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File: collage.jpg (2.81 MB, 5000x2271)
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Discussion and Development of Local Image, Video, and Audio Models

Previous: >>110105129

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

>F3K
https://huggingface.co/black-forest-labs/flux-3-image-klein

>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
>>
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
>>
File: ComfyUI_temp_tmycq_00078_.png (3.45 MB, 1165x1747)
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>>
>mfw Resource news

10/18/2026

>MOSS-Image-SFT-4-steps v2
https://huggingface.co/akhaliq/MOSS-Image-SFT-4-steps

>FastSDCPU release v1.0.0-beta.600 with pixel space image generation
https://github.com/rupeshs/fastsdcpu/releases/tag/v1.0.0-beta.600

>Fizgig v8.6.0: improved MOSS-Image likeness
https://github.com/shootthesound/Fizgig/releases/tag/v8.6.0

>ComfyUI MOSS Prompt Enhancer
https://github.com/slmonker/ComfyUI-MOSS-PromptEnhancer

>UniForge3D: Joint 3D Reconstruction and Generation in a Shared Anchor-Guided Space
https://xishuxishu.github.io/uniforge3d-project

10/17/2026

>MOSS-Image-Base, 8-step data-space DMD
https://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 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
>>
>mfw Research news

10/18/2026

>IsoVRBench: Video Reward Modeling Without Human Feedback
https://arxiv.org/abs/2610.17234

>LayerCanvas: Infographic Generation in AI Learning Assistants via Hybrid Layer-Set Diffusion
https://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 GRPO
https://arxiv.org/abs/2610.20089

>Generative Representation Learning for Scalable Latent Tokenization
https://arxiv.org/abs/2610.20533

>SaTPO: Text-to-Image Safety Alignment via Transition Preference Optimization
https://arxiv.org/abs/2610.19563

>Answer It or Not? Towards Prompt-Adapted Adversarial Images on Vision Language Models
https://arxiv.org/abs/2610.16622

>Vision-Language Models Integrate Conflicting Evidence Like Biased Bayesian Observers
https://arxiv.org/abs/2610.19407

>DPOison-VL: Clean Preference Poisoning in Vision-Language Direct Preference Optimization
https://arxiv.org/abs/2610.18609

>DVTR-KD: Distilling Vision-Language Models via Intermediate Visual Token Reconstruction
https://arxiv.org/abs/2610.17853

>Diagnose-to-Generate: Eliminating Structural Distortions in Flow Models via Patch-Level Grounded Alignment
https://arxiv.org/abs/2610.17882

>COMPASS: Contextual Moment Prior Alignment for Generalizable AIGI Detection
https://arxiv.org/abs/2610.18034

>Know-Thy-Not: Training-Free Targeted Negation in Dual-Encoder Vision-Language Models
https://arxiv.org/abs/2610.17440

>Beyond Generation: Using Multimodal LLMs as Detectors of LLM-Generated Deepfake Facial Images
https://arxiv.org/abs/2610.21760

>Scaling Vision Transformers Without Training: Prune-and-Merge Token Compression
https://arxiv.org/abs/2610.18039

>Bottlenecked semantic compression by representation reconstruction
https://arxiv.org/abs/2610.17412
>>
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>>110108484
what 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)
>>
File: ComfyUI_temp_tmycq_00083_.png (3.93 MB, 1165x1747)
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>>
File: moss_sft_00006_.png (1.12 MB, 832x1248)
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slop is back on the menu
>>
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>>
>>110108592
i'd like to moss all over her pretty freckled face if you know what I mean
>>
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745 KB JPG
>>
>>110108484
He did sneak it back for a couple of bakes in ldg. Even catjak didnt notice that kek.
>>
>>110108613
so why police the paste so much if no one actually reads it?
>>
>>110108484
>>110108613
And it's still stuck at 37 stars kek
>>
File: mossparts.png (6 KB, 277x97)
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>Comfy Moss template uses w4a8 gptq TE, and small VAE
I 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 = 15.41
7.34 + 5.41 + 0.25 = 13

So it's not like shaving 2.4GB off got it under the 16 or 12 threshold, or something.
>>
File: moss_image_00444_.png (2.23 MB, 1824x1024)
2.23 MB PNG
>>110108473
ok 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
>>
>>110108653
Is 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...
>>
File: ComfyUI_temp_tmycq_00095_.png (3.66 MB, 1165x1747)
3.66 MB PNG
>>
File: moss_sft_00020_.png (2.87 MB, 1184x1776)
2.87 MB PNG
>>
904x1030 -> 1792x2048
>>
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3.65 MB PNG
>>
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3.94 MB PNG
>>
>>110108685
and yes "debos" was an intentional edit lol, the whole point really
>>
File: ComfyUI_temp_nbacg_00010_.png (3.01 MB, 1728x1344)
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>>
File: ComfyUI_temp_tmycq_00098_.png (3.71 MB, 1165x1747)
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>>110108649
no one actually cares. its an excuse for turning the thread into drama posting about people they don't like.
>>
>>110108653
I 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_encoders

The 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.
>>
>>110108672
Oh yeah, getting the TE itself under 8GB could help with 8GB cards, now that you mention it.
>>
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>>110108732
When are we going to get the 4th nigga of the apocalypse ?
>>
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836 KB JPG
>>110108685
>>
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>>110108741
kek
>>
>>110108649
Troublemakers should be denied their wants on principle.
>>
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>>
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https://civitai.red/models/3009368/kromoss?modelVersionId=3414974

Lonestone is already de-slopifying moss btw. Its already really good. He said the model is absurdly fast to train compared to krea.
>>
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>>110108739
https://youtu.be/WmlhortwpMM
>>
>>110108756
Let me guess, he's using the base model as the teacher in some Frankenstein training setup?
>>
>>110108756
this 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.
>>
>>110108777
if you don't think the right side is night and day better than you are flux 3's target customer



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