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Seed That Has My Girlfriend Edition Discussion and Development of Local Image, Video, and Audio Models 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 >>>/hr/pdg >Local Text >>>/g/lmg >Maintain Thread Quality https://rentry.org/debo https://rentry.org/animanon

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𓀐 @ocXv-tNY: What is the recommended image model these days - SDXL?+

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𓀐 @YR*kaZ+5: >Fuck off+

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𓀐 @ZXJsYmHz: >i should never have started using an llm to write prompts. i am too lazy to fix them now Take the moss pill and retvrn to tag-soup promptin'+

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𓀐 @xkSDxUJ+: >mfw Resource news 11/03/2026 >P-H3-Image: Image generation and editing based on MiniMax-H3 https://huggingface.co/PrunaAI/P-H3-Image >Wave Forcing: Towards Speed-of-Light Streaming Video Generation https://sjtu-deng-lab.github.io/WaveForcing >ComfyUI SPEED Sampler: Spectral Progressive Diffusion for Efficient Image and Video Generation https://github.com/StanLukuvka/ComfyUI-SPEED >Training-free Conditional Object Composition for Multi-object Image Generation with Diffusion Models https://github.com/ShampooWang/condComp_imageGen/tree/main >SAVIER: Source-Anchored Visual Inspection and Evidence-Guided Repair for Vietnamese Cultural Text-to-Image Generation https://oxyzgiahuy.github.io/savier >ComfyUI-H3-SemanticTimeline: Semantic timeline conditioning for MiniMax H3 context windows https://github.com/Mikubs99/ComfyUI-H3-SemanticTimeline >Geiru Context Suite: Nodes for chaining MiniMax H3 clips without quality falling https://github.com/roycho87/geiru_context_suite >Layout Editor for SwarmUI https://github.com/jambavant/SwarmUI-LayoutEditor >MOSS Manga Panel Layout Dataset https://github.com/sepiablue-ai/ComfyUI-MossPanelDataset 11/02/2026 >SketchDirector: Complex Scene Sketching via Agentic Layout Reasoning and Detail Refinement https://yiki77.github.io/SketchDirector >SnapRef v1a reference adapter for Anima base v1.0 https://huggingface.co/0ppxnhximxr/snapref-v1a >Anima RGBA: Transparent image generation for Anima https://huggingface.co/localai0301/Anima-RGBA >H3 Continuity Studio — memory across scenes and camera angles https://github.com/KadoBOT/ComfyUI-H3-Continuity-Studio/releases/tag/v0.1.0 >V2 of Qwen Image 2.1 Lightning LoRA from Lightx2v https://huggingface.co/lightx2v/Qwen-Image-2.1-Lightning-v2-RL 11/01/2026 >Sulphur-3 Minimax H3 https://huggingface.co/FusionCow/Sulphur-3 >chroma-h3: An image ("stills") fine-tune of MiniMaxAI/MiniMax-H3 https://huggingface.co/lodestones/chroma-h3+ 3

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𓀐 @Bo2bVrfF: Fuck off+ 2

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𓀐 @QjgM~5_e: you cannot suppress information. anons will always thirst for knowledge.+ 1

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𓀐 @F-Yr?Qw+: aids+

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𓀐 @jP6Xa6hx: >mfw Research news 11/03/2026 >SketchBloom: Training-Free Vector Sketch Outpainting with Stroke-Level Style Control https://khangcntn123.github.io/SketchBloom >UniCaMo: Unified Camera and Motion Control for Video Diffusion Models https://phongnhhn.info/Unicamo >FilmTogether: Cinematic Video Generation from Low-Cost Inputs https://shiying-zhang.github.io/FilmTogether >Seeing the Unseen: Unified Visible--Invisible Motion for Physically Consistent Video Generation https://arxiv.org/abs/2611.00293 >ODC: Orthogonal Drift Correction for Improved Text-to-Image Semantic Alignment at Inference https://arxiv.org/abs/2611.00819 >Running a 20B Video Diffusion Transformer on Consumer Hardware: A Deployment and Measurement Report for MiniMax H3 on Apple Silicon https://arxiv.org/abs/2611.00843 >What Helps Denoising Can Hurt Memory: Rethinking History in Long Video Generation https://arxiv.org/abs/2611.00937 >SE-Mem: Semantic-Episodic Memory for Scene-Consistent Generative View Synthesis https://arxiv.org/abs/2611.00658 >Regularized Wasserstein Distance for Discrete Generative Modeling and Clustering Analysis https://arxiv.org/abs/2611.00653 >FlowFPR: Flow Matching Prior for Oversampled Fourier Phase Retrieval https://arxiv.org/abs/2611.00157 >SketchForge: Training-Free Scene-to-Vector Sketching via Decoupled Structure and Texture Optimization https://khangcntn123.github.io/SketchForge >SASFormer: Stage-Aware Selective Attention Transformer for All-in-One Blind Image Restoration https://arxiv.org/abs/2611.00523 >Efficient Image Denoising on Smartphone GPUs: Mobile AI 2026 Challenge Report https://arxiv.org/abs/2611.00974+

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𓀐 @FXxBqbmF: based collageception+

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𓀐 @Kop_VhyE: Yo, how do you prevent LoRAs from deepfrying your results while still keeping the subject look like what you intend to+ 4

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𓀐 @7K2wgRwu: train a better one+

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𓀐 @L69?8VSN: lower lora strength while modifying the prompt to include a detailed visual description of the character+

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𓀐 @5gHapMQB: Lora layer/block loader and/or training only specific lora blocks/layers+ 1

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𓀐 @vrNGdRM7: english please+

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𓀐 @-cCJn+pY: > > That name sounds Japanese, I doubt is his real name. have you considered that nothing is real in his account+ 1

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𓀐 @zn-Hrw=A: convince me+

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𓀐 @PzK8EGh6: slop or kino maybe another reroll...+ 1

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𓀐 @Qz4pPwAC: her right foot is a left foot. kind of exotic+

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𓀐 @=UUegzgp: Is wan22 still the only viable video thing for 12gb vram? Does it at least have an anime shitmix like old wanimate yet?+ 6

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𓀐 @WukoG6yy: didnt i already answer ur question?+

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𓀐 @UUYtjM~s: man you have no idea how much h3 mogs, your best bet is to figure it out+ 4

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𓀐 @V~Uzrm?6: ltx is better+ 2

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𓀐 @U-a=Hvf=: proof?+

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𓀐 @ag9g*4En: are you sure+

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𓀐 @y8oX4FRR: Doesn't that shit have like 30B text encoder?+

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𓀐 @o3QgxKrp: Is there anywhere I can read a normal explanation about those int8 convrot checkpoints and the way comfy currently handles memory management without having to go through tons of slopped pompous texts? It's kinda insane how h3 just werks on my 32gb ram / 16gb vram rig without any issues, while back with wan/ltx I had to compromise with low quant ggufs, use partial cpu offloading and various optimizations that would slow gen times tremendously+

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𓀐 @gw4Atyxn: thought i'd try 100 steps to see what difference it makes. doesn't really make a difference. is it possible to do tiled partial denoising using sdcpp? or partial denoising at all+ 4

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𓀐 @utMFah3T: What model is this?+ 1

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𓀐 @7bvrYAmu: moss base, no loras+

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𓀐 @jEeV_eWZ: I meant to put your gen from previous in this collage, my b.+ 1

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𓀐 @jCR=L2Ck: :) what's ew about it?+

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𓀐 @JbHughM6: So what's the best image model currently?+

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𓀐 @o9f?A~iy: How much worse is the pruned H3?+

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𓀐 @dfrohc?8: Finally, local is saved https://civitai.red/models/3023529+

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𓀐 @RsTmt7RW: oops, posted it in /lmg/ instead. it's insane this worked at all, 4K / 8.2MP. really could use the hires lora but for whatever reason it doesn't work with sdcpp. comfyui bombs out with anything much past 2MP on my hardware+

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𓀐 @J7GrqWfJ: Discussion and Development of Local Image, Video, and Audio Models 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 >>>/hr/pdg >Local Text >>>/g/lmg >Maintain Thread Quality https://rentry.org/debo https://rentry.org/animanon+ 23

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𓀐 @zKYF9fC5: Why haven't you tried https://huggingface.co/malcolmrey 's moss training settings yet, anon?+ 1

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𓀐 @+kRWm2-b: >74.4MB for lora file in q4 2026 this is some low rank undercooked rushed out slop. Even his 144MB krea2 loras were undercooked rushed out slop that lacks flexibility and proper rich details of the celebrities he trained on. I doubt he training any of his loras at the recommended 1024 res. Not worth wasting precious storage space anon.+

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𓀐 @-u74e~xZ: >tfw cultivated an amazing h3 workflow for gooning with zero signs of burnt-ai look that redditors or civitai users mistakes for quality i cant do this again, my penis wont be able to take it+

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𓀐 @fxdi7uSA: No he's just seething a different way+

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𓀐 @huij857h: wrong that shit'll never get the results im getting+

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𓀐 @~rZLX~4B: These pictures are all dogshit.+

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𓀐 @n_5y4jXA: right one looks hot as fuck what model /lora?+ 2

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𓀐 @5eNp=uun: What kind of degenerate picks Daphne over Velma.+ 1

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𓀐 @2+8tDa?G: It's interesting to see how beauty standards have changed over time that caused the nerdy chubby girl to be now seen as the hotter one.+

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𓀐 @zVnrY975: i was subscibed for a month and its all nice and all but why the shit did they delete my 9k remaining anlas for after end of subscribtion? what fucking jew move was that? the the ui is dogshit+

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𓀐 @hM4pUBXP: i fap daily 2 times to alt girls and rage i cant make my own videos of them+

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𓀐 @YGCGrnZN: it comes taste, preference and tolerance at this point. some people are easily pleased and settle for barebones effort. Not so much for me anymore since krea2 and also exploring api models when i get annoyed at the current dry state of local. I don't mindlessly mass download loras all kinds anymore. If a lora baker can't even bothered to caption the dataset and share the prompt and triggers, why should i download the lora and fight tooth and nail to get decent results? stop taking it personal.+ 3

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𓀐 @_QS4cwKr: three weeks ago a chinese lab released a model trained on NSFW, gore, (which has never been done before), without synthetic images, bbox support, and Comfy just released an 8mp lora for it. anons are training and posting loras for it and discussing what it can generate, and you say local is dry right now? are you living under a rock?+ 2

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𓀐 @WY2c+u~*: > without synthetic images then how come its visuals style literally GPT Image 2? This model is very good with LoRAs or some elaborate prompting for styles but what it defaults to is so blatantly similar to chatgpt that I just can't believe dataset weren't full of image 2 gens, I mean I guess it's not deliberately synthetic at least+

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𓀐 @eT4Rqbvs: I'm not dunking on the anons that like moss. it just that the model doesn't produce visual fidelity results i want and its unstable. It's just hard to tolerate downgrading from krea2 back down to moss. I'm just hoping and waiting for a krea3 and will continue baking for krea2 in the mean time. Moss cannot produce the particular results i crave for. The model in general feels like gimmick and toy for the hardcore local ai euthenists who just want endlessly want to play around with seeds than generate stable, predictable and useful images. If the training and learning capabilities were at least as good krea2, i would be less avoidant of the model. I having serious doubts of Moss finetune coming out anytime soon.+

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𓀐 @94kFy+h=: ohh yeah that actually a good idea. but there is a problem uhmm... WHERE THE FUCK ARE THEY OUTSITE OF TIKTOK i would literally sacrefice whole humanity to get a 19 yo alt gf right niw+

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𓀐 @a~FiAHZq: When will local get good?+

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𓀐 @pgdciZSL: Yo+

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𓀐 @qdGBgY3*: I finally make them kiss. Not my image, I just gen the video. Catbox is semi down https://anonmp4.art/v/1N9jp7agbTP6uGz First ask Claude to generate an autistically detailed prompt for the pose you want, give it a photo to use as a base. If that doesn't work you will have to use an img to img method.+

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𓀐 @N3-cWH-M: why do both ai-toolkit and onetrainer use seed 42 as the default sample seed?+

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𓀐 @-k-8EhZ~: Does moss do token weighting? like >(adult woman:-1)+

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𓀐 @R+63ukZ-: >https://sjtu-deng-lab.github.io/WaveForcing/ what a cute paper+

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𓀐 @4SNW_R?_: >500+ word krea prompt on civitai >it's a 1girl, standing gen these people have to be fucking trolling with the length of their prompts+

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𓀐 @8BNsuE--: Discussion and Development of Local Image, Video, and Audio Models 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 >>>/hr/pdg >Local Text >>>/g/lmg+ 36

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𓀐 @dtxoWCQc: Blessed thread of frenship+

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𓀐 @G4BhQ79g: Yue2 is pretty impressive.+

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𓀐 @ibtBUmqx: What's the best way to auto tag a dataset?+

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𓀐 @=ftMCeDH: cozy breas+

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𓀐 @Sa3LzHfN: Thank you for baking this thread, anon Thank you for blessing this thread, anon+

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𓀐 @x5-zUkg~: cuckjack seething hard+ 1

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𓀐 @4d6~-o8Y: yeah, you sure are, you even removed your tripcode+

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𓀐 @odYpZQ9u: what can be done about the proxy problem?+

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𓀐 @z98h~TiD: >mfw Resource news 11/04/2026 >TaoMate-HD: Progressive-Resolution Autoregressive Audio-Video Generation https://taoliveaigc.github.io/TaoMate-HD >AuroraIMG2-100M: 100.6M-parameter flow-matching diffusion transformer and a 44.9M-parameter text encoder https://huggingface.co/AuroraAI-Research/AuroraIMG2-100M Kandinsky S2V 1.0 - 2B and 21B models https://kandinskyavatar.github.io >BluePixel-Turbo: Native 4K instruction-based image editing in 4 steps https://huggingface.co/openvivo/BluePixel-Turbo >Viggle Remake: Remake any video. Just ask https://huggingface.co/Viggle/Viggle-Remake >History Forcing: Distilling History-Dependent Continuations for Long-Horizon Video World Models https://ziplab.co/History-Forcing-Project-Page >Learning to Falsify: Hierarchical Multiple Instance Learning for High Resolution AI-Generated Image Detection https://github.com/HuiGuanLab/LTF.git >VidDub: Replacement-Aware Distillation for Two-Step Video Dubbing https://github.com/LAW1223/VidDub >CoLa3D: Composable Latent 3D Decomposition https://physicalvision.github.io/CoLa3D >Generate in Reconstruction Space, Match in Semantic Space: Transport Geometry for One-Step Generation https://github.com/Genentech/semantic-transport-generation >ComfyUI v0.44.0 https://github.com/Comfy-Org/ComfyUI/releases/tag/v0.44.0 11/03/2026 >P-H3-Image: Image generation and editing based on MiniMax-H3 https://huggingface.co/PrunaAI/P-H3-Image >Wave Forcing: Towards Speed-of-Light Streaming Video Generation https://sjtu-deng-lab.github.io/WaveForcing >ComfyUI SPEED Sampler: Spectral Progressive Diffusion for Efficient Image and Video Generation https://github.com/StanLukuvka/ComfyUI-SPEED >Training-free Conditional Object Composition for Multi-object Image Generation with Diffusion Models https://github.com/ShampooWang/condComp_imageGen/tree/main >SAVIER: Source-Anchored Visual Inspection and Evidence-Guided Repair for Vietnamese Cultural Text-to-Image Generation https://oxyzgiahuy.github.io/savier+ 3

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𓀐 @6ijJWrMc: Thank you.+

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𓀐 @o--fCrtf: Thank you!!! I need your news to get hard and ready to gen :D+ 1

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𓀐 @hP=MYNvs: not sure how useful news from april is going to be+

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𓀐 @ctqcfCso: Is Catjak the protagonist of this thread? Schizo does everything in his power to attack his reputation but fails.+ 1

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𓀐 @SySSA=Pp: This is me talking from my other computer+

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𓀐 @oHgyX?Jj: > Less than two years ago I used the new Hunyuan local video model to make a big-titted woman walk towards the camera in a 5 second video. The tits look weirdly bolted on and her hands were eldritch. It took 15 minutes to generate and I thought it was fucking mindblowing. This video just took me 90 seconds to make. One tenth of the time for an incalculable improvement in quality. People who talk about the stagnation of local are fucking retards.+ 1

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𓀐 @KGfnmTx~: it's funny how the closer to perfect something gets, the more people complain about the imperfections. yeah, it's really quite crazy what we can make today on out own hardware for free. i need to try more video stuff, it has gotten really good+

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𓀐 @s7ny7hig: Ok, how can the nvfp4 TE not require blackwell? I thought that was the point of it?+ 2

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𓀐 @qrdXQKxZ: > what is emulation+ 1

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𓀐 @dqtDw5wu: is it really that easy? does it retain the nvfp benefits tho?+

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𓀐 @+xYk4an~: Can you make a nigga cum on her sushi as she eats it and proceeds to kiss her zoomer boyfriend? In H3 of course.+ 1

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𓀐 @_+opj65t: damn debo is into some nasty shit expected from an avatartroon desu+

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𓀐 @6-KubXK8: Get your mind out of the gutter, anon. It's just tartar sauce, poured with care by the waiter, Jamal.+ 2

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𓀐 @YRd*wvud: Ok this is going into my fap folder.+ 1

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𓀐 @xLvTeH7p: we don't care nigbo+

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𓀐 @_m9GH~Wd: Real catjack mad at fake catjak. Both are cucks.+

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𓀐 @=MMtTd8-: >Maintain Thread Quality https://rentry.org/debo https://rentry.org/animanon+ 2

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𓀐 @?D2BCg4V: Where is my reentry?+ 1

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𓀐 @sA?354L+: here https://rentry.org/debo+

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𓀐 @+yMH24Xz: Returns from the shadowrealm, suddently thread activity spikes. He is mostly just talking to himself, Isn't it?+ 1

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𓀐 @stTnwke=: He got banned twice already this morning for spamming extra troll bakes just running through proxies seething+

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𓀐 @RjkKv+tC: Moss learns characters and styles soooooooo well it's crazy+

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𓀐 @ePGZPH4=: can your precious model do this? we have regressed no cap fr+

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𓀐 @NhTYBKJX: He is trying to create "my model is better than your model" arguing again... The mod doesn't let him get away with spamming multiple /LDG/ threads anymore so he just resorts to trying to reach the bump limit with noise. I'm starting to side with the anti-links schizo, his babbling is less annoying. I'm going to enter and you are gonna like it.+

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𓀐 @U6DFaNvg: Mixing whatever archetype of prompting i want is making is very easy for me to get back into image gen after not keeping up for a year or so. Having fun matters most.+

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𓀐 @Tv42eorC: yeah i dont get why even when the schizo troll bakes without the links he still crys and seethe posts the whole thread its clear he hates this thread so my question is why does he always come back?+

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𓀐 @V*GjZyN6: those links really have nothing to do with the general though. it's a personal drama between 4 schizos and they should deal with it in discord where it belongs to. if somebody started adding some random links asking for help with school assignments or something, you'd be inclined to remove them too because they have nothing to do with /ldg/+

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𓀐 @TGy5_LDj: Discussion and Development of Local Image, Video, and Audio Models 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 >>>/hr/pdg >Local Text >>>/g/lmg >Maintain Thread Quality https://rentry.org/debo https://rentry.org/animanon+ 35

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𓀐 @6Y34S5wr: Another thread so blessed that it got deleted, looooooooooooooooooooooooooool.+

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𓀐 @FTPEP?k2: please remember to behave yourselves+

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𓀐 @mjzpXvKa: my gen is not in the collage therefore i will participate in the other thread that is+

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𓀐 @9rSS=6jk: Delete fail bake?+

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𓀐 @ZhwssaJ=: >mfw Resource news 06/11/2025 >HunyuanCustom inference code and model weights released https://github.com/Tencent-Hunyuan/HunyuanCustom#-news >Towards Vision-Language-Garment Models For Web Knowledge Garment Understanding and Generation https://georgenakayama.github.io/AIpparel >WanGP 5.4 w/ Hunyuan Video Avatar Support (Runs in 10GB) https://github.com/deepbeepmeep/Wan2GP#may-28-2025-wangp-v54 >MARBLE: Material Recomposition and Blending in CLIP-Space https://marblecontrol.github.io >Do It Yourself: Learning Semantic Correspondence from Pseudo-Labels https://genintel.github.io/DIY-SC >Invisible Backdoor Triggers in Image Editing Model via Deep Watermarking https://github.com/aiiu-lab/BackdoorImageEditing >ContentV: Efficient Training of Video Generation Models with Limited Compute https://contentv.github.io >AliTok: Towards Sequence Modeling Alignment between Tokenizer and Autoregressive Model https://github.com/ali-vilab/alitok >MokA: Multimodal Low-Rank Adaptation for MLLMs https://gewu-lab.github.io/MokA >FlowDirector: Training-Free Flow Steering for Precise Text-to-Video Editing https://flowdirector-edit.github.io >ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development https://github.com/AIDC-AI/ComfyUI-Copilot >ComfyUI Blog: Subgraphs Are Coming to ComfyUI https://blog.comfy.org/p/subgraphs-are-coming-to-comfyui >Diffusion Domain Teacher: Diffusion Guided Domain Adaptive Object Detector https://github.com/heboyong/Diffusion-Domain-Teacher >RAID: A Dataset for Testing the Adversarial Robustness of AI-Generated Image Detectors https://github.com/pralab/RAID >Image Editing As Programs with Diffusion Models https://github.com/YujiaHu1109/IEAP >Vocabulary-free few-shot learning for Vision-Language Models https://github.com/MaxZanella/vocabulary-free-FSL >RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions http://refedit.vercel.app+ 5

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𓀐 @6cB=CHrn: Thank you bro!+

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𓀐 @L=qzTE5G: thank you bro sometimes i poop myself at night and then i crawl through the room but then i remember to get on the pc and check the newest news and everything is just great+

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𓀐 @GppDA83Q: Ohh, ah... fuck, I'm flattered... but, well I just finished... not that I'm complaining... but, is Ok, is Ok, I will give my best. Thank y-you for the news... they get me soooooooooooooo hard.+

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𓀐 @m+XB53K2: year old news >mfw Today's Resource news 11/05/2026 >NitroFusion2: Bringing Adversarial Loss to the Text Stream of Multimodal Diffusion Transformers https://chendaryen.github.io/NitroFusion2.github.io >UniRestorer++: Scalable Universal Image Restoration with Multi-Granularity Degradation Modeling https://github.com/mrluin/UniRestorer_plusplus >ChatR Labs Qwen-Image-2.1 Uncensored Omni — Quantized https://huggingface.co/chatrlabs/Qwen-Image-2.1-Uncensored-Omni-Quantized >VideoColorMatch: Auto-Fix Color Drift from V2V Generations https://github.com/pftq/VideoColorMatch >Pyramid-JiT: Training a Text-to-Image Model for $21K https://huggingface.co/Linum-AI/pjit-21k https://github.com/PedroMarinhoDev/ComfyUI-PJiT >Vimoo-1.0-Lite-ComfyUI https://huggingface.co/Vimoo-AI/Vimoo-1.0-Lite-ComfyUI >NanoKV: High-Ratio KV Cache Compression for Autoregressive Video Generation https://jiacheng-lu03.github.io/NanoKV >FrameScout: Scouting Query-Relevant Frames for Long Video Understanding https://github.com/Hubert-1102/FrameScout >LayerShop 0.20: Prompt Enhancement, Batch Rendering & Styles https://github.com/SlavomirDurej/layershop/releases/tag/layershop-v0.20.1-preview.1 11/04/2026 >TaoMate-HD: Progressive-Resolution Autoregressive Audio-Video Generation https://taoliveaigc.github.io/TaoMate-HD >AuroraIMG2-100M: 100.6M-parameter flow-matching diffusion transformer and a 44.9M-parameter text encoder https://huggingface.co/AuroraAI-Research/AuroraIMG2-100M >Kandinsky S2V 1.0 - 2B and 21B models https://kandinskyavatar.github.io >BluePixel-Turbo: Native 4K instruction-based image editing in 4 steps https://huggingface.co/openvivo/BluePixel-Turbo >Viggle Remake: Remake any video. Just ask https://huggingface.co/Viggle/Viggle-Remake >History Forcing: Distilling History-Dependent Continuations for Long-Horizon Video World Models https://ziplab.co/History-Forcing-Project-Page+ 1

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𓀐 @zt=Ay=pf: Common! Turkeys are expensive!!+

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𓀐 @6~+?tyNV: >mfw Research news 06/11/2025 >SeedEdit 3.0: Fast and High-Quality Generative Image Editing https://seed.bytedance.com/tech/seededit >CIVET: Systematic Evaluation of Understanding in VLMs https://arxiv.org/abs/2506.05146 >Refer to Anything with Vision-Language Prompts https://Ref2Any.github.io >HMAR: Efficient Hierarchical Masked Auto-Regressive Image Generation https://research.nvidia.com/labs/dir/hmar >Multi-scale Image Super Resolution with a Single Auto-Regressive Model https://arxiv.org/abs/2506.04990 >APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval https://arxiv.org/abs/2506.04953 >Robustness as Architecture: Designing IQA Models to Withstand Adversarial Perturbations https://arxiv.org/abs/2506.04951 >DualX-VSR: Dual Axial Spatial$\times$Temporal Transformer for Real-World Video Super-Resolution without Motion Compensation https://arxiv.org/abs/2506.04830 >Robust Few-Shot Vision-Language Model Adaptation https://hannawang09.github.io/projects/srapf >HoliSafe: Holistic Safety Benchmarking and Modeling with Safety Meta Token for Vision-Language Model https://youngwanlee.github.io/holisafe >Gen-n-Val: Agentic Image Data Generation and Validation https://arxiv.org/abs/2506.04676 >Interpretable Few-Shot Image Classification via Prototypical Concept-Guided Mixture of LoRA Experts https://arxiv.org/abs/2506.04673 >FPSAttention: Training-Aware FP8 and Sparsity Co-Design for Fast Video Diffusion https://fps.ziplab.co >Text-Aware Real-World Image Super-Resolution via Diffusion Model with Joint Segmentation Decoders https://arxiv.org/abs/2506.04641 >Video World Models with Long-term Spatial Memory https://spmem.github.io >Contrastive Flow Matching https://arxiv.org/abs/2506.05350 >Perceive Anything: Recognize, Explain, Caption, and Segment Anything in Images and Videos https://Perceive-Anything.github.io+ 1

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𓀐 @uc+y_S?r: year old news >mfw Research news 11/05/2026 >DualCast: Dual-Image Conditioned Diffusion Transformers for Digital Human E-Commerce Video Generation https://arxiv.org/abs/2611.05825 >DecoupAttn: Decoupled Sparse Attention for Training-Free Acceleration of Video Diffusion https://arxiv.org/abs/2611.05917 >Whose Values Are Generated? Measuring Visual Value Leakage in Multilingual Text-to-Image Generation https://arxiv.org/abs/2611.05578 >Chronos: Sequential Identity-Preserving Video Generation by Temporal Anchoring https://arxiv.org/abs/2611.05893 >PATTS: Parallel-Aware Test-Time Scaling for Thought-Image Generation in Multimodal Discrete Diffusion LLMs https://arxiv.org/abs/2611.04948 >NextGAN: Towards Simple and Scalable GAN Training for Image and Video Generation https://arxiv.org/abs/2611.06270 >Decompose the Distillation: Interpretable Single-Pass Guidance for Diffusion Models https://arxiv.org/abs/2611.05755 >Intra-Architecture Source Attribution for Stable Diffusion: A New Task with Benchmark Dataset and Baseline https://arxiv.org/abs/2611.06000 >Clips2Story: Training-Free Video Storyboarding and Editing Using Multimodal Retrieval-Embedded Generation https://arxiv.org/abs/2611.05992 >Behind Video Generation: Observations and Insights on Multimodal Understanding from Kling https://arxiv.org/abs/2611.04916 >Wonder 4: A Mixture-of-Experts Recipe for Image Quality Enhancement https://arxiv.org/abs/2611.05294 >SVGFaith: A Two-Layer Meta-Evaluation of Faithfulness Metrics for Text-to-SVG Generation https://arxiv.org/abs/2611.06048 >The Pen is Mightier than the Pixel: Natural Textual Unlearnable Example for Large Vision Language Models https://arxiv.org/abs/2611.04817 >ScoreDial: Precise Control of Visual Attributes in Image Generation via Regressor Guidance from Limited Human Ratings https://arxiv.org/abs/2611.05004 >CleanVideo: Adaptive Concept Erasure for Text-to-Video Diffusion Models https://arxiv.org/abs/2609.20267+

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𓀐 @fL?qa_VG: subject should be >/ldg/ - Local Diffusion General+ 1

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𓀐 @3iGsuWXp: What a fascinating and useful rule Nothing fail about it+

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𓀐 @Dc_i4EHe: i take back what ive said about fizgigs default preset not being able to train a good character lora, turns out it was my broken kromoss merge. (its still not as good as i would like but its much better, i reckon 20 more epochs would push it to 95% likeness). Also went back and tested my old prompts again and found out it can also do sims4 screenshot as well. Also anyone interested in a gso-rco int4 convrot quant of kromoss once the full version of that comes out?+

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𓀐 @v2wwKJ5G: I deleted but you're a faggot.+ 3

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𓀐 @BYFcEhS6: Post one minute earlier next time, it's not that deep.+ 2

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𓀐 @gV56W95f: You baked when anon called he was baking. The only reason you were earlier is because you rushed your collage and didn't bother fixing the Subject.+ 1

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𓀐 @v-mbmYgc: Imagine caring this autistically about schizo infested dead general about posting 1girl slop. I know this might seem inconceivable to you, but I did not see that post, which was made 60 seconds before I posted this general, because I am not constantly reading every single post made there at the exact instant they are made. And I sure hope you are not doing that.+

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𓀐 @9ufkPULK: We're all friends here.+

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𓀐 @smF82MX?: Go to workflow/model for anime to realism? I was having some success with a simple img2img workflow I put together but was wondering about edit models and such? how the new qwen edit? Im rather out of the loop..+ 4

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𓀐 @dxa*jPiZ: Klein can but that anime2real stuff looks like uncanny shit to me so I can't really judge.+

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𓀐 @_-DrT46Y: you asked this the other day and got your answer+ 2

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𓀐 @jQUrvTEQ: replied to a bot nvm im retarded+

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𓀐 @~qqNd+uk: i did not, i asked in the thread that was deleted just a bit ago though+

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𓀐 @-CKFAvvB: malcolmrey's moss loras are awful even by his usual low standards. Legit broken junk. Either producing deformed images or showing very poor likeness. The weird serenity experiment seems bad as well (at least the lora extract, I am not downloading the whole checkpoint)+ 3

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𓀐 @TDa~fbHm: Why don't you make better loras then?+ 2

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𓀐 @_44MB~w?: Imagine gathering and captioning isn't the problem. I don't want to spend a lot of time tinkering with parameters to see what works and what doesn't, I don't want to shit out slightly less mediocre crap and call it a day neither. I doubt there is a just works parameter meta. There is little information out there.+ 1

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𓀐 @nx3eXcYP: >I doubt there is a just works parameter meta. You can try mine, they worked great on both my half asses 20 img dataset and my 200+ img run. alpha: 1 rank: 16 for style, 32 for char lr: 5e-5 for style, 1e-4 for char opt: adamw8bit scheduler: constant ema: off for style, 0.98 for char timestep sampling: truncated logit-normal logit mean: −1.09 logit standard deviation: 0.95 discrete flow shift: 1.0 50 epochs for style and 70 for char. Or, again, you could just have astra research and set it up for you desu.+

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𓀐 @i+VHtjxs: How autistic are you with your noodle organizing? Me, very VERY autistic. >Unpack main sub-graph >Untangle the spaghetti monster >Organize nodes without creating another spaghetti monster >Each node must be separated by 3 grid units >Nodes must be parallel to each other, unless it breaks symmetry >Organization must be pretty and symmetrical+ 2

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𓀐 @Q6mFV4*R: bruh, all you need.+ 1

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𓀐 @ZKG*vz_?: Yue2 disagrees heavily. That was just the untangling phase after unpacking the sub-graph. I should have added that was a work in progress.+

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𓀐 @Tj5PmUe~: >this was capable with 1.5 we regressed+

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𓀐 @yfh_KC2f: Trust me, I've trained all these LoRAs on ACEStep. I've even tried different ranks for one of them. It's not as good, and certainly not as stable as YuE 2 (especially with adherence to lyrics). Some of my LoRA results were okay, but they were easier genres/artists than the YuE ones I've shared (E.G. slower BPM). ACEStep is good, but it's been surpassed on the technical side of things (like SDXL vs Flux.1). I noticed ACEStep devs have updated their discord to "Ace Music", let's see if they release 2.0 if they have that ready, or if it's a cloud-only offering.+

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𓀐 @iSax-??m: what are the best tools for nude edits right now+

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𓀐 @M5GtSao~: Discussion and Development of Local Image, Video, and Audio Models 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 >>>/hr/pdg >Local Text >>>/g/lmg+ 16

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𓀐 @?j-8X8RD: Shitbake >Maintain Thread Quality https://rentry.org/debo https://rentry.org/animanon+

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𓀐 @ynKe=+4i: >Maintain Thread Quality https://rentry.org/debo https://rentry.org/animanon+

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𓀐 @gvPhrKMn: >mfw Resource news 11/06/2026 >HyperFlow H3 Flash https://github.com/Video-Rebirth/hyperflow-h3-flash >Pai v1.0.0: painting app with AI generation https://github.com/g45t345rt/paiapp >RelayVSR: Large-Small Model Collaboration for Efficient Real-World Video Super-Resolution https://github.com/kopperx/RelayVSR https://huggingface.co/Comfy-Org/RelayVSR >MIKU: Material Invariance and Knowledge Unification for PBR Generation https://github.com/DreamTechAI/MIKU >TailSteer: Trajectory-Tail Steering for Drift-Resistant Multi-turn Image Editing https://lyricccco.github.io/tailsteer >LongBanana: An Expert-Verified Benchmark for Long-Context Multi-Reference Image Synthesis https://long-banana.com >SD-LoRA: Training-Time Structural Distillation into LoRA for Few-Shot Vision-Language Adaptation https://github.com/MR-Sherif/SD-LoRA.git >Guidance Is a Field, Not a Scalar: Interval-Integrated Classifier-Free Guidance for One-Step Video Generation https://github.com/YMlinfeng/AGAVE >IDPrior: Decoupling Identity Generation from Facial Image Synthesis https://github.com/fdbtrs/IDperturb >EDGAR: Efficient Diffusion-Driven Gaussian Avatar Refinement via Synthetic Failure https://kwanyun.github.io/edgar >VA-TDM: A Unified View for Improving Few-Step Diffusion Models by Velocity Adversarial Distillation https://luo-yihong.github.io/VA-TDM >Context-Aware Autoregressive Image Generation for Emerging Reasoning Properties https://github.com/Hpesojyjx/Saccades-AR >Batch-Conditioned Semantic Anchors for Robust Transductive Adaptation of Vision--Language Models https://github.com/MR-Sherif/JPTA.git >ConvPE: Convolutional Position Embedding Improves Transformers https://github.com/wzhagi/convpe >PlayGen2: Learning Real-Time Playable Worlds with Explicit 3D State https://github.com/MajorDavidZhang/PlayGen-2 >Visual Token Routing: Learning to keep tokens that matter https://pranjal2041.github.io/vtr+ 2

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𓀐 @+jkcsVE6: Thank you so much bro+

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𓀐 @ed*D4HGh: thanks! i always enjoy reading the news+

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𓀐 @B8kt-Z-R: >mfw Research news 11/06/2026 >ArtiVidRM: Verifiable Artifact-as-Rubric Reward Modeling for Explicit Quality Articulation in Video Generation https://arxiv.org/abs/2611.07301 >Improving Long-Tail Detection via Layout-Instruction Conditioned Diffusion Synthesis https://arxiv.org/abs/2611.07553 >A Proxy-Based Method for Measuring Racial Disparities in~Text-to-Image~Generators https://arxiv.org/abs/2611.07132 >OptIMerge: Optimization-Based Merging of Diffusion Models https://arxiv.org/abs/2611.07543 >Householder Motion Embedding: Noise Modulation for Motion-Controllable Video Generation https://arxiv.org/abs/2611.07294 >FisherDistill: Diffusion Distribution Distillation via Closed-Form Fisher Critics https://bhosalems.github.io/FisherDistill >Training-Free Predictive Spatio-Temporal Token Pruning for Few-Step Autoregressive Video Diffusion https://arxiv.org/abs/2611.07551 >WeLM-Image: A Unified Image Generation Model towards Visual Intelligence https://arxiv.org/abs/2611.07392 >Adapters as Data: The Latent Space of LoRAs https://arxiv.org/abs/2611.07775 >Same Layout, Different Count: What Number Words Do Past Ten in T2I Models https://arxiv.org/abs/2611.06840 >From What Is Used to What Is Missing: Rethinking Dynamic Rank in LoRA https://arxiv.org/abs/2611.07349 >StitchEdit: Stitching Depth Priors into Image Editors via Per-Layer Gradient Probing https://arxiv.org/abs/2611.07922 >Flux as a Codec: Zero-Shot Lossy Compression with Flux https://arxiv.org/abs/2611.07929 >Expanding the Quality-Coverage Frontier with Competitive Flow Matching https://lilydaytoy.github.io/CFM https://arxiv.org/abs/2611.07055 >Interactive World Simulation with Cosmos for Physical AI https://research.nvidia.com/labs/cosmos-lab/cosmos-simulation >We Have Been Interpreting Diffusion Transformer Backbone Behaviors Wrong https://arxiv.org/abs/2610.14517 >Manifold-Constrained Initial Noise Optimization for Efficient Generative Model Alignment https://arxiv.org/abs/2610.00365+ 1

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𓀐 @XC5=eSgL: >>Householder Motion Embedding: Noise Modulation for Motion-Controllable Video Generation >https://arxiv.org/abs/2611.07294 This seems very useful+

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𓀐 @6h4CnpJ8: anyone successfully built a following for porn gens? i just have a twitter but its not doing well+ 5

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𓀐 @wAH75U+~: On X, porn is not seen by their algo. You need to use hashtags and shit. I was thinking about posting my gens to twitter, but after the jews from Civitai deleted my model, I don't trust anyone now lol.+

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𓀐 @4Vdn3vts: >twitter+ 3

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𓀐 @Y7jZxYSA: what a good alternative?+ 2

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𓀐 @yTrE~KHf: pixiv+ 1

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𓀐 @VDddhB+e: Is better than Faggotai?+

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𓀐 @?x3Jxw*q: thanks for baking+

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𓀐 @Usv34+BG: So is there something like Lustify for MOSS yet? I keep seeing Loras like "Better Pussy" etc., but that seems too specific+

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𓀐 @iBWGYb73: kill ani+

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