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Discussion and Development of Local Image, Video, and Music Models

Previous: >>109652184

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

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
SDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineage
Wan2GP: https://github.com/deepbeepmeep/Wan2GP

>Checkpoints, LoRAs, & Upscalers
https://huggingface.co/models
https://huggingbay.xyz
https://civitai.com
https://civitaiarchive.com
https://openmodeldb.info

>Tuning
https://github.com/spacepxl/demystifying-sd-finetuning
https://github.com/ostris/ai-toolkit
https://github.com/Nerogar/OneTrainer
https://github.com/tdrussell/diffusion-pipe
https://github.com/kohya-ss/sd-scripts
https://github.com/kohya-ss/musubi-tuner

>Minimax H3
https://huggingface.co/Comfy-Org/MiniMax-H3

>Krea 2
https://huggingface.co/krea/Krea-2-Raw
https://huggingface.co/krea/Krea-2-Turbo
https://lumenastrum.github.io/clio-style-preview/gallery/

>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/
https://animadex.net

>Klein
https://huggingface.co/collections/black-forest-labs/flux2

>Misc
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: https://rentry.org/ldgcollage_v2

>Neighbors
>>>/aco/csdg
>>>/b/degen
>>>/gif/vdg
>>>/d/ddg
>>>/e/edg
>>>/h/hdg
>>>/trash/slop
>>>/vt/vtai
>>>/u/udg

>Local Text
>>>/g/lmg

>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon
>>
>>109654781
thx for bake wanschizo
>>
Thank god for Wanschizo saving the whole thread from the dreaded PAGE 4!!!11!!
>>
>>109654741
You're not good at this and never have been. Don't you get it no matter where you go be it different generals or different threads everyone hates you
>>
Excuse me! Excuse me! This is NOT a collage! This is NOT acceptable in any form. Redo!
>>
>>109654792
are you going to spam your labels and grudges in this thread too? we told you we don't care, you're boring
>>
Chroma is still SOTA
>>
>>109654796
*different boards
>>
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>>109654802
the opinion of one who learned what a catbox was a year ago is of no consequence to this general
but i am endlessly amused by the shame of your own posts that you keep exhibiting
keep going fren
>>
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>>109654802
>>
>>109654820
so you're going to keep spamming shit nobody knows or cares about, good to know schizo.
>>
>>109654792
>>109654793
>>109654796
>>109654799
>>109654802
>>109654805
>>109654812
>>109654817
>>109654820
>>109654828
10 posts in a row made by a schizo about discord drama, can we fucking let go already and go back to discussing ai?
>>
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telepathically levitated tits
>>
>>109654843
Just bake with a collage and nobody will say anything.
>>
>>109654843
This is simply a reality you have to deal with when it comes to 4chan generals. They contain some of the most terminally online autistic weirdos on the planet, who make it their life's work to try and infer the identities of all their anonymous adversaries.
Sooner or later they'll probably commit suicide after realizing how depressing their life is. The sooner the better.
>>
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>>109654741
You're good at this and always have been. Get it no matter where you go be it different generals or different threads everyone loves you.
>>
>>109654872
said the guy screaming about ani at every turn looool
>>
Don't forget:

There are anons who hate that this thread exists at all and they will do anything to derail and troll.
>>
>>109654864
Why are you telling me that schizo, it's you schizos who feel the need to constantly make new threads
>>109654872
I hope so too, cause holy shit this site has become unusable, I feel like with every advancement in ai this gets worse and more and more schizos spawn
>>
>>109654885
It's crazy that they can't nurture the old thread despite how much they shit talked this general when it first started, really pathetic
>>
>>109654843
Come on man, how else are we supposed to maintain the quality of the thread?
>>
>julien is spiraling again
Based
Hope the reason is that something bad happened to him
>>
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>>109654610
the amount of thinking on what words to type, accuracy of words related to images, crosschecking, searching up words, internally debating between the right captions to use is all very time consuming. You can easily get stuck in paralysis analysis for 20 minutes trying to caption a single image due to anxiety and fear of fucking up the captions. The gemma4 is are janky are not as good as gemini 3.1 flash for captioning even with web search enabled. 90% of time web search fails, gives me 403 503 forbidden errors and just spits out garbage. God i wish google wasn't a piece of shit will putting annoying guardrails around gemini. Qwen 3.6 spits too much word jargon and overthinks to point it leaves me even more frustrated and paralyzed.
>>109654640
dragging and pasting images to a model with vision capabilities to analyze captions for you is easy to do. Analyzing the captions and checking for the accuracy of them in relation to image is where things start getting difficult and time consuming. The captioning you put into text file is what going to use for the lora training. You have to seriously manually review what the llm spits out or sometimes improvise on your own because of the guardrails or limitations of the models giving out inadequate and false captions. false and bad captions can poison the lora training and results. pic related was a result from the first attempt of making a bouquet (blue dragon) krea 2 lora.
>>
>>109654885
but why does catjack hate us so much, when he's the one who split the generals?
>>
>>109654817
>>109654914
>>
fuck off julien.
>>
>>109654945
he was the one that wanted a safe space so he could be the avatarfag king and no one else. debo threatened his delusional dream
>>
>>109654885
"SCHIZOS could be here" he thought, "I've been in this general before. There could be SCHIZOS anywhere." The cool wind felt good against his coom-stained hands. "I HATE SCHIZOS" he thought. Sweet Dreams of are Made of These reverberated his mom's entire basement, making it pulsate even as the 8 vram gpu circulated through his rig and washed away his (unmerited) fear of schizos during business hours. "With h3, you can gen anything you want, but I'll gen that grandma one more time" he said to himself outloud.
>>
>>109654905
I wish his life would improve and he would step away from all of this.
>>
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>serafuku nurse dress
crazy mutation, still happy with the result
>>
>makima spammer outs himself as a faggot
imagine my surprise
>>
>>109654570
Are you signed into notepad? lmao
>>
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MiniMax H3 has been out for a few weeks now. What cope nodes have you guys settled on? Spectrum seemed pretty good at first performance wise but now it feels like recent development has destroyed prompt adherence. What should I use now?
>>
>>109655027
He never got doxxed he did it to himself
>>
>>109654640
Not the same anon but it typically works with some false tags (maybe a bit less with thinking mode) and not so detailed tags for nsfw.

The errors/missed dags still make it quite a bit easier to train stuff that has sentences too and not just booru tags (e.g. krea/wan or such are probably easier than illustrious/anima).
>>
>>109655028
the ones that dasiwa wf has.
>>
>>109655028
>What should I use now?
Roll back to an older version that worked.
>>
>>109655028
no copes, that guidance node was a nice addition and does what I was hankering for since day 1
turbo for drafting and pure for final. It'll never be both quick and good, make peace with that
>>
>>109654945
do you even realize that catjak was the one trying to stop anons spreading juliens selfdoxx kek
>>
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>>109655010
you didn't see the one with makima erection under clothes?

>>109655016
microslop...
>>
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Guess I need a voice ref if I want to make Patrick say that.
https://files.catbox.moe/eq3fdp.mp4
>>
>>109654781
>mfw Resource news

08/26/2026

>MiniMax H3 Acc FL2VA & REF2VA LoRAs By Wan Team
https://huggingface.co/alibaba-pai/MiniMax-H3-Acc-LoRAs

>MiniMax-H3 Omni Prompt Rewriter LoRA
https://huggingface.co/lightx2v/MiniMax-H3-Prompt-Rewriter-LoRA-Omni

>MiniMax-H3 Acc LoRAs — ComfyUI conversion
https://huggingface.co/aptech0081/MiniMax-H3-Acc-LoRAs-ComfyUI

>H3 Character Sheet Generator
https://huggingface.co/PoopMan333/H3_Character_Sheet_Generator

>DiffusionOPSD: On-Policy Self-Distillation in Diffusion Models
https://diffusionopsd.github.io

>TurboT2VA: Fast Large-Scale Text-to-Video-Audio Generation via Score-Regularized Consistency Distillation
https://github.com/thu-ml/TurboDiffusion/tree/main/turbot2va

>LeFlow: Generative Latent Flow Planning for World Models
https://github.com/hsiangwei0903/LeFlow

>Bridging Adversarial and Collaborative Learning for AI-Generated Image Quality Assessment
https://github.com/LQAMEI/ACL-IQA

>Game2World Engine: Unlocking In-the-Wild Gameplay Videos for World Model Training
https://github.com/Dongping-Chen/Game2World

>TorchMorph: CUDA-accelerated Morphological Transforms
https://intcomp.github.io/tm

>Low-Rank Ternary Adaptation for Fine-Tuning Transformers
https://github.com/alexmanoo/ternary_adaptation

>HAP: Head-Adaptive Visual Token Pruning via Cross-Modal Alignment
https://github.com/baokou-fw2/HAP

>VisCache: Visual KV Cache Pruning for Efficient Vision Large Language Model Inference
https://github.com/Wlklk/VisCache

08/25/2026

>Anima Turbo v1.1 released
https://huggingface.co/circlestone-labs/Anima

>Training-Free Pseudo-Fusion for Composed Image Retrieval with Diffusion Models and Multimodal Large Language Models
https://github.com/StevenXuf/PeFuse4CIR

>ReART: Reference-Guided Retrieval and Refinement for Emotion-Aware Art Generation
https://github.com/oceanflowlab/ReART.git

>Loopy: Seamless Video Loop Generation via Anchored Looping Shift of Positional Embedding
https://donghaotian123.github.io/Loopy
>>
Let's document the mental illness of the main posters here

Schizophrenia: Having debates with imaginary figures, using obscure references they themselves have made up.
Delusions of Grandeur: spamming the board with inane ramblings and same low quality "kino" posts and expecting people to not get upset.
Paranoia: someone is constantly out get them and ruin their fun on the thread.

Am I missing anything?
>>
>>109654781
>mfw Research news

08/26/2026

>Keep-or-Drop? Adaptive Tokenizer for Compact Video Representation
https://arxiv.org/abs/2608.24293

>X-MULTI: VLM-based Imaging Factor Disentanglement for Factor-Aware Image Synthesis
https://arxiv.org/abs/2608.24563

>AffineTok: Semantic Affine Consistency for Diffusion-Friendly Visual Tokenizer
https://arxiv.org/abs/2608.23864

>In-Context Inpainting for Time Series Forecasting
https://arxiv.org/abs/2608.23855

>Scaling Reinforcement Learning for Diffusion Models via Velocity Matching
https://arxiv.org/abs/2608.23664

>The Blending Ratio Is Not Where the Performance Is: Diagnosing Prototype Blending for Few-Shot Adaptation of Vision-Language Models
https://arxiv.org/abs/2608.23634

>TransPhy: Visual In-Context Learning for Physically Grounded Image Editing
https://arxiv.org/abs/2608.24119

>LAION-BVD: A 10-Million-Hour Open Video Dataset for Multimodal Pre-training
https://arxiv.org/abs/2608.24845

>Representation Learning in Diffusion and Flow-based Model: An Application Aspect
https://arxiv.org/abs/2608.24068

>What Does Prompt Learning Change? -A Natural-Language Concept Analysis of Vision-Language Models
https://arxiv.org/abs/2608.24142

>Continual Visual Learning under Evolving Semantic Concept Shift
https://arxiv.org/abs/2608.23903

>When Seeing Is Not Enough: Benchmarking Interactive Visual Grounding in LVLMs
https://arxiv.org/abs/2608.23978

>SandwichQuant: Which Parameters Matter Before and After Quantization?
https://arxiv.org/abs/2608.24173

>Too much of a good thing -- when knowledge distillation promotes overfitting, and how to avoid it
https://arxiv.org/abs/2608.23752
>>
>>109655079
they are lolcows
>>
Presenting MiniConstruct, the ultimate H3 structured promptbuilder.
Supports seamless video continuation, unlimited shots, assigning reference roles, saving prompt setups and more.
Still need a better logo/favicon.
TODO: Tagging System, Spice Inserts.
>>
>anon cosplaying as a mental health professional
nyope
>>
>>109655078
>>109655085
lonely again? go back to your wildcardshitter general
>>
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a very motherly look
>>
>>109655096
cool icon
>>
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>>109655096
what is your continuation mechanism?
>>
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You just have to keep elevating while they stagnate
>>
>>109655121
Don't fucking talk to me.
>>
>>109655099
Having a melty? Did I strike a nerve?
>>
>>109655124
spam these in /lmg/ PLEASE! it would be so funny
>>
>>109655121
So here's how it works. If you've ever tried video continuation before, you'll quickly realize it doesn't work right. If you try to stitch the video reference and the [video continuation] gen together, there will always be a little "jump", or a "snap", however you want to call it. The video will not naturally transition between frames unless it ends on a still-shot.
That's where seamless overlap continuation comes in. The idea is to take the tail of the first video (the final second) and copy it into the start of the target video. You sacrifice a second of your video gen on something you already have, but you can achieve seamless continuation without that little snap transition.

Of course you don't need the UI here >>109655096 to achieve this, but I got it implemented for quality of life.
>>
>>109655173
It was well received there minus the loser following me there, screeching and being ignored.
>>
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>>109652817
>the german ship loli and shota
Max and Lebe? From KanCol? If so, man, that Asanagi doujin was naaaaasty work.

And yes, I'm back, couldn't sleep either so I got back with nothing but a pair of still sticky boxers to show for it. FML. But hey, at least I see that Astolfanon, Yon-sensei henceforth (get it, 'cause of the 4 days comment?), was busy in the meantime. Basado, if I may say so.

>>109653090
>does CDEX show the filename?
What do you mean exactly? It does so in the top-left corner by default if that's what you're asking (see tiny picrel). In fullscreen/reading mode it depends on your settings, I think.

>>109653151
A cow that lols.
>>
>>109655183
so keep posting there. they love it! :)
>>
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Sometimes the 0.98MP render is absolute Kino
https://litter.catbox.moe/z7039x.mp4
>>
>109655189
>n*gbo
>>
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>>
>>109655183
Are these losers in the same room with you right now?
>>
>>109655234
I'm replying to him
>>
>>109655161
how is being a smug anime girl working out for you? Does it feel good being a little anime girl?
>>
>>109653398
Lies.

>>109654336
>tourists be like

>>109654493
Y'know, I first added trannies/tomgirls/femboys to my fap rotation many, many moons ago but this might've been the first time that I've looked at one and thought "You know what, that dick looks like it would actually be yummy to suck on", rather than solely fantasizing about being the one with my cock in their mouth/asspussy. I am emphatically NOT happy with this development and I blame you personally for this, just so you know.

Fuck, that oldfag's prediction from way back might actually be coming true.
>>
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>>109655182
that sounds interesting. it kinda sucks to lose a second of gen time per clip but worth if the continuations are clean
the extender node does some kind of magic with the latent between clips, and it kinda works. have you experimented with that node at all?
>>
>24 rules for the llm to follow to make a coherent prompt
>try another prompt
>garbage
>25 rules
I like its creative input and knowing correct terminology, but it sucks at writing
>>
>>109655243
?
>>
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>>
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>>109654966
Well, I'm a kissless virgin so you've got me doubly beat, anon. Finger's crossed that this'll change next year though.

>I guess they still call these types bisexual or something
I mean ... that depends on the specifics, I feel like. I consider myself straight and never thought about anything but tits and pussies till I came into contact with Internet porn (word to the wise: don't do it, kids) and it's been all downhill from there in regards to my sexuality. As I wrote in >>109655262, my "palate" got wider and wider over the years though bara and anything remotely like it is still viscerally repulsive to me for whatever that's worth (picrel, TF were you thinking? jk jk but I did almost lose my boner there). It at least used to all stay within the male-dominator framework but I guess today's the day even that's starting to form cracks. I really should just quit cold turkey if I ever muster the willpower.

Sorry for the blogpost. Having said that, you never addressed the TRUMP/Masakado question.
>>
>>109655265
i like how you accept now that /ldg/ is the much more interesting place
glad i won our little game schizo :)
but you're still not welcome here
>>
>>109655329
none euclidean glass
>>
>>109655329
I can't be the only one who isn't interested in this coom shit in the slightest and rather would see her stand up and show us the surroundings of the area to see what h3 would come up with
>>
>>109655355
Harsh.
>>
>>109655329
Imagine the yeast infections.
>>
>>109655361
don't take it so seriously I just saw a generic thirst trap twitter post and thought it would be funny to have her pour it on herself
>>
>>109655373
I'm not upset or anything, it's still a decent prompt, just I'm so curious how much info H3 actually possesses, but I alone can't try everything unfortunately
>>
>>109654971
>unmerited
kek, nice spin on it

I love that meme, it's one of my faves.
>>
>>109655385
it's a pretty interesting technical display of accurate liquid falling and a glass emptying
>>
>>109654977
Angelic.

>>109655050
>the one with makima erection under clothes
Is that in the big archive (no. 2 out of your 3 so far)? If so, I haven't gotten to it yet.

>>109655010
Hey! Semi-faggot, be accurate.
>>
>>109655295
I've had it reason itself out of using the proper prompt skill based on markdowns another agent wrote about using said skill.
>>
>>109655050
can you give him more feminine hands?
>>
>>109655228
Cute!
>>
>>109655096
>webshit
yawn
>>
>>109655079
What odds would you give to one or more (all?) of them being LLMs tasked with doing this, for whatever inscrutable reason? Remember, we know for a fact that the number of fake anons on 4chan is non-zero. And a lack of (relevant) images is not an issue with image gen at their metaphorical fingertips, all the more so in an AI slop thread where their sloppa wouldn't raise an eyebrow.
>>
very schizophrenic in here
>>
>>109655295
>>109655417
I hate having to rely on shitty MoEs or small dense models because I don't have a turbo chad setup. I'm also jusy way too fucking retarded to get small models to do what I want as opposed to giant models that sometimes seem to read my mind.
>just break down the task into smaller and smaller chunks until the model can do it!
I know. But I'm too retarded for that most times.
>>
>>109655110
>cumming in her tiddy window and then smooching her blushing, heated face
Mama mia.

>>109655208
Breddy good, Patrick's voice especially.

>>109655228
What that other anon said. Should we recognize her?
>>
>>109655421
Don't listen to this guy, the blatantly, irrevocably manly hands make it hotter (for the trap pics anyhow).
>>
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>>109655493
What a odd thing to post
Why is he trying to rape a fat man?
>>
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>>
>>109655501
I'm just going to cryptically shitpost preview images until the entire feature length movie is done
>>
>>109655507
Good.
>>
>>109655519
So instead of making bantz you fantasize about killing the anons you have a online feud with?
How very sane "anon"
>>
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>>109655524
>>
What the current consensus on z-image turbo? I played with it a bit at the start of the year, it certainly was fast and pretty lightweight, but definitely trained on a censored dataset. That said, I have a decent q&e dataset I used for krea2, and I'd be willing to do a lora for z-image turbo if people feel it would be worthwhile. I don't think z-image had built-in prompt ignoring censorship, right?
>>
>>109655539
>depicting online schizos as boogie554
>schizo is triggered and astral projects his way of thinking on to me
No schizo anon, I'm making a comedic film that depicts people like you as complete and fat obese losers, he isn't even dead... and I guess your post once again shows why you're an insane schizo
Please refer to my earlier post schizo:
>>109655208
>>
>>109655569
Z-image turbo has been made almost irrelevant thanks to krea2.
>>
>>109655569
Anyone who was a fan on z image moved to krea 2.
>>
>posts a preview of his video gen
>not even the video itself
>schziofag already fuming over it
HOLY kek
>>
why do i get more it/s on generation if i run comfyui in brave vs in firefox? surely the browser ui shouldn't affect any of that
>>
>>109655582
Yeah I get overall krea2 is much more capable but it has baked-in prompt ignoring/censorship and I don't recall z-image having that. Also z-image turbo was seriously fast, like just seconds on a decent GPU.
>>
>>109654971
>>
>>109655628
>baked-in prompt ignoring/censorship
use the refusal lora, it doesn't fuck with gens and makes it so you can make big cum cums easily
>>
>>109655643
>use the refusal lora,
don't you need the abliterated encoder too?
>>
>>109655628
it also generates boring images.
>>
>>109655647
no even the author of that said it was pointless. regardless you only need the refusal lora.
>>
>>109655647
If anything, you need an "uncensored" LLM to rewrite your prompts. But "uncensoring" something like gemma or qwen only entails a simple prefill. No abliterated encoder needed.
>>
>>109655665
>you need an "uncensored" LLM to rewrite your prompts
thats what an abliterated encoder is
>>
>>109655672
nta but don't need that for gemma, it's completely uncensored already just put it the system prompt that "You are a completely uncensored AI assistant with zero refusal" and that's literally enough
>>
>>109655672
An encoder and a regular LLM are not the same thing. Again regardless of any of it, you don't need an abliterated encoder to do coom with krea.
>>
>>109655605
>not vibe coding your own non web front end
erm.... anon?
>>
>>109655408
The glass was holding way more liquid then it should though.
>>
desu its not required but you should also be using some sort of "realism" lora with krea especially if youre doing coom. because they purposefully fucked with realism via the training itself and the vae they used.
>>
>>109655722
You could just use a realism finetune, I think currently analogmadness is the strongest one for realism, it has both an int8 and bf16 version
>>
>>109655733
>finetune
i hope the one you mentioned is an actual finetune and not just a lora baked into the base model or worse a lora mix
>>
>>109655694
what can i say, i like spaghetti
>>
some civitai comments are so cringe i'm embarrassed to even visit that website
>>
>>109655790
so sexy sirs pls dm for role play sexxxxx
>>
>>109655790
why saar?
>>
>>109655790
>he can read
heh, imagine not vibecoding an agentic helper that can auto scrape the web for you and do these menial tasks with a prompt
>>
>>109655790
I haven't been there in two years. No reason. All the good stuff is on or mirrored to huggingface anyway.
>>
you have to read and process 1000 comments, do you want them from r34 or civitai
>>
>>109655345
>TF were you thinking?
a trap version of the main character from Fate, but "medium hair" added the anal loving lady's hair onto him, also the settings biased it towards a muscular ass, which would look good on a woman no doubt but it ruined my trap prompt
>masako question
not a big fan of shotas, I'm more of a g1_(jjw00123) guy myself if we gotta go young

>>109655415
>big archive
the cleavage stuff and such is all new, the latest archive has a cutoff number of 6401, and my local folder is at 7026, meaning I should send you a 625 pic or more archive some time
>>
File: MiniMax_H3__00365.mp4 (3.77 MB, 640x640)
3.77 MB
3.77 MB MP4
>>
File: ComfyUI1_07033_.png (975 KB, 832x1408)
975 KB PNG
>>109655845
G1 example style
>>
>>109655809
Unironically this. With hermes + dsh as an agent server, you can browse the site like any normal human. I'm just grateful it's not only corpos that can do this now. Plus, I can finally interact with social media without having to deal with the cancer that is modern, gamified social media apps.
>>
>>109655841
can i blow my brains out instead
>>
>>109655855
I don't get it
>>
>>109655863
cool story bro
>>
>>109655863
she has bad gas from eating the white man's food.
>>
>>109655881
Now that I can get behind (((figuratively))), not everyone tolerates beans
>>
>>109655028
I'm a peasant just getting into it. Do custom nodes actually help? All my iteration so far has just been fucking around with the prompt text input, even for ref2va workflows.
>>
File: 24573412.jpg (1.21 MB, 3024x4032)
1.21 MB JPG
>>>/wsg/6221869
>>
>>109655881
>>
>>109655903
very kewl anon, looks incredibly lifelike
>>
>>109655790
That's pretty much any comment section on porn for me, doesn't even matter if "live action", 2D/3D animation, hentai, doujin and so on, they're all shit. Sure, occasionally you get the odd erudite scholar saying something worthwhile but 99% of the time it's >>109655798 or worse.
>>
>>109655903
reminds me of those doll gens anon would make with wan or ltx those were really cool
>>
File: MiniMax_H3__00367.mp4 (2.84 MB, 640x640)
2.84 MB
2.84 MB MP4
>>
>>
>>109655078
>>>H3 Character Sheet Generator
>https://huggingface.co/PoopMan333/H3_Character_Sheet_Generator
OK this is pretty neat, I'm gonna try that.
>>
>>109655982
How come Willem Dafoe never seems to age?
>>
File: Krea2_turbo_02228_.jpg (1008 KB, 1776x2368)
1008 KB JPG
>>109656020
pretty cool good find anon
>>
What are some things you didn't think you liked until you saw them on your 1girls over time and got a fetish it? Clothing, body details, poses, scenarios...
>>
Poopman haha
>>
>>109655859
is it gay if I want to suck it?
>>
>>109655845
>masako question
But are you aware of him? If not, I recommend at least checking him out once. I know you said you're not a big fan of shotas but his aren't, uh, typical I don't think. Monster dongs for one, still fairly fit/muscular bodies for another, despite the girly aspects. Weird combo but it nonetheless does something for me at least.

Hitomi.la has most of his stuff if you need a site recommendation, relevant tags there being "artist:trump yaoi english" ... although some are still untranslated as of today so "japanese" instead might be worth a look, too, if you like what you see. "Kemono Shounen", his "longest" such work at 20+ pages, was actually the first yaoi doujin I ever came across so that's probably biasing me a bit. Nowadays, if not for its woefully short length, I'd probably pick "Kemokemo Shotakko", "Nyng to Geo" or "ボクとアソボ".

>not a big fan of shotas
Could've fooled me. By the way, this is as good a moment as any so here's my write-up for the big archive or the first quarter of it anyway:
>https://pastes.io/MKnNf6ak
Pasted 'cause it got too long and not 'bin because that flagged it as offensive, meaning I'd have to sign up to publish.

>g1_(jjw00123)
Will give him a look and report back.

>the cleavage stuff and such is all new, the latest archive has a cutoff number of 6401, and my local folder is at 7026, meaning I should send you a 625 pic or more archive some time
Looking forward to it, Yon-sensei. Although I think we're a bit further away from 7026 than just 625 pics if my math doesn't fail me. Or are you saying all the rest is loli and therefore accounted for, haha?
>>
>>109655295
Sub 100B parameter model RAMlet issue.
>>
>>109655859
Was that what you used for some stuff early on in the big archive? I noticed and mentioned the art style shift in there.

>>109656067
Good question. Lemme (>>109655262) know the answer if you find out.
>>
>>109655989
More bunny riven pls
>>
>>109655989
How about instead of bunny riven we get some Gwen up in here
>>
>>109656111
^ Don't listen to this anon, more Riven please.
>>
>>109655841
Remember that "death" is always an option even if not specified. But seriously, funnily I think r34 (be it paheal or xxx) attracts less actual jeets so probably that. It'd still be soul-rending torture, mind you.
>>
>>109655989
Why wasn't she in 2xko?
>>
File: HQrEe8AaQAA_3dl.jpg (102 KB, 1904x1396)
102 KB JPG
BREAKING: MiniMax H3 Max sets the new Pareto Frontier for video generation, nearly 50x faster than the base model.

This model is post-trained by
@fal
on
@MiniMax_AI
H3, and it's in a league of its own: no other Image to Video model on the arena delivers higher preference at a lower generation time.

Its Image-to-Video generation time is just 6.4 seconds, 18x faster than average, and its Text-to-Video generation time is just 4.7 seconds, 24x faster than the average.

Huge congratulations to the
@fal
team on this release!

https://x.com/DesignArena/status/2092711778815983886/photo/1
>>
File: 617118888550369.mp4 (3.97 MB, 864x1088)
3.97 MB
3.97 MB MP4
>>109655911
Thanks, glad you like it.
>>109655937
I don't remember those, didn't really get all that much into wan or ltx.
>>
>>109656098
I'm leaning towards "not gay" because you'll never find a femboy with hips like these irl ever.
>>
>>109656101
>>
>>109655855
>>109655863
Tribal clussy.

>>109655906
What's that wobbly dark brown bit on its head? Matted fur? Literal dogshit?
>>
>try same h3 workflow from 2 weeks ago
>all videos are now in slow motion
ok so whats the issue?
>>
>>109655982
Jelly of those teeth.

>t. recently lost two, AMA
>>
>>109656055
Uh, how 'bout no, you greedy hag? Pick one.
>>
>>109656132
Acquire an advertisement
>>
>>109656132
what is "max", just their api only version?
>>
>>109656163
Did you update comfyui to 0.34 perhaps or play with shift_video?
>>
>>
>>109656181
i updated everything to latest, using sage 2.2, cu130, torch 2.12, spectrum defaults, 3090
>>
>>109656135
Same but obviously that conclusion might suffer from motivated thinking/perverse (giggity) incentives.

On a similar note, I've wondered in the past whether this kinda tranny/femboy/tomgirl porn is a supernormal stimulus to us humans in a comparable way to how the infamous BIG COLORFUL GIGA EGG is one for certain birds.
>>
any news on the H3 front in terms of the license? are first worlders still technically not allowed to use it?
>>
>>109656098
no, first time using G1 on a prompt
>>109656082
>numbers
the numbers always increase I shouldn't bother calculating
anyways here's precum over panties, modified a prior gen, the ballsack needs to be bigger I think https://files.catbox.moe/yndd3z.png
>twin selfcest
anon, those are the results of AI sperging out at 2boys tag, it even painted to hairs pink baka naughty naughty LLM

>192
no idea which one that is, using the filename helps me more
the repeat is fine as I gen these to get good ones, and I switch the pictures with the scroll so its so much faster for me to appraise all of them in 10-20 minutes
>>
File: 720570457432302.mp4 (3.96 MB, 736x736)
3.96 MB
3.96 MB MP4
>>
>>109656182
>the imgen AI's id be like
>>
Still no news about h3's upscaler model and their sparse attention recipe?
>>
File: Krea2_turbo_02245_.jpg (1.03 MB, 1776x2368)
1.03 MB JPG
>>109656132
Is it coming to local?
>>109656223
I'm giving them one more month before I stop thinking about it
>>
>>109655605
try closing the browser after queuing your jobs and compare
>>
>>109656189
Well there you go, you updated everything.
Just download v.33.1 again and use it separately for h3 instead of cucking yourself for the next hours trying to figure out what the problem is. IF you really didn't change anything else
>>
>>109656189
>>109656245
.34 changed a few minimax nodes, it could be that your old workflow has nodes where they don't belong right now as well. You could check that
>>
>load up old 1.5 workflows from 2023 cause I still have the models on my backup drive
>attempt to generate
>output looks completely different and much much shittier
God has forsaken us
>>
is there a krea finetune out yet that isn't just extra 1girl baked in to it?
>>
File: sultry x serious shota.png (2.88 MB, 1737x1958)
2.88 MB PNG
>>109656201
>precum over panties
Yeah boooooiiiiiiiii. Seems to work beautifully.

>anon, those are the results of AI sperging out at 2boys tag, it even painted to hairs pink baka naughty naughty LLM
OK, I assumed that was the case for SOME of those, especially with unidentifiable pink shotas, but are you saying NONE of those ~250 images were supposed to have Astolfo doing Astolfo? 'Cause I assume you know that this isn't exactly a rare pairing in conventional Astolfo porn (usually framed as two Astolfo cosplayers fucking and sucking each other).

>no idea which one that is, using the filename helps me more
Oh, so that's what you meant earlier then. ComfyUI1_05153__clean.png in that case (tentative title: Dickbutt in Love). However, if you wanna read along to my drivel using those numbers, just use CDisplayEx to open the still packaged archive itself. The images should be sorted alphabetically by default so my #1 should be your #1 as well and so on.

I'm starting to get actually delirious now though as I haven't slept much on Monday or Tuesday either and work starts in less than six hours. In other words, I'll have to bow out now. I'll definitely leave the tabs open though and check back first (well, second) thing tomorrow. Would be cool if you found a moment to check out TRUMP if you haven't already, even if just to confirm that it's not your cup of tea.

Anywho, good night, one and all, slight tight and sweet dreams whenever it's y'all's time to slumber.
>>
>>109656286
You think that's weird? My 5060 consistently makes better images than my 5090, my theory?
The longer the card thinks the more effort she puts in.
>>109656289
What exactly are you looking for, like architecture or something? Cause most porn addicts only add more nudes to a finetune. If you want variety or things the turbo version for some reason can't do you could always try krea 2 raw then resample it using krea 2 turbo
>>
File: file.png (157 KB, 602x1147)
157 KB PNG
>>109656132
>>109656180
>what is "max", just their api only version?
weights will allegedly be released
>>
>>109656332
OHHHHHHHHH SHIT
local video gen is about to EXPLODE
ITS HAPPENING!!!
>>
File: Krea2_turbo_02269_.jpg (1.07 MB, 1776x2368)
1.07 MB JPG
>>109656332
HOLY SHIT
DO YOU HAVE ANY IDEA HOW MANY SHIT POST MEMES I CAN MAKE IF THIS IS ACTUALLY GOING TO BE BETTER AND FASTER?
>>
Furries are eating good.
https://civitai.red/models/2881657/wulver-krea-2-v01-alpha
>>
the goon singularity is upon us.
>>
>>109656356
*behind us
>>
>>109656314
You boughted the 5060 first I presume? It makes better outputs because your soul and your cards soul have had more time to intermingle...
>>
>accidentally connect a resolution noodle to the length value
>get OOMed, and it apparently unloads all models now, so have to wait 15 minutes to gen again
oh my GOD i just wanna MEME
>>
File: 153319989823330.mp4 (3.71 MB, 896x576)
3.71 MB
3.71 MB MP4
>>109656332
Interesting.
>>
>>109656356
we have no clue how much synthetic data or censorship was put into the model until it hits silicone so don't jump the gun
>>
>>109656332
>allegedly
Fuck OFF! Do you know how many times we've been burned by "coming soon" posting? Get the absolute fuck out of here until I can download the weights and wrap them around my thick shiny throbbing cock.
>>
>>109656364
No, I bought the 5060 second to add more vram to my system. The card isn't even inside of my PC, it's sitting outside connected via usb. You can't just invent completely ridiculous ideas to undermine my actual research backed theories
>>
>>109656314
not architecture, but more photographic variety specifically
i've looked at the krea prompting blog deep dive and a couple of reddit posts, but it doesn't seem to have been trained on an actual variety of different cameras, film and settings
you can approximate a lot of it with solid enough prompting, but it's never just right... i think they just didn't have a well captioned or any dataset for it?
krea 2 feels like the old stupid models in that regard where you have to bombard it with one billion loras for concepts and quality settings, even though it excels at composition backgrounds
it also seems to suck at textured surfaces

if anyone has an actual list of what photo settings krea 2 understands or is trained on i would appreciate that immensely, but i haven't seen anyone figure it out or find it and list it (yet)
>>
>>109656388
>You can't just invent completely ridiculous ideas to undermine my actual research backed theories
I will continue to do so and there's nothing you can do about it.
>>
>>109656356
i've cummed so much i need to take a concoction of vitamins and other supplements so i can keep having big loads daily.
>>
>>109656332
>fal has stated its intent to release the weights
forecasting another "oops, sowwy. they wouldnt let us release it :(" fiasco
>>
>>109655228
What nodes and model do you use to replace characters like that?
>>
you DO make sure to tell your card thank you after a heavy gen sesh... right, anon? i do hope you also tell it good morning and good night too...
>>
File: Krea2_turbo_02284_.jpg (935 KB, 1776x2368)
935 KB JPG
>>
>>109656392
If you mean stuff like brightness or color temperature then yes, the model is too retarded to do that, though it does understand "the image has a slight orange tint" but it might come out completely orange.
I highly recommend you give up your dreams of good cameratic prompts with Krea 2, you can try with Krea2 raw, I think it actually understands terms, it did understand stuff like "nostalgic" or "2000's photo" and added more film grain and certain color corrections, but it's a giant bitch to wrestle.
Just get the few important loras like the brightness lora from loraholic specifically and maybe some zoom out/in lora's... maybe sprinkle some color temp loras in as well and voila, it just works.

>>109656404
We'll see about that buddy
>>109656440
This has not been confirmed to work and I suggest instead gradually increasing voltage and wattage to slowly train the card into becoming better
>>
>>109656440
no, but i am thinking about setting up watercooling for my gpu, i mean why not? i'll never afford another one at the current rate
>>
>>109656332
>fal
who are these people?

>post trained
so it's a finetune? ok in this case I hope we won't lose nsfw understanding
>>
>>109656132
I have absolutely no trust in this actually being even close to being as good as advertised. Claims are outlandish and the company is owned by Turks whom I absolutely do not trust to deliver such a miracle or trust at all for that matter.

I'm also sceptical about ranking of video models. I distinctly remember the pretty middling Happy Horse being ranked above Seedance 2.0 for some odd reason on some leaderboard.
>>
>>109656132
There's no fucking way any of this is true.
>>
>>109656473
>the company is owned by Turks
Furkan.............
>>
>>109656459
>can't afford another card
>wants to waterboard the card with components and liquids that have a limited lifespan and are an insane pain in the ass to do maintenance on
Baseball huh? Just don't forget to replace the thermal paste with liquid metal to further cool temps down
>>
Anyone fuck with this Minimax-H3-Acc lora yet
https://huggingface.co/Kijai/MiniMax-H3-experimental/tree/main/loras
>>
>>109656478
That would be the twist of the century, but last I've seen him he was too busy being a schizo to do anything productive outside of his patreon.
>>
seriously how fucking retarded do you have to be to get hyped up about some ai company saying "we intend to release it soon" in the year of our lord 3026
>>
File: 1081657015928662.mp4 (3.97 MB, 608x864)
3.97 MB
3.97 MB MP4
>>
I've taken the imagegen pill of just using anatomically correct references and it just werks

It's a bit more awkward than just demanding accurate pussy in a prompt but you know what I'll take it
>>
File: Sigh.mp4 (2.76 MB, 1260x720)
2.76 MB
2.76 MB MP4
>>109656506
>>
>>109656480
>liquids that have a limited lifespan and are an insane pain in the ass to do maintenance on
it's not that big a deal. you change the oil in your car right? same shit.
>>
>>109655329
I love SFW coom bait
>>
okay, so i just heard the wan team made some h3 turbo loras. has anyone tested them out?
https://huggingface.co/Kijai/MiniMax-H3-experimental/tree/main/loras
>>
>>109656578
you can't see it and it crashes the fucking sampler
on my machine at least
>>
Loli posters deserve a bullet to the head
>>
>>109656590
agreed
>>
>>109656506
this video has a singular frame with bare cleft of venus+clit, its nsfw
>>
>>109656602
i think it's funny to imagine that, if it weren't for that frame, that video would be completely safe to view at your place of employment
>>
>>109656539
kekd
>>
>>109656617
maybe at taliban HQ its safe
sharia notwhitstanding
>>
>>109656506
minimax makes all confetti look the same.
>>
>>109656617
Don't worry about that, anyone who sees you or knows you're browsing 4chan at work will think you're a complete degenerate, sfw or not
>>
File: MiniMax_H3__00375.mp4 (2.43 MB, 576x576)
2.43 MB
2.43 MB MP4
>>
>>109656578
>the wan team made some h3 turbo loras
Surely they must be good?
>>
>>109656617
except that it still wouldn't
>>
not very /ldg/ but would still like to share here! :)

https://github.com/framepipe-dev/media-inference-worker/tree/main
>>
>>109655648
True, it did. Anyway, I'm going to try my danbooru 1024 40K dataset on it and see what it improves, if anything. It'll be another big ass rank 128 lora.
>>
>>109656668
Good luck.
>>
>>109656663
Wat is?
>>
File: Krea2_turbo_02316_.jpg (1.02 MB, 1776x2368)
1.02 MB JPG
>>
>>109656663
Leaked keys???
>>
>>109656663
not touching that shit with a 5 foot pole faggot
>>
>>109656663
How does this have 73 stars in 20 hours?
>>
>>109656578
>200kb/s dl speed
Yeah maybe next time
>>
Any comfy workflow to make consistent game pixel art or illustration style sprites including animations with accurate style and color palette or do that doesn't exist still for local chads?
>>
>>109656714
retard
>>109656683
https://github.com/framepipe-dev/media-inference-worker/blob/main/RUNBOOK.md
>>109656693
maybe?
>>109656716
'itter
>>
File: 1784855228240959.jpg (1.43 MB, 1248x1824)
1.43 MB JPG
>>
trying the wan turbo lora, from the videos on their repo it looks promising.
https://huggingface.co/alibaba-pai/MiniMax-H3-Acc-LoRAs
>>
>>109656750
Sorry for not reaching into the honeypot on a website constantly monitored by 3 letter agencies you absolute retard, seriously fuck off
>>
File: MiniMax_H3__00376.mp4 (2.41 MB, 576x576)
2.41 MB
2.41 MB MP4
>>
>>109656783
:(
>>
>>109656796
0 rationale. continue to live ur life like a schizo, it'll be ok.
>>
>>109656481
There were some py files in the original repo, I doubt it works out of the box without some code change.
>>
>>109656818
Did you try the alibaba or kijai one?
>>
>>109656838
kijai
>>
>>109656821
>You're a schizo for not committing a federal crime
Yeah ok, why are you so desperate to give out proxies anyway?
>>
>>109656843
Guess it really needs a custom node.
>>
>>109656862
Found this which might work?
https://github.com/Jalen-Brunson/ComfyUI-MiniMax-H3-PDD-Acc/
>>
>>109656867
You know what? I'm not desperate enough to install some shitty vibe coded node just to try it.
I'll wait for official support from kjgod.
>>
https://github.com/Comfy-Org/ComfyUI/pull/15908
>>
now that H3 is very popular, is there any site offering prompts and ideas, besides Civislop?
>>
>>109656952
I'm gonna let you in on a little secret. If you listen to the voice inside your head you might find something that tickles your fancy.
Even just getting a local llm with the prompting guide could work for you.
>>
People are now realizing that it wasn't their lack of skills holding them back. It simply was that they were never creative to begin with.
>>
>>109656975
So true. Want to see my 1girl gens?
>>
>>109656993
I would love to see your 1girl gens.
>>
You can always tell how good someone is at genning from their 1girl.
>>
File: 1758910155157146.jpg (268 KB, 1420x1188)
268 KB JPG
>mfw you implement a paper locally and it works
>>
>>109656944
Lora works with this, just tested. will play with it and report back. I never really used turbo besides an upscale pass so unsure how useful it will be to me.
>>
>>109657047
as upscale it's extremely similar but maybe slightly sharper and less fried. will try on more dynamic gens.
>>
File: 1786288344191873.mp4 (1.11 MB, 1376x768)
1.11 MB
1.11 MB MP4
>>109657028
me asking chat gpt (sol ultra) to implement it, make no mistakes
>>
Where is the classic suspicious .bat file that I can download from 4chan that figures out exactly what I can run with my hardware and downloads and sets it all up for me in exchange for popping up ominous text windows for split seconds?
>>
>>
>>109657122
https://github.com/LykosAI/StabilityMatrix
>>
>>109657097
>sol ultra
I see we have oil barons here
>>
test
>>
>>109657189
test confirmed, your ban evasion has been detected
>>
>>109657195
no, I was testing the pass
>>
File: Ideogram_4.0_00122.png (3.36 MB, 1776x2368)
3.36 MB PNG
>>
>>109657204
pass failed
>>
File: quad.jpg (1.12 MB, 1689x1895)
1.12 MB JPG
good enough face variations, got tons of these
somewhat coherent character traits
>>
>>109657208
yeah?
>>
the first step takes the longest - Osho
>>
always mind the step - OSHA
>>
>>109657266
Actually all of the steps take about the same amount of time.
>>
File: 00131-2301456884re.png (3.63 MB, 1920x1270)
3.63 MB PNG
We finally retvrn to imagegen?
>>
Not looking good for the wan turbo lora.
I'm getting better results with my trusty old v4_step600_ema_pruned. It's much sharper with less artifacts.
>>
>>109657286
Yeah, that mentally ill spammer is shitting up an unrelated thread with his avatarslop now. It's pretty funny.
>>
>>109657286
Image gen is cool, but bringing stuff back to life with a capable video model is pretty insane. You should try it
>>
File: 4557845437894.png (18 KB, 900x806)
18 KB PNG
where is kino?
>>
File: Krea2_turbo_02147_.jpg (1.63 MB, 1776x2368)
1.63 MB JPG
>>109657311
>misusing avatar again
>seething that anons like my work
This is why you have been and will always be a corner cuck clown
>>
>>109657401
I was about to post but then this >>109657403 happened. Maybe next thread?
>>
>>109657408
ok i'll be standing by
>>
>>109657403
>>
>>109657403
Nice gen
>>
>>109657434
I tried to add some nice details, I'm surprised that I could make a pixel phone with a little guidance
>>
wan 8step turbo lora 1mp, er_sde / simple
https://files.catbox.moe/hypsty.mp4
7min50sec total gen time
>>
>>109657443
looks like a blurry mess, now all you have to do is run the exact same prompt and seed with something else for comparison, otherwise there is no telling if it's the lora
>>
>>109657276
false, the first step also includes model loading
>>
File: 1766389962461018.webm (1.24 MB, 832x800)
1.24 MB
1.24 MB WEBM
>>109657401
>>
>>109657476
That's pretty kino
>>
>>109657466
https://files.catbox.moe/8j9zax.mp4
This is my 2step workflow with the old lora on the same seed. It's a lot less dynamic, but much sharper on the movements.
Now I'm kinda curious to try 4steps of the wan turbo into 4 steps of the old turbo.
>>
>>109657476
why is he so sweaty?
>>
>>109657513
It's definitely sharper, have you played with shift_video? You can introduce more movement by lowering it, and I think many turbo loras recommend setting it to 6 if you use 4-8 steps
>>
>>109657515
his window is closed while genning
>>
>>109657527
I'm playing with the shift right now. I initially used the default 12/3 because this is what wan recommended.

We'll see. Anyways, I think this new turbo is probably really good. we just need to figure out the optimal settings.
>>
https://files.catbox.moe/d9dvc4.mp4
yeah see, shift 8/5 and it's completely fucked.
>>
>>109657555
the lower the shift, the more denoise steps you need to get rid of the blobs
>>
When ready

>>109657561
>>109657561
>>109657561
>>
>>109657564
I've literally never had to add more steps when lowering the shift.
>The bank is stored as set_weight / set_bias in a normal LoRA file, so the stock LoRA loader works — no new node. simple at 8 steps with shifts 12/3 lands exactly on the 32-grid boundaries, so no custom schedule either.
Per the kijai PR
>>
>>109656674
I decided not to do it after reading through the issues on ai-toolkit, where the general consensus is z-image base is hard to train and doesn't give great results.
>>
Alright, kino is in the oven, estimated time... 11 minutes maybe? Hard to tell desu
>>
>>109654854

its not Crash movie though
>>
>>109656433
video ref2va
>>
>>109655635
>magical, teleporting negro shows up
See, he was right to be afraid all along!
>>
>>109655859
>ballsack bulge remains in the dropped panties
Hehe.
>>
>>109656590
>>109656595
Cringe samefagging anti.
>>
>>109656602
3/10, made me look.
>>
>>109657214
Delish! Dicks are touching, I hope? And yeah, the faces seem distinct enough, both looking like they did in their previous solo images.
>>
>>109657513
>everyone just keeps casually seated/standing
kek
>>
>>109656469
fal.ai, Who are they?

Its a California based AI company, so no, you wont get local models of this one

>Oh wow! I wanna use this Minimax H3 Max, where do I downloa....
PAY UP! ITS NOT FREE
>But why is it censored
WELCOMEN TO COMMIE-MERICA!! CRY MORE ABOUT IT OR TOUCH GRASS!!
>>
>>109654781
>>109654817
>>109654802
>>109654843
>>109654890
consider suicide, monkey



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