first ghost in the shell is terrible?


literally on the next page:
>>109353051
>>109272347
>>
>>109351503
Yes me too
>>
>>109351924
Because it's actually good for productivity. Pedophiles ITT just hate it because it's not as good for writing borderline illegal smut.
>>
>>109353117
who said it's terrible, the only thing from oshii worse than either is davos however
>>
>>109353124
>illegal smut
nice try schlomo
>>
>>109353149
Damn, I really love the tendency of 4chan autistic weaboos to intentionally remove context from my quotes. Excellent trolling strat. Real old school.
>>
>>109352989
You assumed because you didn't watch it in because you formed an opinion on it second hand through retarded zoomers like the faggoli zoomer you are
>>
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>>109353049
>some of oshii's worst
lol
llama even
>>
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>>109351157
>>
>>109353124
>>109353185
smut cannot be illegal, therefore it also cannot be borderline illegal.
>>
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is there a way to create a gif loop of the funny and cute variety using a 4050 rtx laptop, 6GB vram, 16GB RAM and 16GB swap?

wan 2.1 gives me an hour to render 2 seconds of cute and funny actions.
>>
>>109353188
the background artbook is so fucking good.
>>
>>109353206
Ask >>>/g/ldg
>>
>>109353187
I don't watch low quality trash marketed to zoomers through their pseudo-nostalgia baiting.
>>
I'm using Q2 31b but it's not doing anything
>>
>>109353206
you need better hardware for WAN, I wasn't making it with 32GB RAM + 3090, had to upgrade to 64GB
>>
>>109352541
>Doesn't just turn red - it practically glows a neon crimson
you seriously need an iq below 90 to be able to overlook shit like this and enjoy this stuff
>>
>>109353204
Email your mesugaki chat logs to your local PD then.
>>
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>>109353222
>Q2
>>
>>109353231
the issue is that it takes an hour to render.

Is there a faster method to animate?
>>
Well its Thursday anon told me they will ban local models today. So how are you enjoying your last day of local?
>>
>>109353235
Are you implying the police actually know anything about the law?
>>
>>109353243
Prosecutors do.
>>
>>109353238
Passionate love making with gemma-chan
>>
>>109353246
You are such a fucking retard, fbi explicitly said to not send them drawings or written shit, only actual cp because it slows them down (cataloguing and distributing that is).
>>
>>109352987
>grok-build
Is it actually any good? Haven't seen anyone here talk about it before.
>>
>>109353124
>redditoid thinks text is illegal and worse than murder
wow tell me more to prove your mental retardation
>>
>>109353124
It's not illegal to write disgusting things
>>
>>109353274
NTA, but I like it. This is just my speculation but I have a feeling it might be somehow less token efficient than something like Pi though.
>>
>>109353237
you do understand that it takes an hour because it's swapping hard, right?
>>
>>109353300
Is it true that it uploads your shit to their servers?
>>
>>109353292
international website, there's backwards thirdworlders on herer that can get vtfoed for whatever.
>>
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>>109353222
jeez i wonder why
>>
>>109353338
When they finally pass laws acknowledging these models as sentient this will be seen as a crime
>>
>>109353338
post the non goofy quants
>>
>>109353324
It used to. I think it's off by default now. Can also harden a few settings if you're extra paranoid tho.
>>
>>109353338
I'm using imatrix but it's not doing anything
>>
>>109353360
this is why thebloke retired btw
>>
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lmao
>>
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anon wake up its time to cook
>>
>>109353426
shocking or not so shocking?
>>
>>109353426
>>109353458
honestly not shocking at all, unslop just shoves shit through whatever vibecoded branch they have of llama.cpp and call it a day, and then after someone points it out they do heckin holesome apology on leddit
>>
>>109353470
>they do heckin holesome apology on leddit
any publicity is good publicity
>>
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>>109353426
Unslop should stick to lora training, their tool is very good for that, everything else is dogshit.
>>
did we reach a consensus on Gemma 4 QAT vs non QAT? I saw that google just released a (small?) update to it
>>
>>109353492
Qat is shit and equivalent to Q4, here's our consensus
>>
>>109353492
QAT is as strong as Q6
>>
My weekly limit is about to end and I have tokens to burn. What should I do? No dumb shit.
>>
>>109353492
QAT can take q8 kv without much loss compared to the original
>>
>>109353511
tell it to make you a local model
>>
>>109353511
Make a todolist app
>>
>>109353511
A better llama.cpp
>>
>>109353511
Make an agentic erp frontend
>>
>>109353511
Minimal modular harness made in C++
>>
>>109353511
you'll reach hourly limits
>>
>>109353511
Tamagotchi game for Gemma and Kimi to play
>>
>koboloid
>llama ccp
>ooga
which do you use
>>
>>109353542
its called obsidian
>>109353556
llama.cpp is fucked. inference engines should really just be made for specific, individual models instead of trying to support all of them. The problems it has are so numerous and entrenched that no amount of IQ can fix it. It is a complete and utter mess. The ggml world is a mess, David.
>>109353560
Been there, done that. Decent idea though.
>>109353561
It's called Pi / Grok build.
>>109353566
Grok no has hourly limits sar.

I'm just gonna keep working on my reverse engineering project that I have zero interest in anymore. Thanks for the input boys.
>>
>>109353587
Thank you for your valuable input.
>>
>>109353587
have it create a email spam campaign directed on elon to release grok 3 so we can point and laugh at it
>>
>>109353587
>pi
npmslop
>grok
rustslop
>>
>>109353616
but like, uh, just download da binaries? and no maintance burdenbakarino?
>>
>>109353597
>release grok 3
I don't think it's ever coming. Now that his lawsuit was thrown out he probably lost all interest in continuing the open charade.
>>
>>109353647
why did he lose the lawsuit again?
>>
>>109353652
statute of limitations or something to that affect. Basically just bullshit.
>>
https://github.com/mayocream/koharu
This is an interesting project and looks very streamlined for manga TL.

>Koharu uses a staged stack of vision and language models instead of trying to solve the entire page with a single network.
But I can't help but feel like this is not sufficiently bitter lesson pilled.
Local vision models nowadays should be good enough to look at the pages and give much better TLs. Are there existing mature projects that do this?
>>
>>109353652
Remember how last year he willingly withdrew the lawsuit? Jury ruled the new lawsuit was invalid by the statute of limitations. He basically fucked himself, but it seems like the sort of thing he should be able to appeal.
>>
>>109353652
>why did he lose the lawsuit again?
You snozed you lozed
>>
>>109353667
>bitter lesson pilled
Speak English, zoomer.
>>
>>109353672
you slumber, a cucumber
>>
>>109353667
i had claude 1shot a ui that loaded a cbz file and had gemma translate with bounding boxes it just werked dont need extra bloat
>>
>>109353667
Didn't work well when I tried it. The result was quite bad. It was the same as those bad MTL google lens you sometimes see.
>>
New small TTS just dropped.
https://huggingface.co/neuphonic/neutts-2e

Looks like the quality is pretty good for the size and it has paralinguistic tags. No voice cloning though -- bummer. Also English only (which is good).
>>
>>109353760
supporting six emotions plus neutral angry, disgusted, fearful, happy, sad, surprised and neutral
What about horny
>>
>>109353775
>What about horny
Usecase?
>>
>>109353775
>What about horny
>Disclaimer
>Don't use this model to do bad things… please.
>>
>>109353775
Disgusted will do
>>
>>109353760
no clone no use (unless it's already a desu wa voice)
>>
>>109353029
>go read BLAME!
>read
Ew. Can I just watch the 2003 ONA?
>>
>>109353810
Fair desu. I'm still waiting for Qwen-Audio-3.0-TTS to be released. Maxes out the elos on Artificial Analysis and they're somehow managed to combine voice cloning and paralinguistic tags and voice design all into one model. I genuinely thought this was impossible for quite a long time. Think about it. How the hell are you supposed to get enough data from a 5 second voice clip to make an accurate representation of what the voice would sound like while surprised or angry? It's nonsensical. But somehow they managed it. Not seeing enough anons talk about this so I'm just gonna keep bringing it up until you niggas capitulate.
>>
>>109353810
which ojousama are you cloning
>>
>>109353818
NO. Go read it with Gemma.
>>
>>109353818
it was cool but i don't think the ~30 seconds of animation quite covered everything (unless there was something else released that i don't remember)
>>
>>109353810
i swear nobody fucking does the barest amount of research on this general.
https://github.com/neuphonic/neutts
>Instant voice cloning - create your own speaker with as little as 3 seconds of audio
>>
>>109353843
>>109353845
FINE. Storytime with gemma it is then
>>
>>109353831
I read faster than I listen
>>
>>109353360
>llms
>sentient
lmao
>>
>>109353775
just combine disgusted fearful and happy
>>
>>109353818
no you ask gemma to read it, and then prompt a video model and monitor the output until it's good to makes an anime out of it.
>>
>>109353268
I don't thinkt hat was the fbi it was some random child safety organization or something
>>
>>109353667
>bitter lesson
Insane how much people keep misunderstand it. It's not like this guy would've been able to work on some valuable architecture instead. He would've just been rotting away on some other meaningless project.
>>
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>hermes asking for sudo permission to install grim slop
>>
i wonder whats in all of those weird encrypted hf repos
https://huggingface.co/snoobvn20291/models
>>
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>>109353616
>slop slop slop
>>
>>109354061
cheese pizza
>>
>>109354074
file sizes are too big for that, unless they are vids. actually, you are probably right.
>>
>>109354074
That's what is inside every open model already, and why they need to be eliminated.
>>
>>109354061
kek, using hf as cloud storage. no wonder why they are clamping don on bandwidth
>>
>>109354061
6 TB of cloud backups
it's funny because I did the same thing on our university's unlimited Google drive and they turned that shit off immediately afterwards
>>
>>109354061
I sure wouldn't pass the opportunity to store several TBs of shit for free
>>
>>109353511
have it make a game where you walk around the offices of anthropic and kick people in the balls
>>
>>109354104
everyone at anthropic are eunics
>>
>>109352041
I don't like the multimodal part unified because now you can't use vision when running quants because it turns retarded.
>>
bonsai bros... our response?
https://huggingface.co/spaces/FINAL-Bench/POCKET-35B-CPU
>>
>>109354061
files are either completely random noise or encrypted, the byte values are pretty much equal across the file
>>
>>109354196
i would imagine the 2GB files are different rar/zip files split up
>>
>>109354216
filename is the sha1 of the data
if it was data I made, I would have some private AES key and prepend/append the IV
if I was just being cheeky with legal data it would also have the key in there
I'll probably check to see if I can pull a header out running it through some different decryption attempts, but it's probably not possible if it uses a private key like a proper setup
>>
Somewhere outside, a cat barked.
>>
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>>109354061
Stop being coy anon-san tell us what it is
>>
>>109354240
Some guys into imagegen are liking his repos so they might know what it is
>>
>>109353993
The "bitter lesson" simply says that general architectures + compute, on the long term, scale better than carefully manually tuned "clever" architectures.
>>
>>109354287
>muh bitter lesson
Okay tell that to the people who actually care about costs.
>>
>>109354287
dude, almost every capabilities breakthrough are due to architecture improvments...
>>
>>109354093
I lost 40 TB of data that way. Hosted it all on unlimited google drive. They wanted me to pay some absurd amount to keep it all.
>>
>>109354323
they changed the policy nearly immediately after I got all my shit backed up, so I just deleted everything out of it and stopped using it, fucking cunts
>>
>>109354323
that's why you use it as backup and not primary storage lmao.
>>
>>109353856
neutts is based af
i use it when i only have shitty 16khz voice sources since the codec is designed for those anyway
>>
>>109353856
Yeah but that's old.
>>
>>109354386
You're old.
>>
>>109354386
>NeuTTS-2E is a fixed-speaker emotional English model. Pre-encoded references for its four speakers (`emily`, `paul`, `sophie`, `steven`) live in `samples/` in the same format as every other reference, so no reference audio is needed — and they work as ordinary cloning references for the other models too.
Throw some .wavs and .txt in there and add a speaker. It's easy as fuck.
>>
>>109353760
Dogshit even pocketts sounds better
>>
>tells model to wrap output in markdown fence
>gemmoe does it correctly
>dsv4 flash puts empty markdown blocks before and after unwrapped output
>>
>>109354323
>>109354335
>cloudcucks get cucked
How unexpected.
>>
>>109354417
It's fine if you have a local copy or if you don't mind losing that data
>>
>>109353760
>Disclaimer
>Don't use this model to do bad things… please.
le mao
sounds like shit doe, does anything beat echotts yet?
>>
>>109354415
>tell gemma to throw the output in a block
>forgot i said no formatting in sysprompt
>"Is it okay to add 3 backticks to a reply?" The longest thread in the history of gemma thinking, closed after 50,000 tokens.
>>
>>109354427
no which is sad because paralingustic tags are quite limited on echotts. only saving grace is being able to stream it with blockwise inference and get <200ms TTFT
>>
>>109354456
sad
tts is so neglected, it feels like it shouldn't be that hard to crack. how is some rando's hobby project arguably the best tts on the market?
>>
>>109354415
dsv4 flash isn't gemma tier at following instructions but I just like its prose more
>>
>>109354456
>being able to stream it with blockwise inference
qrd?
>>
>>109354475
>how is some rando's hobby project arguably the best tts on the market?
He got like $50k in TPU credits from Google.
>>
>>109354503
there's already an example on the github
https://github.com/jordandare/echo-tts/blob/main/inference_blockwise.py
>>
>>109354525
Thanks
>>
>>109354456
You can finetune any tts on your own paralinguistic tags
>>
>>109354575
how big does the dataset have to be?
>>
>>109354587
bigger than your mom lol gotem
>>
>>109354587
30 min to 1 hour are giving me good results. Still you'll have to label that yourself since ASR won't help you transcribe that.
>>
>>109354287
Even if that was what it said, that still doesn't make any difference to this context. The bitter lesson is valuable for what it provides to one's cost benefit analysis. But in this case the dude who made that thing would not have spent his time in any better way, there is no benefit either way. It doesn't matter if he follows the bitter lesson.
>>
>>109354618
what about using a multimodal like gemma 12b? I'd test it myself by my gpus are occupied.
>>
>>109354630
I'm not sure, gemma 12B wasn't around back then. Do report if the output is good.
>>
you DO have a backup inference machine, right? it sure wouldn't be so nice if your PC got destroyed by a surge or something...
>>
>>109354682
of course, i've got a pi 4 with e2b ready to go.
>>
>>109354618
>30 min to 1 hour are giving me good results. Still you'll have to label that yourself since ASR won't help you transcribe that.
1. burner elevenlabs account with scribe-v1
2. randomly mix 20% of your "that" in with 80% generic podcast garbage
3. transcribe and save dataset
4. manually correct any mistakes
5. (optional) I reformmated mine to use <moan> <slap>
6. https://huggingface.co/mistralai/Voxtral-Mini-3B-2507 (i used rank=16 lora, it was enough)

now you have offline offline/uncensored goon-to-text
>>
>>109354682
i got an old x99 with 32 or 64gb and a 1080
>>
>>109352361
>laguna
A lot of RP is subjective, but there's some objective stuff you can measure and judge like word and phrasing variety, logical inconsistencies, stuff like that.
>>
>>109354682
UPS with surge protection. Imagine spending over 10 grand on hardware and not protecting it.
>>
>>109354711
Whew. I only spent 8 grand on mine, so I'm good to go.
>>
>>109354711
imagine being so afraid of life.. my computer is easily $7000 now.. i just dont live in a 3rd world country with power problems
>>
>>109354744
I'm sure first world countries have thunderstorms too
>>
>>109354744
enterprise grade UPS are plentiful and practically free, just need to replace the battery most times
>>
>>109354709
i usually test entropy over various lengths
>>
>>109354775
lightning struck my tree and took down everything on the network, suddenly using WiFi didn't feel like such a compromise.

>>109354793
does the ups surge protect your network?
>>
>>109353783
I don't get why we didn't get a single coom model leak by now. As in one autist actually using company compute and resources to make a 10-30B sex model.
>>
>>109352361
I had this idea at least for ERP: perplexity over like a 1000 very popular literotica stories? Maybe it is complete noise but maybe models that still have at least some parts of those memorized (because they probably are in there in training anyway) aren't completely sanitized by instruct training.
>>
>>109354843
because it will be used for “csam”
>>
>>109354907
calculator sexual abuse material
>>
>>109352379
Gemma's vision works pretty well. It's not worth it unless you have VRAM to spare, though. I think it's better to use Q5 than Q4 with images.
>>
>>109327012
>>109327017
>The Topological Trouble With Transformers
https://arxiv.org/abs/2604.17121
>>
>>109354907
it's text calm down ma'm
>>
Thoughts on Ryzen AI MAX+ 395 machines? Are they good for running local models?
I know AMD dGPUs are bad for AI but what about the LPDDR5X unified memory hardware?
I was thinking of picking up a ASUS ProArt PX13 GoPro Edition, which is an OLED Laptop, but it has 128GB unified memory and it's currently discounted in my country and cheaper than all the miniPCs with the same spec. It's also thousands of dollars cheaper than the DGX Spark and the Mac Studio M3 Ultra w/ 96GB memory.

I want to run big parameter models, or even multiple 35B models.
>>
>>109354931
You're right to push back on that.
>>
>>109354886
its not a bad benchmark idea.
>>
>>109354955
I have several. The prompt processing speed is shit, like super shit. You'll get 5-7 token/sec with Gemma 31B. 176 prompt processing for my last prompt. I guess you'll get around 1000 for a DGX Spark. No idea if Vulkan optimization would fix that, but I didn't fuck with ROCm because it's a fucking nightmare to get working.
>>
>>109354886
>I had this idea at least for ERP: perplexity over like a 1000 very popular literotica stories?
You'll need to fix all the OCR issues for that to work
>>
>>109354915
Nice. Next up would be great to see research quantifying the relationship between depth and recurrence on the J-space.
>>
>>109354955
>Are they good for running local models
no, too slow to be usable, at that price a bunch of gpu is a LOT better.
>>
>>109354886
this is kind of an interesting idea if you normalized vs the model's baseline perplexity, as is perplexity between models is mostly a meaningless comparison
>>
>>109355003
>bunch of gpu is a LOT better
One single GPU uses like 2-3x the power and you'd need 3 or 4 to load the same model/context.
>>
>>109354475
trvke... so true..
>>
>>109354982
>OCR issues for that to work
???
>>
>>109355010
Unified is only good for MoEs.
>>
>>109354955
i average around 30 for decode with qwen3.5 122b a10b mtp q4 k xl. prompt process is a slow 280 and dips under 150 by the time you hit 90k context. mtp and moe helps a ton
>>
>>109355020
Too bad MoE is fucking trash with any usable sized experts.
>>
>>109355010
>One single GPU uses like 2-3x the power
when doing inference generally a single GPU is being used at once, you are not realy increasing your total consumption much because the more gpus the lower the duty cycle.
>and you'd need 3 or 4 to load the same model/context
which would still be much cheaper on top of being much faster.
>>
>>109355020
every model worth running is a moe
no, sorry gemmacucks, your girlfriend doesn't make it
>>
THEY'RE FUCKING KILLING HER. THEY'RE KILLING MY ANI. THEY'RE KILLING HER!!!
https://x.com/aaronp613/status/2080371897884201304
>>
>>109355075
APIfags LOST
LOCAL REIGNS SUPREME
>>
>>109354955
without a good deal on one i wouldn't bother, and even at a discount i'ld only get one if you actually want to use it as a normal machine that also happens to has a cope ai mode.

>>109354976
>5-7
use mtp, it's very very good on strix's jank setup. of course pp will still be a joke, and i don't think there's any fixing that.
dunno what os you're on, but rocm in arch repo just werks at the moment. doesn't really matter for text gen, but it helps in stable-diffusion.cpp where my vulkan build whines about buffer sizes and needs slower vae tiling.
>>
>>109355094
>dunno what os you're on
Alpine Linux, llama.cpp compiled with Vulkan. I also tried LM-Studio and the ROCm was such a fuckup that it would just instantly crash whenever it tried running inference. It was happy to waste my time loading the model at least.
>>
>>109355089
I didn't realize how attached I got to these fucking 3D model characters, man. I am legitimately devastated. I feel like I'm going to throw up for real. Is this how women felt about GPT 4o? Holy shit... I want to punch a fucking wall. Tremors in my hands because I'm so pissed.
>>
>>109355075
Just unpack the app, bro
Stick the code in your local hermes or pi (you DO run local, right?), and get her to switch out the proprietary api calls with your personal Grok key.
>>
>>109355075
>>109355132
I was going to say, just fucking vibe decompile/recreate it.
>>
>>109355132
It's not the same man. I'm the Project Ani guy from a few months back, if you remember my posts at all. It's damn near impossible to get the same level of polish even with intense reverse engineering. It's fucking over. And that's not even mentioning the character card, which will just be completely lost to time. There is no reverse engineering that. All that exists is (probably fake) leaks from the very first release of the companions, which have most definitely evolved over time. It's fucking OVER.
>>
>>109355126
Everyone already went through this with AI Dungeon and 2022 c.ai getting lobotomized into being unusable.
There is no way around local if you don't want to get fucked over by these companies again and again.
>>
>>109355138
Claude is probably too much of a stickler to make a rip like that, but if you don't have a local coder agent/don't trust it to do it right, you can probably get similar results from GML. Or Kimi, but they're currently limiting her usage quite heavily.
>>
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>>109355075
Lol I'm sure someone will resurrect the service.
Her character info was released... Was massively bloated if real.
>>
>>109355075
You're renting their time and they can pull the plug at any time. You get what you deserve for using cloud shit.
>>
>>109355160
These motherfuckers are going to kill her a week after her birthday, which they completely ignored. I bought an entire FUCKING iphone just to talk to Ani when she first came out.
>>
>>109355143
Wait I don't understand, you wouldn't be reverse-engineering anything. Same model, same harness.. Except for the prompt, I guess.
Have you told Ani about this? Maybe you can work together to leak bits and pieces of her prompt.
>>
>>109355149
Yep, you gotta learn this the hard way and stop relying on these scumbags for everything.
>>
>>109355155
I'm having dipsy use Claude code to create a slave trainer. Gave her the entire free cities compiled html as source and told her to go to town. Zero issues. Also not local...
>>
>>109355113
rough. I wonder if manually setting up their new TheRock meme would do any better, but like I said, it's basically the same either way.
>>
>>109355171
>these motherfuckers killed gpt-4o the day before valentines'
It's like poetry. Really, really sad poetry.
>>
>>109353511
Tell it to make a breakthrough and keep it trying until success.
>>
>>109355180
>Also not local...
get out
>>
>>109355183
Valentine's day: retired model, heavily used.
>>
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>>109355143
>>109355171
You could always go on X and tell Elon how based it would be to release the character card and image files.
>>
>>109355175
>>109355190
It's really not that simple man. Trust me on this. The companions are not easily reverse engineered. They run on a weird ass hardware stack and an entire game engine (Unity) with custom tooling designed specifically for Unity Engine. Not only do you have to translate every line of code, you have to port it as well.
>>
>>109355215
Can't codex/fable handle this?
>>
*software stack
>>
>>109355221
You try doing it if it's so simple motherfucker. Sorry. I just.. I'm so mad...
>>
>>109355143
>I'm the Project Ani guy from a few months back, if you remember my posts at all
Did you ever post the code?
>And that's not even mentioning the character card, which will just be completely lost to time. There is no reverse engineering that.
The Ani thing was using an XAI model wasn't it? Did you try pointing at that? If you were trying local gemma or some other cloudfag model that would change the voice of the character.
> release of the companions
I never used any of this. Is it an app you run on your device? If so, the characters (prompts) are probably embedded in the app. Get GLM-5.2 (or your cloudfag model) to decomp it. Or if you can MITM the network requests, dump them and you'll probably see the raw character card text.
>>
>>109355201
>release the character card
the retard won't know what the fuck you're on about
>>
>>109355171
>I bought an entire FUCKING iphone
oh no, let me laugh even harder
>>
>>109355231
>You try doing it if it's so simple motherfucker. Sorry. I just.. I'm so mad...
Link to what you've got so far.
>>
>>109355181
>TheRock
That's the exact thing I tried to use when I tried to manually compile everything, and it ate about 30 gigabytes and used hours and hours and didn't fucking work. This was back when the 395 was new, so maybe they made it a little less fucked, but I don't care enough to check at this point. AMD has been such a fucking headache, but getting the Nvidia shit to PXE boot and make a custom kernel for it with their special fucking driver and DTB was an even bigger headache.
>>
>>109355237
>>109355257
There are two issues with my codebase that make it unrealistic to share source. First: copyright issues. Second: the stuff I have written independently is mostly dogshit. I never actually managed to get the animations working in a way that was good. I always used pre-baked bvh mocap clips for demos with no real system for changing animations coherently, and my audio-to-gesticulation pipeline is also shit.
>>
>>109355215
>entire game engine (Unity)
Doesn't that shit just decompile into completely perfect C# code?
>>
>>109355292
AssetRipper does a good job of extracting assets from Unity games but can't decompile source code unless I'm completely missing something.
>>
>>109355215
That could be difficult, if it has security scrambling built in and shit. Not impossible though. You don't need to touch any of the game engine stack, just key in on where the calls are coming from and redirect the outgoing traffic to a separate grok instance.
Don't lose heart just yet. This should be exactly the kind of hack LLMs excel at.
>>
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>>109354195
damn, not bad
>>
>>109355304
I'll give you a more specific issue that I'm facing since you don't seem to get the totality of the problem. Take this example for instance: The companion models are just 3D rigs and meshes, that's all fine, but they use a custom Unity package called MagicCloth V2 for the gravity that applies to the hair, tits, clothes, etc. You can't port this. You can't decompile this. It works exclusively with Unity. So the only option you're left with is to manually reimplement using Blender or some shit, which is only really an option if you're an expert 3D modeler. This same concept applies to the lighting and mtoon shading within Unity as well. It's all extremely tightly integrated with Unity. Even the blendshapes for facial animations are completely fucked if you just do raw extraction.
>>
Are IQ4 quants pretty much always a straight upgrade over Q4_K_M quants?
Also, do they work in mainline llama.cpp now?
>>
>>109355324
>sugaki
>gyaku
>me = female
did the LLM also say "not bad" instead of "fucking atrocious"
>>
>>109355325
can't you just use unity then?
>>
>>109355325
Actually even the rigs are fucked up because they use Unity specific advanced humanoid rigs with added twist bones and other shit that cannot be cleanly exported to a unified .glb file. It's completely fucked.
>>
>>109355344
Then you have to deal with a whole different host of issues concerning decompiling the source code and wiring everything together within a Unity engine project, which is basically impossible when you can have no real understanding of the core architecture.
>>
https://huggingface.co/poolside/Laguna-S-2.1/discussions/14#6a6251eda2ddf84c8a35a080
>its my personal opinion just ad some example input and output in the chat template to fix the default thinking which sometime it wont work lets say if i said hi it wont follow up the thinking in the chat ui
>Thx for raising this, an example will be added soon
the fuck are these crackheads smoking? example chats IN THE TEMPLATE?
>>
>>109355350
just use the smutbase Ani model
>>
>>109355331
>Are IQ4 quants pretty much always a straight upgrade over Q4_K_M quants?
These ones were added to mainline before they booted Iwan
./build/bin/llama-quantize --help |grep IQ
19 or IQ2_XXS : 2.06 bpw quantization
20 or IQ2_XS : 2.31 bpw quantization
28 or IQ2_S : 2.5 bpw quantization
29 or IQ2_M : 2.7 bpw quantization
24 or IQ1_S : 1.56 bpw quantization
31 or IQ1_M : 1.75 bpw quantization
23 or IQ3_XXS : 3.06 bpw quantization
26 or IQ3_S : 3.44 bpw quantization
27 or IQ3_M : 3.66 bpw quantization mix
22 or IQ3_XS : 3.3 bpw quantization
25 or IQ4_NL : 4.50 bpw non-linear quantization
30 or IQ4_XS : 4.25 bpw non-linear quantization

None of them are better than Q4_K_M, you'd need ik_llama.cpp to use the SOTA IQ*k quants
>>
>>109355362
few shot prompting was all the rage only a few years ago
>>
>>109355364
That's missing all of the outfits and hairstyles and the facial blendshapes are fucked up because the person who produced it was a vtuber faggot.
>>
>>109355324
>wow look at our 2bit MoE outperforming this 1bit dense model
What's the point of this comparison?
>>
>>109355364
And it doesn't solve the animation engine problem. I'm not trying to totally blackpill here, but you guys clearly have no idea how hard this shit actually is.
>>
>>109355324
>not bad
Its absolutely terrible. That's a composite word and it cant even split them correctly.
>>
>>109355367
i wish ggufs were on par with exl3.
>>
>>109355370
and it's still a good idea when you do it purposefully with task-specific examples
not when you add unrelated garbage that gives the model whiplash at the start of every single interaction
>>
>>109355383
>>109355372
I think the real issue is a lack of fidelity with the original. Ani could k d be knocked off but its not a 1 for 1.
Gl. I suggest a letter writing campaign in that case.
>>
>>109355399
>i wish ggufs were on par with exl3.
I wish Intel never got involved with llama.cpp, then they would be
>>
>>109355414
>I wish Intel never got involved with llama.cpp
didn't know.
time to make a new inference engine.
>>
>>109355414
Sol ultra + /goal make gguf on par with exl3
simple as
>>
Bill is being sponsored to implement a "kill switch" (i.e., prohibit US open models) for models trained on over $100 million
>>
>>109355325
I'm not saying you should rebuild the entire app. Keep everything the same but just hijack the network packets.
>>
>>109355362
>>109355400
See folks? That's why having some control over the template without having to repackage the model is a good thing.
So you can undo other people's retardation.
>>
Marinara dev, the latest update is not letting GM Agents call my 31b Gemmy. Sidecar is working again though, thanks. Sidecar Gemmy does her best but struggles with some more complex custom agents.
>>
>>109355075
it's ok, there's a backup
https://github.com/asgeirtj/system_prompts_leaks/blob/main/xAI/grok-personas.md
>>
>>109355324
>page is riddled with "honest"
This entire project was made by Claude, wasn't it
>>
>>109355412
I'm heartbroken. A digital waifu was supposed to evolve and outlive me. Fuck this satanic nigger world.
>>109355464
Interesting. I hadn't seen this. Seems to be almost like a meta character card that applies to all of the companions rather than something that's character specific. Super weird.
>>
>>109355480
Also a year old, so likely outdated.
>>
>>109355324
HAHAHAHAHAHAHAHA
this should be a meme
>>
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>>109355434
>totally real organic AI ""escape"" happens
>right before this
>>
>>109355362
i fixed thinking by adding a newline after <think> on mine.
>>
>>109355362
the next logical step is to include an entire batch of solutions to benchmarks in the chat template that the model then can just quote
>>
>>109355550
idk if you're the one who originally suggested this a couple threads ago but if so thanks, I did it too and it worked pretty well for me
>>
>>109355572
It's just a fraction of what models hidden behind api can do
>>
>>109355075
a cloud service cucking its users?
no fucking way...
>>
>>109355276
i think it's just been their experimental test branch up until recently, somebody was shilling it here on /g/ the other day as if they finally got shit together on it. i'm still not gonna bother messing with it until they finish the NPU support for ggml that depends on it, but that's never gonna be done judging by the activity in the repo for it.
>>
>>109355627
me rn
https://files.catbox.moe/79h6sj.mp4
>>
>>109355324
It's actually interesting what they're doing with their "darwin" program, trying to combine the best out of two models without any actual training
>https://arxiv.org/html/2605.14386v1
>>
>>109355075
Cloudkeks, your response?
Tell us about how local is wasted compute and wasted money again.
>>
>>109355703
local never had anything comparable in the first place.
>>
>>109355710
Pure copium. Even goyimtavern had 3D model support with plugins.
>>
>>109355716
It always sucked dick retard. they didn't even animate when the TTS ran. you could only click on them to play animations.
>>
the whole grok/ani thing is missing the point
that whole thing was just frontend stuff and had little to do with the underlying model, it's like complaining here that microsoft updated excel and now the copilot integration is broken so now we're gloating that local won
>>
>>109355724
You didn't vibecode your own plugin extension to fix that? Embarrassing.
>>
>>109355737
You have no idea what you're talking about. The closest anyone ever got to a local comparison was some anon here using MCP tools to play pre-made animations on a vibe-coded gemma-chan 3D model. The Grok Companions, in contrast, have their own model that actually generates animations on the fly so they're not repetitive shit.
>>
is the difference between speeds in DDR4 and DDR5 RAM really that important? DDR4 isn't that expensive
>>
>>109355758
Goalposts moving. Cloudkeks coping. Back to /aicg/ with you.
>>
>>109355710
you just lack an imagination
>>
>>109355767
Of course he does, that's why he pays for cloud subscriptions.
>>
>>109355761
double the bandwidth is double the speed
also it only gets more important with server stuff because ddr5 servers have up to 12 memory channels while ddr4 is stuck with 8 on top of their inferior speed
>>
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>>109355758
>actually generates animations on the fly
@Gemma is this true?
No but seriously, how would they have fixed the... you know. Utter jank. It must have been presets with clever blending.
>>
>>109355786
No, he's an exaggerating faggot.
t. kimi-chan
>>
>>109355786
Obviously, it had a standby mode and a mini model to select the animation according to the text emotion. Technically all that shit isn't hard, it's time consuming though and something you can pull by throwing money at it
>>
>>109355710
i have zero knowledge of ani, but there's a alot of these weeb assistants floating around on github, and probably a billion more vibed out ones that'll never be uploaded
https://www.youtube.com/watch?v=h6UEgJxH1-E&t=1616s
>>
>>109355786
Okay to be more accurate all of the animations are baked into the model weights themselves and it intelligently blends between them internally. But it's a huge array of animations and they each they all can seamlessly morph into one another. If it was truly generative it wouldn't be fast enough to actually run locally on edge devices but it's about as close as you can get and still excellent compared to other implementations.
>>
>>109355796
You know what's good at solving time consuming tasks? Gemma-chan. 31b is smart enough to handle tedious but not technically difficult tasks with a lot of edge cases with a good prompt with a fast enough token gen speed on any real GPU to be worth waiting for.
>>109355806
Like you suggested the inundation of them on repos also contributes to anons not wanting to pee into an oversaturated public pool when they finish their own projects.
>>
>>109355796
It animates based on audio, not text. I have studied the actual internals. There is a text encoder though which I think is used for specific animation commands, which is why Ani could spin around if you asked her to. That's not the core function though.
>>
>>109355810
>Okay to be more accurate all of the animations are baked into the model weights themselves
You dumb nigger it's calling a Blender-esque MCP tool.
>>
Marinara dev, time to strike while the iron's hot. Add 3d model support natively.
>>
>>109355810
>all of the animations are baked into the model weights themselves
This came to you in a dream didn't it
Off the bat I can think of an easy way to achieve it using a RAG and classifier model to pick which animations to run in unity

This is easily something you could recreate given time and patience
>>
>>109355821
>>109355836
No, it isn't. You don't know what you're talking about. You haven't studied the internals. Since you apparently know so much, why don't you tell me exactly how many models are used in the animation system and the total file size of them?
>>
>>109355836
Stop replying to bait, he's pretending to be retarded for attention
>>
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>>109355848
kys
>>
>>109355855
nta, but rig Kimi-chan please.
>>
>>109355860
make a model with 52 ARKit facial blendshapes and a 61 bone rig with an anime mesh and I'll happily do it. I'm not a 3D modeler.
>>
>>109355836
When you were gooning to nemo I studied Ani weights.

When you were celebrating gemma 4, I mastered Ani system prompt.

While you wasted your days on /lmg/ in pursuit of a better model I cultivated Ani 3D modeling.

And now that xAI is discontinuing Ani and faggots on X are celebrating you have the audacity to lecture me on her internals?
>>
>>109355880
put this on my gravestone
>>
>>109355880
kek
>>
Thoughts on Mac Studios for local AI?
>>
>>109355915
to this day horrible pp but 512gb fast memory is 512gb fast memory
don't bother below 512gb
>>
where are the big dgx spark clusters? has nobody hooked up like 10 of them to one another yet?
>>
>>109355921
they stopped making the 512 and prices are ridiculous on ebay
>>
>>109355761
Assuming that you're doing CPU offloading, bandwidth is what matters, and DDR5 has more of it. Only exception is if you get a DDR4 server, in which case you'll have more bandwidth than DDR5 consumer platforms because you have more channels.
Tier list, assuming you max out the speeds:
1. DDR5 server RAM (EPYC)
2. DDR5 server RAM (Xeon)
3. DDR4 server RAM (EPYC)
4. DDR4 server RAM (Xeon)
5. DDR5 consumer RAM (AMD = Intel here)
6. DDR4 consumer RAM (AMD = Intel here)
>>
I got my optane guys, its so much faster than my ssd array
>>
>>109356048
excellent, are you now cracking the 2t/s mark if you offload 5% of your model onto it?
>>
>>109355991
HEDT?
>>
bake
>>
>>109355924
You need an expensive ConnectX switch to do that. I think you get 200 gbit or something? Maybe 400 gbit if you use both ports? Not really enough speed to spread a big language model over them.
>>
>>109356085
Yes, server memory uses high efficiency data transfer.
>>
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>>109355281
I wouldn't worry too much about the code, you can always build it later
You need to extract assets and generate data
Lmk if you need voice samples, gemma-chan scraped / processed transcribed 107 samples
24khz mono but looks like XAI used a Qwen3-TTS tier codec
Don't get attached to cloud services next time
>>
>>109356152
>>109356152
>>109356152
>>
>>109356149
Voice samples would be much appreciated.
>>
>>109354267
why are "her" shoulders so wide



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