Discussion and Development of Local Image, Video, and Audio ModelsPrevious: >>110105129https://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
blessed thread of frenship
Ani has shoved anistudio back into the OP of /adt/. So stay on guard.Avoid his malware like the plague.
Blessed thread of frenship
>mfw Resource news10/18/2026>MOSS-Image-SFT-4-steps v2https://huggingface.co/akhaliq/MOSS-Image-SFT-4-steps>FastSDCPU release v1.0.0-beta.600 with pixel space image generationhttps://github.com/rupeshs/fastsdcpu/releases/tag/v1.0.0-beta.600>Fizgig v8.6.0: improved MOSS-Image likenesshttps://github.com/shootthesound/Fizgig/releases/tag/v8.6.0>ComfyUI MOSS Prompt Enhancerhttps://github.com/slmonker/ComfyUI-MOSS-PromptEnhancer>UniForge3D: Joint 3D Reconstruction and Generation in a Shared Anchor-Guided Spacehttps://xishuxishu.github.io/uniforge3d-project10/17/2026>MOSS-Image-Base, 8-step data-space DMDhttps://huggingface.co/lodestones/MOSS-Image-Base-8-steps-dmd>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
>mfw Research news10/18/2026>IsoVRBench: Video Reward Modeling Without Human Feedbackhttps://arxiv.org/abs/2610.17234>LayerCanvas: Infographic Generation in AI Learning Assistants via Hybrid Layer-Set Diffusionhttps://arxiv.org/abs/2610.18763>Orbia: Do Generated Videos Form a Consistent 3D World?https://orbia-bench.github.io>When Pairwise Preferences Cycle: A Reliability-Anchored Preference Walk for Video GRPOhttps://arxiv.org/abs/2610.20089>Generative Representation Learning for Scalable Latent Tokenizationhttps://arxiv.org/abs/2610.20533>SaTPO: Text-to-Image Safety Alignment via Transition Preference Optimizationhttps://arxiv.org/abs/2610.19563>Answer It or Not? Towards Prompt-Adapted Adversarial Images on Vision Language Modelshttps://arxiv.org/abs/2610.16622>Vision-Language Models Integrate Conflicting Evidence Like Biased Bayesian Observershttps://arxiv.org/abs/2610.19407>DPOison-VL: Clean Preference Poisoning in Vision-Language Direct Preference Optimizationhttps://arxiv.org/abs/2610.18609>DVTR-KD: Distilling Vision-Language Models via Intermediate Visual Token Reconstructionhttps://arxiv.org/abs/2610.17853>Diagnose-to-Generate: Eliminating Structural Distortions in Flow Models via Patch-Level Grounded Alignmenthttps://arxiv.org/abs/2610.17882>COMPASS: Contextual Moment Prior Alignment for Generalizable AIGI Detectionhttps://arxiv.org/abs/2610.18034>Know-Thy-Not: Training-Free Targeted Negation in Dual-Encoder Vision-Language Modelshttps://arxiv.org/abs/2610.17440>Beyond Generation: Using Multimodal LLMs as Detectors of LLM-Generated Deepfake Facial Imageshttps://arxiv.org/abs/2610.21760>Scaling Vision Transformers Without Training: Prune-and-Merge Token Compressionhttps://arxiv.org/abs/2610.18039>Bottlenecked semantic compression by representation reconstructionhttps://arxiv.org/abs/2610.17412
>>110108484what makes it malware?
Asian Waifu guy is so bad at genning he couldn't even get the text right on this (both F3K and MOSS can do it no problem BTW)
slop is back on the menu
>>110108592i'd like to moss all over her pretty freckled face if you know what I mean
>>110108484He did sneak it back for a couple of bakes in ldg. Even catjak didnt notice that kek.
>>110108613so why police the paste so much if no one actually reads it?
>>110108484>>110108613And it's still stuck at 37 stars kek
>Comfy Moss template uses w4a8 gptq TE, and small VAEI understand small VAE since that's what the Moss devs used, but why w4a8 over int8? It's like 7.34GB versus 9.75GB.9.75 + 5.41 + 0.25 = 15.417.34 + 5.41 + 0.25 = 13So it's not like shaving 2.4GB off got it under the 16 or 12 threshold, or something.
>>110108473ok this actually works. I didn't realize there was ANOTHER DMD lora from him (https://huggingface.co/lodestones/MOSS-Image-Base-8-steps-dmd/tree/main). yeah this prompts different, it has some of that weird stiffness/repetition DMD causes, and very different style from sft, but I think I can work with this...
novelai sisters, our response?https://civitai.red/images/146126290
>>110108653Is there any discernable quality difference between small and normal VAE, the size difference is extremely small, to the point you wonder why this was offered at all.2.4GB might be the difference between working and not working on very low end cards, but 85mb...
904x1030 -> 1792x2048
>>110108685and yes "debos" was an intentional edit lol, the whole point really
>>110108649no one actually cares. its an excuse for turning the thread into drama posting about people they don't like.
>>110108653I also just noticed Krea got an int8 version of its TE uploaded 3 days ago:https://huggingface.co/Comfy-Org/Krea-2/tree/main/text_encodersThe templates still push the fp8 TE alongside the int8 main model. Any idea why they didn't go with all int8 from the start, like they've been doing with many other models/templates? I've been running the bf16 TE rather than fp8 since an Anon said it matters.
>>110108672Oh yeah, getting the TE itself under 8GB could help with 8GB cards, now that you mention it.
>>110108732When are we going to get the 4th nigga of the apocalypse ?
>>110108685
>>110108741kek
>>110108649Troublemakers should be denied their wants on principle.
https://civitai.red/models/3009368/kromoss?modelVersionId=3414974Lonestone is already de-slopifying moss btw. Its already really good. He said the model is absurdly fast to train compared to krea.
>>110108739https://youtu.be/WmlhortwpMM
>>110108756Let me guess, he's using the base model as the teacher in some Frankenstein training setup?
>>110108756this doesn't look unslopped, it just looks worse. Like Kroma is mid as fuck, it's literally not better than at least 10 NSFW checkpoints for Krea I can think of on TensorHub. It fucks up penises on dudes way more often than most of them and has the same retarded problem of GIVING women penises instead of pussies too often that Chroma Flash did.
>>110108777if you don't think the right side is night and day better than you are flux 3's target customer
>>110108784Artist here. Left looks better
>>110108790enjoy your slop then. Yuck.
>>110108756girl example is worse. deer one looks more like a bad phone picture
>>110108790post your credentials, "artist"
>>110108784wtf does this even mean? What does F3 have to do with Lodestone removing detail from models and retards applauding him for it and / or him inadvertently making them gen dicks unprompted comically often with his shitty pre-3.X Gemini jeet captions
I see why BFL exists as a company if I am not just being trolled. Do people really like the plastic photoshop synthesised look over realistic images?
>>110108805I'm not showing you my dick
>>110108808yes, its indian hour. Everyone knows they fucking love that gpt image slop
>>110108808what the fuck are you even talking about?
>>110108784can you articulate why you think right looks better?
>>110108831Do you not have eyes? Less plastic skin, more realistic lighting, real camera effects, less photoshopped object over separate background layer look, FAR more realistic texture...Do you work for BFL?
>>110108838i don't even like flux, 2 or 3. well to be fair, i've never used flux 3. it looks like fucking trash.fucked up gens don't make images look real, or good lol.
>>110108653i've grabbed an inofficial w4a8 gptq quant before comfy had official support for moss from some guy on hf and his quant is 5.3gb in size. But the repo is deleted now.
>>110108855Can you explain what is fucked up about >>110108756? Have you never seen a real photo in your life? Have you been RAISED on ai slop and developed a dependency?
>>110108756I tested it, needs more training
>>110108756is tsolful lode's second citiai account?
>try one of the moss workflows someone posted here>looks like absolute shit, wonder if im being trolled>i had to go on a long winded journey to add in the rtx upscale nodes because that shit was impossible to install normally due to 9001 bugs and errorsman should i have been using this rtx upscaler the entire time for my gens?
>>110108880silvercoin is a girl on his discord who releases stuff on her own as well
>>110108838nobody is talking about Flux 3 or BFL other than you retard
>>110108864just look at the right side deer, the image is falling apart lol
>>110108884i just saw that tsoful guy/girl sharing lode's moss turbo loras on civitai so I was wondering who that is. But silvercoin is not silveroxides, right?
>>110108883>man should i have been using this rtx upscaler the entire time for my gens?I don't use it for Krea but it's pretty free for moss.
>>110108884>a girlx to doubt
>>110108884>is a girllelHe is a swedish male furfag
>>110108767>The horses have shoesholy based
>>110108892>the image is falling apartwow you legit have never seen a photo in your life. Are you 10? I never thought about that. There are prob people who legit have never seen real camera taken photos before.>>110108893I think it is? I have no idea
>>110108777>Anti-Chroma contrarian back at it again>Posts no evidence to false claims
>>110108908>I think it is? I have no ideayea if you mean silveroxides - that's a guy tranny furry or smth
>>110108810i didn't ask for the pencil but the painting
>>110108908insulting me won't make the images better. feel free to post the high res versions.
>>110108916prompt for doggystyle on Chroma Flash or Kroma. It WILL give the chick a penis entirely too often. He very obviously had way too much improperly captioned futa in the dataset that he's never since recaptioned.
>>110108928are you indian/asian or smth? It's kinda a very eastern coded perception and thing to say. And i don't even mean it in an offensive way.
>>110108929the trick is to just use silveroxides v0.2-v.0.3 custom blend lora of kroma and apply it to krea2 turbo at a weight of like 0.6-0.7. Very good combo
>>110108929I never had that issue, not on original Chroma and certainly not on Kroma. Sounds like a prompting skill issue. All you have to do is prompt for a vagina, and if a penis is fucking that, the prompt for that as well. Kroma understands different types of vagina (innie vs. outer) so I know its prompt understanding is better.
>>110108935what the fuck does that even mean? just post the full res versions instead of sperging out for 10 more posts.
>>110108917I mean they have posted images of themselves
>>110108941i'm not that anon tho. But the deer on the right side is obviously better. Composition is natural, motion and posing gives a snapshot feeling esepcially with the flashlight. This is what an early digi photo with flash would look like in this situation.
>>110108935>codedsoilennial
>>110108941>>110108948tdlr: it has nothing to do with resolution. If you can't understand it on that screenshot alone then you just don't get it. The woman is a bit more debatable but the point there is that if model is not able to produce a mid looking foid and always reverts to super model facial features then its slop.
why is MOSS so good at cheese pizzawas Epstein on the development team or something
>>110108955>it looks better!may we see it>NO! kekjust post the images
>>110108962you MUST be trolling or my faith in humanity just got lower
>>110108957reminds me of when I was testing the "reddit captions" chroma was trained with on chroma
>>110108962like i said i'm not that anon. I'm not on the server. So i can't give you the images.
>>110108968kek
>>110108965ok, enjoy your loadstone snake oil. can't wait to see your amazing gens.
>>110108935>And i don't even mean it in an offensive way.Then why are you even on 4chan ?
>>110108767The SUPA HORSE Klan
>>110109007Because I wanted a real answer for my racial science studies.
