You Have Never Lived Like This EditionDiscussion and Development of Local Image, Video, and Audio ModelsPrevious: >>110094169https://rentry.org/ldg-lazy-getting-started-guide>UIComfyUI: https://github.com/comfyanonymous/ComfyUISwarmUI: https://github.com/mcmonkeyprojects/SwarmUISDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineageWan2GP: https://github.com/deepbeepmeep/Wan2GPNeural-Pixel (sd.cpp): https://github.com/Luiz-Alcantara/Neural-Pixel>Checkpoints, LoRAs, & Upscalershttps://huggingface.co/modelshttps://huggingbay.xyzhttps://civitai.comhttps://civitaiarchive.comhttps://openmodeldb.info>Tuninghttps://github.com/spacepxl/demystifying-sd-finetuninghttps://github.com/ostris/ai-toolkithttps://github.com/Nerogar/OneTrainerhttps://github.com/tdrussell/diffusion-pipehttps://github.com/kohya-ss/sd-scriptshttps://github.com/kohya-ss/musubi-tuner>MOSShttps://github.com/OpenMOSS/MOSS-Image>F3Khttps://huggingface.co/black-forest-labs/flux-3-image-klein>Qwen Image 2.1https://huggingface.co/Qwen/Qwen-Image-2.1>MiniMax H3https://huggingface.co/Comfy-Org/MiniMax-H3https://neta.art/use-cases/en/h3-1000-prompt-list>Animahttps://huggingface.co/circlestone-labs/Animahttps://animastyles.thetacursed.comhttps://tagexplorer.github.io/https://animadex.net>Krea 2https://huggingface.co/krea/Krea-2-Rawhttps://huggingface.co/krea/Krea-2-Turbohttps://lumenastrum.github.io/clio-style-preview/gallery/>MiscShare Metadata: https://catbox.moe | https://litterbox.catbox.moe/Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusionArchive: https://rentry.org/sdg-linkCollage: 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 Qualityhttps://rentry.org/debohttps://rentry.org/animanon
>mfw Resource news10/17/2026>MOSS-Image-SFT (INT8 ConvRot) for ComfyUI https://huggingface.co/Abiray/MOSS-Image-SFT-INT8-convrot>Run Models Optimally On Your Local NVIDIA AI Systemhttps://nvidia.github.io/local-ai-inference-recipes10/16/2026>MOSS-Image: Text-to-Image Generation with Native Layout Controlhttps://openmoss.ai/MOSS-Image>MOSS-image ComfyUI Repackagehttps://huggingface.co/Comfy-Org/MOSS-Image>MiniMax-H3 Sol Engine in ComfyUIhttps://github.com/NVlabs/Sana/tree/sol-engine/models/minimax_h3/Sol-H3-ComfyUI>lodestones / MOSS-Image-SFT-8-steps-dmdhttps://huggingface.co/lodestones/MOSS-Image-SFT-8-steps-dmd/blob/main/lora.safetensors>FLUX.3 Klein RefModshttps://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 Generationhttps://github.com/MAC-AutoML/SCOPE>Which Tokens to Merge? Diffusion Dynamics for Efficient Image Generationhttps://github.com/SeungJuCha/DaTMe>Beyond Pairwise Repulsion: Collective Diversity via Determinant Maximization in Diffusion Samplinghttps://github.com/mobled37/DetNO>Seeing Both the Forest and the Trees: Reusing Holistic 3D Priors for Part-Decomposed Generationhttps://zhao-yiqun.github.io/structparts>Purify Before You Align: Improving Representation Alignment for Diffusion Modelshttps://yingheng-wang.com/LAP>MYOPIA: Understanding the Limits of Tree-Based Reasoning in Vision-Language Modelshttps://github.com/islammesabah/VLM_Classification>Valtz: Native macOS app for generative creation and composition, powered by Vpipehttps://github.com/tgo-app-dev/valtz>ComfyUI v0.41.0 releasedhttps://github.com/Comfy-Org/ComfyUI/releases/tag/v0.41.010/15/2026>FLUX 3 Imagehttps://bfl.ai/models/flux-3-image
>mfw Research news10/17/2026>DINO-FIL: Multi-Layer Transformer Fusion for Generative Inpainting Forgery Localizationhttps://arxiv.org/abs/2610.21780>From Sketch to Scene: Relightable Garment Reconstruction from Marked Sketcheshttps://arxiv.org/abs/2610.21865>Efficient Scene-Text Refinement via Pixel-Space Grouped Image Generationhttps://arxiv.org/abs/2610.18284>RepForcing: Representation-Space Initialization for Autoregressive Video Distillationhttps://arxiv.org/abs/2610.20111>LoopREG: Representation Supervision Enables Test-Time Recurrent Depth in Diffusion Transformershttps://arxiv.org/abs/2610.17877>EmoGenie: Benchmarking and Evaluating Expressed and Evoked Emotion in T2I Generation with MLLMshttps://arxiv.org/abs/2610.18455>WaveMark: Robust Wavelet-Domain Image Watermarking for Diffusion Modelshttps://arxiv.org/abs/2610.12952>Scaling Unified Multimodal Models to Long-Horizon Interleaved Generationhttps://arxiv.org/abs/2610.17080>Towards Cost-Efficient Video Dataset Construction with Large Language Modelshttps://arxiv.org/abs/2610.16857>Image Tokenizers Should Be Trained Between Imageshttps://graphics.cs.uni-tuebingen.de/papers/interptok>PLAYGROUND: Progressive Layout Generation with Render-Grounded Planninghttps://arxiv.org/abs/2610.18865>Efficient Fréchet Distributional Decoder Alignment for Latent Generative Modelshttps://arxiv.org/abs/2610.17466>Cross-Prompt Inference Mitigates Rare-Class Suppression in Imbalanced VLM Finetuninghttps://arxiv.org/abs/2610.21470>AdaLoop: Thinking with the Vision Encoderhttps://arxiv.org/abs/2610.21323>NOFACE3D: NOise-scheduled Focused Anchoring and Controlled Enhancement for 3D Generationhttps://idkcouscous.github.io/NoFACE3D>VAttnPO: Visual Attention-Guided Policy Optimizationhttps://arxiv.org/abs/2610.16735>Making Transformers Logicalhttps://arxiv.org/abs/2608.00418
>>110096383go back
please remember to behave yourselves
>>110096399thank you janny
>>110096382if you meant how does Moss compare to F3K Distilled, by default it's slower by a lot, partially because of the text encoder being far larger but also because I think the arch is just slower in the same way that Z Image was weirdly slow for its size. And it has no official distilled version.However the Lodestone 8-step turbo lora for Moss is good and it brings Moss gen times way down to like pretty similar to F3K Distilled 16-step gen times.
>collage>rentryExtremely based baker
Blessed thread of frenship
>>110096428i thought we decided to stop doing collages in favor of avataring
>>110094363ACEStep XL, cover-nofsq (acestep.cpp) is the only way to preserve the song closely. Here's my best take (Had to drop the similarity a bit so song is not exactly the same, but lyrics adherence is good)Lyrics formatted with Gemma. I altered "Tsunade" and spelled it phonetically since the model couldn't understand. Using the 0.3 Base/Turbo merged model at strength of 0.2 yielded best resultshttps://pastes.io/ke6ha5fHhttps://vocaroo.com/1gtc2n963cv9
>>110096451uhhhh sexo?
>>110096455Every sentence is formatted as a new line, for some reason doesn't show on pastes io
>>110096428Interpersonal drama is off-topic.
>>110096482avatartroons are not human, so your argument is invalid
>>110096438Go fuck yourself, you're part of the problem.
>>110096518Why exactly, Julien?
amazing. it really is a full blown chroma tier porn model, they even included the diapers and scat in the dataset
>>110096451That Asuka looks old and fat.
>still no reasonable pixel space editing
moss is somewhat unstable, but when it gets it right, its quite good, basically a spiritual successor to chroma.any tips for a good workflow? ill probably just wait a few weeks for one to come out before playing more with itseems like cfg should never be lower than 3 at least
>>110096532You just outed yourself as the problem.Congratulation asshole. And go fuck yourself.
why don't they train better vae for krea?
>>110096572sowwy for not being ok with a subhuman avatartroon breaking site rules to advertise xir dogshit wrapper :(
>>110096577what vae does krea3 use?
>>110096577expensive
based thread kill ani
>>110096577better how?
>seething at thread blesser anon
>>110096533The best part about the model is that it's entirely slop-free. Shows just how much slop is included in the datasets from most models we get. Even Chroma.1 struggles with sloppiness in quite a few prompts due to how slopped its Flux.1 schnell base is.
local womn
>download moss>recommended 50 steps???>get literal pony-tier "realism" slop and fucked up proportionsthanks for wasting 15gb of bandwidth i guess
son-bama
i'm using euler beta, 25-30 steps.neg:> worst quality, bad quality, malformed, mutated, bad anatomy, bad hands, disfigured, duplicate, mutilated, extra fingers, extra limbs, missing arms, missing legs>>110096660only downside is the slowness compared to kroma. the moss turbo/dmd loras that are out so far completely destroy the styles.
>>110096682Skill issue
kreafags last stand
>>110096702kek
>>110096594nigga, they spam shitty lora that nobody use dailyfixing vae is the easiest route to improve quality
>>110096723fix it how?
>>110096695i'm acclimating a little more to the absurdly long gen times every damn time i get something from a random gemma prompt that makes me think there's probably nothing elese i could get to look like this in one shot even with loras.
>>110096451What's wrong with her face?
Is there a foss comfyui model as good as gemini 4 to understand complex prompts like this?
>>110096758it is rather ornate.
>>110096775>>>/g/lmg
>>110096763thats how they look when they fart anon
>>110096775just use gemma 4https://ollama.com/library/gemma4
>>110096798I only have a 4050.
>>110096702
>>110096808nice necklace
MOSS is so good bwos...
>>110096812qwen3vl 4b would probably get you there, but you'd need to guide it a bit so it understands the concept.it's a fantasy scene, the characters are invisible from the waist down, etc.
I'll check back in a month when moss gets some nice juicy loras and finetunes
>>110096839I'm having fun with it too anon
>moss-anime>krea3>h3 image>ideogram4>flux3 videofutures lookin bright bois. doomfaggots and shitposters need not reply
>>110096695True, I only get at 1024x1024 due to how slow it gets if I make it bigger. Also, some backgrounds it does well, but others it does poorly.
>>110096871>nice juicy loraswhat do you even need >finetunesbooru r34 pixiv artstation tune plsplsplspls
>>110096808is that kinogirl in moss?
>>110096882>what do you even neednone of your business, fag.
can moss do futa
>>110096823Women love us men want to be us >>110096891>mossMoss base
>>110096897I want to get physically violent with her so bad, bros.
>>110096896try it and find out
>>110096891who is kinogirl?
>>110096891>>110096922is kinogirl mika, the japanese chubby milf with rainbow yarmulke?
>>110096625That's at least eerie.
>didn't make the collage>mostly 3DPD shitWell, fuck you, too, OP!jk jk
>>110096933must be her
>>110096948
>>110096999let's be real.. if there was a superwoman she sure as fuck wouldn't be white
>>110097004superwoman isn't realistic at all. if she was real she would be killing babies en masse.
anyone tried training celeb loras on MOSS yet, how well do they pick up the likeness
>>110097008midget hands
>>110097056make him wear a kippah
>>110097073I once again ask you if that cat pic is genned, anon.
>>110097109yes, prompt is >UFFFF cat
>>110097098whoa.. that banana hammock..
>>110097080no
>>110097117Actually? LOL.
>>110097109>>110097137u r rlly gullible anon
>>110097109this one is
feels just like /sdg/ :D
>>110097189>>110097177>>110097164based
kot
>take a shit>come back to the thread>passively mouse over the thumbnails to enlarge them and see what anons have genned >cats n trump n 1girls>get flashbanged with a faggot in lingerieyeah there's a reason why people stop coming here
>>110097211good, cya
>>110097228i hope an arab slits your throat
>>110097230k good, cya
>>110097211you cock became so hard so fast a flash of light came out of it? zammmn
>>110097211more like>take a break from ldg for 2 weeks to play video games>come back>it's still the same 3 guys circlejerkinghonestly insane
>>110097211
>>110097249sexo
>>110097234nobody wants you here faggot>>110097235>le projectingkys you creepy faggot i am not you>>1100972414chan got late stage cancer
>>110097241>same 3 guysWho?
>moss isn't an edit modelshame
>catjack still screaming into the voidgrim
>>110097255
>>110097211>>110097241>>110097255
>>110097281i used to know a cutie looking like thislast thing i know of her is her shitting behind a container in london (i ran away)
whenever a good new model drops, i go back and re-gen all my old prompts like it's christmas>>110097008epic gen, box pretty please?
>>110097370https://files.catbox.moe/c5nzds.png
The scat training data was 100% necessary.
>>110097391reddit is so based!
:3
guess he found another proxy so hes rushing so he can shitbake
>the perfect girl doesn't ex-
i wonder if mirrors will be more consistently ok than other img models have been
>>110097416https://files.catbox.moe/67mmxe.png
>>110097501holy based
How are you guys prompting moss? Is there some extension in cumfart to help with prompting?
>>110097501prompt for that style? nice
>>110097521https://github.com/OpenMOSS/MOSS-Image/blob/main/USERGUIDE.md
>>110097501i just reverse image searched this and it is a repost from dictionay.com/based
>>110097521make gemma write the prompt for youthe images are captioned with gemma so gemma's output gives highest image quality
>>110097154Abusing trust is not something to be proud of, anon.>>110097164So it has a better idea of what "UFFFF" is even supposed to mean than me, got it.
>>110097540fail
>>110097548Yeah, is there an extension for that? And what version of 4? I've got 12b and 26b.
>>110097501Noice.>>110097540kek
>>110097522>Masterpiece Baroque Dutch Golden Age oil painting by Rembrandt with deep dark shadows and chiaroscuro contrast and fine brushstrokes.
>>110097562kek, box please?
>>110097501not what canonically happened
>>110097611its a generated image, retard
>>110097562>Masterpiece Baroque Dutch Golden Age oil painting by Rembrandt with deep dark shadows and chiaroscuro contrast and fine brushstrokes.That's all? Dayum, I keep getting surprised by how little it takes for today's models to spit out kino.>>110097611Say more.
there's one it knows
>>110097577here's the prompt, just because I doubt anyone would want my full wf and it's nothing special:>Amateur photo shot on iPhone 10 in the year 2008 of a man's hand holding "Playstation 2" PS2 video game case boxart of Konami game with the title saying "Semite Hill", the title of the game in a stylized horror font. dark and dramatic horror game with PS2 logo, ESRB rated "M" for mature.>The PS2 game boxart on the game case depicts a dark and dreamy photorealistic konami silent hill style 3d render of hideous racial caricature of a dark shadowy hook-nosed evil monster orthodox hasidic rabbi Jew smiling a wide grin with sharp fangs showing wearing a Kippah hat and Payot sidelocks and a Jewish Star of David six-pointed star necklace. The Jew is standing lurking in the shadows and deep fog of main street in an extremely foggy creepy old American town. The Jew is holding a long sharp bloodstained knife and squinting his beady little eyes menacingly. his evil eyes glow red softly through the fog ,facial features distorted and uncanny, uncanny valley. The boxart depicts a foggy, extremely dark night. The Jew is barely visible like a ghost.>>110097618that style prompt has worked consistently with chroma, zbase, kroma, and now moss too.
>>110097643>here's the promptNTA but I'd like the full prompt for the Christ one.
>>110097642in her most skeletal of physiques
>>110097501this doesn't make sense since jesus himself was jewish
>>110097679If that were true jews wouldn't constantly slander him and hate christianity
>>110097679What doesn't make sense? He's just fighting a goblin who happens to be wearing a star of David necklace, don't read too hard into it.
>>110097679right, because people have never fought against their own group before
>>110097679kys
>>110097722Saaar
>>110097692Y- yeah, it's just a coincidence...>>110097662>Masterpiece Baroque Dutch Golden Age oil painting by Rembrandt with deep dark shadows and chiaroscuro contrast and fine brushstrokes.>On the left a dimly-lit skinny shadowy hideous racial caricature of a big-nosed Jew crouches and lurks in the dark shadows. The Jew has a lizard tail, green scaly skin, slit eyes, and the jew wears a golden six-pointed Jewish Star of David necklace. The Jew hisses with reptilian tongue and angry screaming facial expression with sharp fangs and sharp claws. >On the right Lord Jesus Christ stands up straight facing against the Jew with a brave and serene facial expression in godly rays of light. Jesus has a golden halo above his head. Jesus is wearing full-body shining Gothic steel armor with steel greaves, cuisses and steel boots. Jesus is holding a beautiful shining sword in both hands in a fighting stance, and thrusting the sword, stabbing the disgusting Jew in the heart with the sword, causing the Jew to bleed all over the cave floor. The jew throws his head back in agony, clawing at the sky.>The background is the entrance of a cave. On the left is the shadowy cave. On the right are trees, sky and sunshine. there is a naturalistic and gradual transition between the shadows and sunshine.
i've been asleep. what have we learned about MOSS? is it saved or are we waiting for krea 3?
this model cooks manthe ability to lay out images with detailed items, text, poses, etc in specific places is really somethingis there a good way to lay out bbox prompts in comfy or should I use a different UI for that
>>110097666oops forgot pic
>>110097766ay yo why unc rename his gpt images to moss
>>110097768we have never been so back
>>110097803goddamn i hate when doordash drivers drop my fucking food
>>110097623you managed to slopify moss-image, congratulations anon
Kek
Has anyone noticed meaningful quality differences between the int8 convrot and the bf16?
>>110097855I'm afraid of the time loss desu, I could go down from 70 steps to 50
>>110097795
>>110095674>>110095752Your taste is impeccable. I used to have the same pants problem with ZIT, until a wise Anon taught me the magic words "worn low on her hips". This works on Krea too, even without TextFusion.
>>110097391the average reddit user vs>>110097422the normal 4chan enjoyer
>>110097766Checked and thanks!
