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File: MossHR_00025_.jpg (2.55 MB, 3552x2656)
2.55 MB JPG
MOSS Grows

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

Previous: >>110090311

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
Neural-Pixel (sd.cpp): https://github.com/Luiz-Alcantara/Neural-Pixel

>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

>MOSS Image
https://github.com/OpenMOSS/MOSS-Image

>Qwen Image 2.1
https://huggingface.co/Qwen/Qwen-Image-2.1

>MiniMax H3
https://huggingface.co/Comfy-Org/MiniMax-H3
https://neta.art/use-cases/en/h3-1000-prompt-list

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

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

>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/neo_collage

>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
>>
>mfw Resource news

10/17/2026

>MOSS-Image-SFT (INT8 ConvRot) for ComfyUI
https://huggingface.co/Abiray/MOSS-Image-SFT-INT8-convrot

>Run Models Optimally On Your Local NVIDIA AI System
https://nvidia.github.io/local-ai-inference-recipes

10/16/2026

>MOSS-Image: Text-to-Image Generation with Native Layout Control
https://openmoss.ai/MOSS-Image

>MOSS-image ComfyUI Repackage
https://huggingface.co/Comfy-Org/MOSS-Image

>MiniMax-H3 Sol Engine in ComfyUI
https://github.com/NVlabs/Sana/tree/sol-engine/models/minimax_h3/Sol-H3-ComfyUI

>lodestones / MOSS-Image-SFT-8-steps-dmd
https://huggingface.co/lodestones/MOSS-Image-SFT-8-steps-dmd/blob/main/lora.safetensors

>FLUX.3 Klein RefMods
https://huggingface.co/datasets/malcolmrey/various/blob/main/flux3klein/docs/FLUX3_KLEIN.md

>Sakura — FLUX.3 Image Klein text encoder, uncensored (GGUF)
https://huggingface.co/webmp3/Sakura-FLUX.3-Image-Klein-TextEncoder-Uncensored-GGUF

>SCOPE: Semantic Bounded Credit Optimization for Prompt Engineering in Text-to-image Generation
https://github.com/MAC-AutoML/SCOPE

>Which Tokens to Merge? Diffusion Dynamics for Efficient Image Generation
https://github.com/SeungJuCha/DaTMe

>Beyond Pairwise Repulsion: Collective Diversity via Determinant Maximization in Diffusion Sampling
https://github.com/mobled37/DetNO

>Seeing Both the Forest and the Trees: Reusing Holistic 3D Priors for Part-Decomposed Generation
https://zhao-yiqun.github.io/structparts

>Purify Before You Align: Improving Representation Alignment for Diffusion Models
https://yingheng-wang.com/LAP

>MYOPIA: Understanding the Limits of Tree-Based Reasoning in Vision-Language Models
https://github.com/islammesabah/VLM_Classification

>Valtz: Native macOS app for generative creation and composition, powered by Vpipe
https://github.com/tgo-app-dev/valtz

>ComfyUI v0.41.0 released
https://github.com/Comfy-Org/ComfyUI/releases/tag/v0.41.0

10/15/2026

>FLUX 3 Image
https://bfl.ai/models/flux-3-image
>>
>mfw Research news

10/17/2026

>DINO-FIL: Multi-Layer Transformer Fusion for Generative Inpainting Forgery Localization
https://arxiv.org/abs/2610.21780

>From Sketch to Scene: Relightable Garment Reconstruction from Marked Sketches
https://arxiv.org/abs/2610.21865

>Efficient Scene-Text Refinement via Pixel-Space Grouped Image Generation
https://arxiv.org/abs/2610.18284

>RepForcing: Representation-Space Initialization for Autoregressive Video Distillation
https://arxiv.org/abs/2610.20111

>LoopREG: Representation Supervision Enables Test-Time Recurrent Depth in Diffusion Transformers
https://arxiv.org/abs/2610.17877

>EmoGenie: Benchmarking and Evaluating Expressed and Evoked Emotion in T2I Generation with MLLMs
https://arxiv.org/abs/2610.18455

>WaveMark: Robust Wavelet-Domain Image Watermarking for Diffusion Models
https://arxiv.org/abs/2610.12952

>Scaling Unified Multimodal Models to Long-Horizon Interleaved Generation
https://arxiv.org/abs/2610.17080

>Towards Cost-Efficient Video Dataset Construction with Large Language Models
https://arxiv.org/abs/2610.16857

>Image Tokenizers Should Be Trained Between Images
https://graphics.cs.uni-tuebingen.de/papers/interptok

>PLAYGROUND: Progressive Layout Generation with Render-Grounded Planning
https://arxiv.org/abs/2610.18865

>Efficient Fréchet Distributional Decoder Alignment for Latent Generative Models
https://arxiv.org/abs/2610.17466

>Cross-Prompt Inference Mitigates Rare-Class Suppression in Imbalanced VLM Finetuning
https://arxiv.org/abs/2610.21470

>AdaLoop: Thinking with the Vision Encoder
https://arxiv.org/abs/2610.21323

>NOFACE3D: NOise-scheduled Focused Anchoring and Controlled Enhancement for 3D Generation
https://idkcouscous.github.io/NoFACE3D

>VAttnPO: Visual Attention-Guided Policy Optimization
https://arxiv.org/abs/2610.16735

>Making Transformers Logical
https://arxiv.org/abs/2608.00418
>>
File: Qwen_image_2.1_00140.png (1.37 MB, 1056x992)
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>>110094188
>>
>>110094188
>>110094199
Fuck off disabo no one likes you
>>
>>110094188
>>110094199
Celibate on troonjak everyone hates them
>>
big night out for BFL Red Teams tonight, go on lads you deserve it
>>
>>110094169
I don't get how you're not ashamed posting your extremely sloppy and low quality images as collage over and over again when we have great gens made in the last thread.
Autism and schizophrenia must be one hell of a drug cause I'm feeling 2nd hand embarrassment just looking at that shit
>>
File: 1790641169388.jpg (493 KB, 1776x1369)
493 KB JPG
>>110094188
>>110094199
thanks!
>>
>>110094247
you could just make a collage and post it
>>
>>110094253
or you (he) could just make a fucking collage or better yet not bake if he is too untalented and retarded to mash up a few pictures into one
>>
>still ban evading
>just to seethe and get banned again
Even the mods won't back you after seeing your multi month meltdown.
>>
>>110094247
his computer is too trash to run the collage script
>>
>>110094265
its better to not have a collage in OP. collages foster a culture where anons only post images to try and get into the collage, and anons excluded become bitter and shit up the thread
>>
>>110094277
it fosters a culture of posting images?
>>
Expect him to be more bitter after the mods deleted all his threads including his bake that came first.
He's very upset that nobody supports him
>>
File: moss_image_00196_.jpg (3.26 MB, 2896x2896)
3.26 MB JPG
>>
>>110094298
it leads to anons only posting images the collage maker likes in order to get into the collage
>>
File: 0953.png (68 KB, 748x510)
68 KB PNG
tranime xisters....
https://www.reddit.com/r/StableDiffusion/comments/1x7zf1r/comment/phc08a1
>>
>>110094277
>I'm against competitive behavior that encourages people to improve their craft
So you prefer the current situation where this guy keeps posting his low quality garbage slop as op over and over again because he doesn't make it into the collage otherwise most of the time? You mean that behavior that quite literally causes flamewars and encourages people to not post at all?
No collage is actually fine, but not when it's a retard gen, make it a neutral image then unrelated to anyone, especially some dramaseeking avatarfag
>>110094310
You mean high quality images, yes? And that is a bad thing why?
>>
>>110094310
You're retarded. There is no single collage maker. collage is thread culture.
>>
File: ComfyUI_temp_mnlpg_00027_.png (1.57 MB, 1024x1024)
1.57 MB PNG
So this model is only capable of generating Y2K style digital camera aesthetic?
>>
>>110094321
and if the collage make doesnt pick high quality images?
>>
>>110094169
Is the anon/are the anons who gen music currently ITT? I wrote a vaguely /g/-related parody of this song's lyrics (syllable count is 1:1) and was wondering if someone could try genning the full song on the basis of those new lyrics:
https://www.youtube.com/watch?v=yhMkYF7hvYY

Parody lyrics:
>https://pastes.io/aFPQVaAY
(another anon already said these aren't formatted properly but I dunno what exactly to change)

Trimmed FLAC audio:
>https://files.catbox.moe/719wrn.flac
>>
>>110094310
>the collage maker
anyone can make a thread, retard
you deserve the cancer that is julien
fucking avatartranny subhumans
>>
>>110094353
nigga you pick the images yourself
>>
>>110094313
why the fuck do people use reddit
>>
What's MOSS?
>>
the body type flexibility of moss seems to be quite... malleable
https://files.catbox.moe/sorpfu.jpg
>>
>>110094368
ask there why they posted that there instead of here
>>
>>110094374
milkies on straight shota
>>
>>110094375
She has claws.
>>
>>110094375
those bobs are about to rip off her body
>>
File: MossHR_00041_.jpg (2.42 MB, 3552x4736)
2.42 MB JPG
Dent is making a imaginary issue, I simply baked because nobody did. Ignore him, there's no issue with what you use as OP image.
>>
>>110094375
glad i rolled the dice on that one, i was half expecting a tranny or some furry slop.
>>
>>110094368
Can't speak for anyone else but it's a nice one-stop-shop for forums about any interest imaginable, no matter how niche. Also, porn. Of course, its insufferable wokie Discord troon mod brigade and overall gay-as-fuck userbase puts a huge damper on its appeal but still, there isn't really any 1:1 alternative. 4chan comes close in some sense but isn't nearly as diverse in the breadth of topics covered by its boards. Much smoler userbase, too (which has its own advantages and disadvantages of course).
>>
>>110094353
And what if he does? What a retarded question to ask really.
So far we never had a collage where anyone got upset except for one singular person who instead of improving posts the same shit day in day out.
Last thread had 20 images in the collage, very diverse and not exactly cherry picked. And that is the norm not a rare occurence, nobody is crying about the op with collages like that.
We could also make it 20 random images to avoid bias, if that is truly your concern and you're not just being bad faith
>>
>>110094379
>/ss/
Retarded fetish. Who's that for? Manchildren who wanna self-insert as the kid? Pedophilic trannies (redundant, I know) seeking to prey on little boys?
>>
based thread kill ani
>>
I'd rather have people complaining about a shitty collage than whatever self-insert the thread schizos decide to put as OP image.
>>
>>110094414
everyone has their own reason
i find the appeal in being encompassed by the soft flesh of mommies
>>
>>110094414
It's about feeling taken care of. Letting go of your adult responsibilities.
>>
File: 1790205569520744.jpg (2.2 MB, 3552x4736)
2.2 MB JPG
>>110094422
this
>>
>>110094422
this
self-fellating retards have no place here
>>
>>110094400
>some furry slop
Don't click on this then:
>https://imglink.cc/a/CPgZ40PLno
>>
>>110094404
>4chan comes close
4troon is for shitposting and trolling, thats why nothing is permanent on the website
>>
>>110094368
did you not see? The dev of MOSS made an AMA there. Why did he not do it here you ask? I wonder...
>>
>>110094425
>>110094429
Sure, my issue isn't with the "soft flesh of mommies" or "feeling taken care of", anons, but the underage boys being the ones being "encompassed". This shit would work just as well with men instead. Everything else smacks of MJ/Peter Pan mental illness. One step away from full-on diaper/age regression shit.
>>
>>110094442
>password protected
What did he mean by this?
>>
File: Orc 006.png (3.69 MB, 2048x1152)
3.69 MB PNG
>>110094422
Thirded.
>>
>>110094461
>This shit would work just as well with men instead.
It really wouldn't.
>>
>>110094422
What annoys me the most is the fact that he knows his images have 0 appeal and are low quality slop which is why he posts only images showing as much nudity as possible
>>
>>110094442
>>110094463
Fuck, sorry, forgot I put one on. It's
>slop
>>
https://files.catbox.moe/0r8gae.mp4

It pains me I can't keep the video composition past 0.3mp.
drift is crazy.
>>
>>110094438
the irony in that is when people put their own gens in the collage
extremely vapid behavior. I wonder who does that btw.. hm..
>>
>>110094470
If you say so.

>>110094481
No video with supported format and MIME type found.
>>
>debo is still shitting his pants
>>
File: 00105-3294748913.jpg (858 KB, 2880x1920)
858 KB JPG
>>110094389
people are less likely to post their gens around here with the lack of decent interesting diverse looking collages. Not trying to start drama but you didn't do yourself any favor putting your gen as the OP and now painting yourself as negative target for salty anons who feel like their participation in these last two threads are a waste of time. Crap like this is why the jannies relentless nuke and delete threads whether there early troll split bakes or genuine bakes. Stop doing this shit man.
>>
>>110094468
forfed
>>
>>110094490
>No video with supported format and MIME type found.
firefox being shitty
but don't download it, it is from the pedo
>>
>>110094188
>>110094199
Thank you so much i'm waiting every single day for the news bro
>>
>>110094494
trvthnvke
>>
>>110094481
fuck off teeb
>>
>>110094494
not having a collage doesnt stop /sdg/ users from posting images
>>
>>110094494
>telling him the honest truth
>imagine he will do anything but sperg out at it
Listen we tried talking to him for months, his only reply is that you're either debo or ani when you hit him with reasoning and logic
>>
>>110094494
Have you been hit in the head by a large object over the last couple of days?
The retards spamming have had a years long vendetta, even when anons post the collage the behavior and spamming doesn't change. The mod already has taken care of because the split baker is a ban evading schizo something multiple anons have pointed out.
>>
>he's rushing for the next bake again
lolcow
when anon posts his ashley lora i will make cock tribute thread on /b/ with it btw
>>
File: Orc 001.png (2.31 MB, 1280x1024)
2.31 MB PNG
>>110094494
While I 100% prefer the collage OPs, I dunno that it has much of an influence on whether I post gens or not.
>>
see scatjack
everybody hates you
>>
>>110094501
>but don't download it
Too late.
>>
>>110094548
It doesn't influence posting, he also seem to have magically forgotten that the last college thread still made the schizo seethe because the only thing he cares about are the thread links. Shit even when I don't post the same ban evading schizo spends hours seething about me.
>>
>>110094517
go there, then
>>110094527
not an excuse not to make a collage, retard
>>110094555
fuck off you worthless retard
>>
File: ComfyUI_temp_tmycq_00001_.png (3.18 MB, 1165x1747)
3.18 MB PNG
>>
>>110094561
Instead of bitching how about you bake?
The thread was well over 320 post
Wait, you're using that other anon to just do
>>110094542
>>
>>110094558
Dunno who you are, anon, and it's been a while since I last posted here but whenever this retarded e-drama starts up again I just think back to picrel.
>>
>>110094523
>>110094555
the fact that there are subhuman faggots ITT doesn't mean you aren't the most repulsive one out of them all
>>
>Searching for posts that contain ‘poopdickschizo’. 198 results found.
>>
>>110094514
I plan to stay. You will have to put up with me, tough boy.
I'd advise you to shut your mouth next time.
>>
>>110094567
so you would spam new threads and complain to mods anyway
>>
>>110094567
Oh no, the narcissistic avatartranny retard is offended over people calling it out
Hope you and trani choke on each other's feces
>>
By this point all this schizosleuthing just makes me shake my head, ignore it and move on. No point in wasting any energy on the incurably mentally ill.
>>
Stop ban evading and fuck off
>>
>vagueposter's at it again
baka
>>
why is scatjack like this? is her only mission to ruin ani's motivation? we could have a proper ui without all his shitposting and doxxing of ani's relatives
>>
>>110094368
It's originally a news site and should be used as one
>>
i don't get it if ani wants people to use his UI why doesn't he make it better
>>
since I updated for moss I may as well try out klein just for the hell of it. It's tiny and it has to be good at 'something'
>>
File: ComfyUI_temp_tmycq_00005_.png (2.81 MB, 1165x1747)
2.81 MB PNG
Ok, maybe I like this model.
>>
>>110094634 never mind, gated repo. Not making a HF account just for this POS
>>
>>110094514
https://files.catbox.moe/5m33ld.mp4
I made this for you. I sincerely hope you like it. It was hard work.
>>
Has anyone made an image to layout captioner?
>>
>Retard gets IP wiped multiple times over the course of the last 3 days
>never stops
>>
>>110094651
sounds like something SAM would be good at
>>
>last collage thread had nearly 0 drama and a large amount of informative and posts made about the new model
>This schizobake thread is all drama so far with no talk about local anything
Mods and tranny jannies you absolute fucking retards, can't you just ban catjak already? Anyone with two eyes can see the problem and it's insane that you faggot conveniently keep ignoring him over and over again like he isn't causing 99% of the drama because nobody is replying to his non melty posts and he is desperately in need for attention.
Do your fucking jobs janny trannies
>>
I like that my prompt writer for krea works perfectly for moss
>>
>>110094649
Stop genning cock-hungry children, you degenerate.
>>
File: moss_image_00207_.jpg (2.71 MB, 2512x2512)
2.71 MB JPG
no hands
>>
>>110094663
>can't you just ban catjak already?
OP isn't the real catjak. the real one includes a link to the actually good UIs in his OP >>110087555
>>
>>110094663
Why are you lying
It was made as a direct result of a trollbake and the schizo (You) sperged out and have multiple spite bakes. The mod deleted all of your post including the threads and everything was peaceful.
>>
ani should be killed
>>
>>110094702
kek
>>
>>110094613
>>110094663
We could get a 3B LLM from 2023 to vibecode an UI and it'd still be better than tranustudio
The fact that one of your fellow avatartrannies is a subhuman (shocker) doesn't mean we don't despise you
>>
File: image.png (75 KB, 1177x117)
75 KB PNG
>>110094663
they tried
he will just evade as usual
https://desuarchive.org/g/thread/110045708/#110050336
>>
>>110094736
Warning anons about malware is not "drama" tho.
>>
>>110094734
You have to understand only catjak hates Ani and if he was permanently banned Ani would thrive because he's a loved member of the community.
>>
>>110094704
> The mod deleted all of your post
kek
>>110094586
>>
>>110094744
Mods also back the rentry and the schizo keeps getting banned
Post like
>>110094702
>>110094715
>>110094734
>>110094663
Are what the mod is talking about
>>
I wouldn't interpret mods deleting something as proof of anything given that I've seen the resident schizo sleuths first hand mass reporting an anon till eventually something stuck despite him not being whichever poopdickschizo they accused him of being.
>>
>>110094746
Yes we all love avatartrannies in this anonymous website
Come the fuck on, Julien
>>
>>110094764
like the one in the OP?
>>
File: point fact.png (109 KB, 432x221)
109 KB PNG
gray cat ears avatar... LE BAD!
paper bag avatar... LE GOOD! :)
>>
>>110094774
>>110094776
>trying to reason with a severly mentally ill person that has 0 self reflection and all his complaints and insults are projections
kek'd
>>
File: image.png (68 KB, 1038x218)
68 KB PNG
>>110094759
yeah sure pissjack
>>
>>110094789
But that was me not catjak kek
>>
File: 669.mp4 (391 KB, 400x532)
391 KB
391 KB MP4
>>
how mentally ill do you have to be to do this for YEARS
>>
>>110094813
Given how often you repost that you'd think you'd have made a version by now with the spine of the Book of Literal Whos fixed.
>>
>>110094304
>tit veins
mikuAGPs... perhaps i've treated you too harshly
>>
>>110094813
Is that the ultra shit colored meme? Fucking nigger?
>>
>>110094635
holy shit, prompt?
>>
>>110094848
what did unc mean by this?
>>
>>110094818
the whole comfy / yoland thing really broke him...
>>
post something you shouldnt
>>
>>110094857
I love Ani and hope he stays in the thread until the basilisk rapes us all.
>>
whats the point of MOSS?
>>
File: Boiled 01B.png (2.3 MB, 1024x1536)
2.3 MB PNG
>>110094857
You'll take responsibility for asking.
>>
File: 1781587460802674.png (28 KB, 735x275)
28 KB PNG
>train on real photos
>get a good model, like with ZIT
how long will it take other retards to understand this?
>>
>>110094862
I assume you're joking but
>muh basilisk
really is an inverse Pascal's Wager but for techbro retards, huh? How any takes that idea serious, let alone to the point where they act on their belief in it, is beyond me.
>>
>>110094857
Will you? You bold coward?
>>
>>110094863
kinda seems like a model that is inbetween krea2 and anima. also really good at candid photos
>>
>>110094885
n-no...
>>
File: ComfyUI_temp_tmycq_00018_.png (3.1 MB, 1165x1747)
3.1 MB PNG
>>
>>110094852
https://files.catbox.moe/m9q2s8.png
>>
whats the res limit for moss? it seems it cant do 4k x 4k native
>>
you guys will have to go on without me.
my 3060 can't keep up..
>>
>>110094910
based thanks!
>>
cozy breas
>>
>text encoder bigger than diffusion model
>>
>>110094927
no reason for it not to be at least the same size if not more since its fast to compute and swap out while being important
>>
>>110094494
is that generated? metadata pls
>>
how's lora stacking in MOSS, can it take it or does it collapse
>>
>>110094916
This crisis in computer hardware deprives us of friends we might have met along the way.
>>
>>110094916
>please tell my wife I'm an orangutan
>>
File: file.png (1.91 MB, 1248x832)
1.91 MB PNG
>>
moss 3584x3584 works too although theres some blending, similar to zit 2kx2k



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