Behavior Tree EditionDiscussion and Development of Local Image, Video, and Music Models and SoftwarePrevious: >>109362052https://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/Wan2GP>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>Krea 2https://huggingface.co/krea/Krea-2-Rawhttps://huggingface.co/krea/Krea-2-Turbo>Animahttps://huggingface.co/circlestone-labs/Animahttps://tagexplorer.github.io/https://animadex.net>Zhttps://huggingface.co/Tongyi-MAI/Z-Image>Qwenhttps://huggingface.co/collections/Qwen/qwen-image>Kleinhttps://huggingface.co/collections/black-forest-labs/flux2>LTX-2.3https://huggingface.co/collections/Lightricks/ltx-23>Wanhttps://github.com/Wan-Video/Wan2.2>Chromahttps://huggingface.co/lodestones/Chroma1-Basehttps://rentry.org/mvu52t46>MiscLocal Model Meta: https://rentry.org/localmodelsmetaShare 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/ldgcollage>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
>>109364161>mfw Resource news07/24/2026>SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generationhttps://nvlabs.github.io/Sana/Video2>JoyAI-Echo x LTX-2.3 — echoVid + ltxAud surgical mergehttps://huggingface.co/joeygambino/joyai-echo-ltx23-echoVid-ltxAud-surgical>Open Dreamer: Open-source Dreamer world-model implementation in JAXhttps://github.com/next-state/open-dreamer>NVIDIA Qwen-Image-Flashhttps://huggingface.co/nvidia/Qwen-Image-Flash>Inference-Time Scaling of Diffusion Models via Progressive Seed Pruninghttps://www.vision.caltech.edu/psp>Spectral Transformation for Layer-wise Global Rank Discovery in Federated LoRA for Vision Transformershttps://github.com/DASS-Lab-Group/SpecTraL>SlerpFlow: Spherical Trajectory Correction for Rectified Flow Inversionhttps://github.com/0answer0/SlerpFlow>Explainable Deepfake Detection Challengehttps://github.com/Abhijeet8901/XPlainVerse-ACMChallenge07/23/2026>FLUX 3 - Real World Models: Towards Multimodal Flow Models as the Backbone of Visual Intelligencehttps://bfl.ai/blog/flux-3>AISmith 3D — Local AI 3D Studiohttps://github.com/intisarGIT/AISmith-3D>HeadCast: Casting Attention Heads for Efficient Autoregressive Video Generationhttps://github.com/sjlgaga/HeadCast>Self Gradient Forcing: Native Long Video Extrapolationhttps://zhuang2002.github.io/SelfGradientForcing>Lean-SAM2: Target-Anchored Memory and Encoder Acceleration for SAM2https://github.com/DeawhaleQwQ/Lean-SAM2>LTX Desktop v1.1.0: Apple Silicon, a built-in LoRA library, video extend, and morehttps://github.com/Lightricks/LTX-Desktop/releases/tag/v1.1.0>Img2threejs: Build 3D objects as a code-only, procedural Three.js modelhttps://github.com/hoainho/img2threejs>v1.2.41 Z-image-lora-trainerhttps://github.com/inlineresearch/Inline-Studio/releases/tag/v1.2.41>VidBoards: Canvas board for organizing videos and images.https://github.com/KuzmaBogdanov/vidBoards
>mfw Research news07/24/2026>WhereEdit: Mask-aware Local Latent Editing for One-Step Image Editinghttps://arxiv.org/abs/2607.20883>GroupVideo: Multi-Identity Customized Text-to-Video Generationhttps://arxiv.org/abs/2607.21027>Ms. Forcing: Efficient Streaming Video Generation with Multi-Scale Patchification and Attentionhttps://arxiv.org/abs/2607.20940>ElasticTTT: Prior-Preserving Test-Time Tuning for Video Editinghttps://arxiv.org/abs/2607.21529>Distribution-Alignment Bridge for Uncertainty-Aware Text-to-Video Retrievalhttps://arxiv.org/abs/2607.20984>Stokes-Informed Diffusion for Robust Linear Polarization Estimationhttps://arxiv.org/abs/2607.21239>C-PTQ: Fisher-weighted Channel-wise Sensitivity for Post-training Quantization of MLLMshttps://arxiv.org/abs/2607.21076>KroQuant: Kronecker-Structured Block Transforms for Efficient Post-Training Quantization of Diffusion Transformershttps://arxiv.org/abs/2607.21446>Streaming Multi-Agent Autoregressive Diffusion Model with World State Registershttps://vail-ucla.github.io/worldweaver>Out of Sight, Still in Mind: Token Compression for Omni-LLMshttps://arxiv.org/abs/2607.21179>GraphVid: Interactive Graph-Controllable Video Generationhttps://arxiv.org/abs/2607.21580>ETC: Extreme Token Compression via Task-aware Visual Information Distillation in VLMshttps://arxiv.org/abs/2606.00543
hello, i am using anima to prompt asuka without loras (not bragging, just saying). Have a good night.
>>109364163>>109364169>mfw you spam your malware news in every threadfuck off
so i just have to start genning toaster POVs to make it into the collage now? understood
today is looking a lot better for the krea2 lora section.
>>109364179how does anima just know her
My gen didn't make it to the collage, how extremely unusual.
>>109364188is that bitch in the middle the broad from Big O
>>109364179Now show me asuka cosplaying as miku
Do one where she licks her own foot.
>>109364199Yes
>>109364243her tits are sagging and her cleavage is pushing up, simultaneously. that makes no sense
>>109364188Civit userbase always finds a way to fill every model with slop, regardless of how unslopped said model is out of the box. It's incredible.
>>109364274When Flux.3 comes out, it will be the most realistic we've seen so far across every single medium, yet Civit will always fill its entire section with slop.
>>109364274I don't mind it too much but a lot of stuff these loras add can just be prompted.
>>109364291Perhaps, just put every quality keyword into your neg and SD 1.5 face might start coming out a little
>>109364279but can it run on a 5090?
>>109364131https://files.catbox.moe/wn4f4y.jpg
>>109364308stop using catbox it's broken
>>109364307How does 20 mins of wait time for 720p at q4 on its Flash version sound?
>>109364307i see it going one of two ways. it will be a super optimized god tier model that mogs every other model performantly, or you are going to need a server rack to even consider running the gguf.
>>109364317depends on the output quality and prompt adherence. if i don't need to gen multiple times to get what i want then its fine.
i was wondering if flux.3 was going to steal the lunch of whatever ltx is training right now, but i think ltx will win with their optimizations unless flux.3 is also using them
>>109364313whats the alternative
>>109364333>it will be a super optimized god tier model that mogs every other model performantlya little too optimistic. It's going to have to be quanted, I have no doubt about that
>>109364378
>>109364313what should I use then
You guys are way too optimistic about Flux 3.It does video and audio now so their safety tuning efforts are going to destroy whatever creativity we're seeing with Flux 3 today.Even if a Chinese lab has a go at it with the same architecture it's going to be uncreative, plastic slop for benchmarks.Also have given up on local and API at this point for image/video gen. They figured out local will accept beadcrumbs and mediocrity while being free marketing at the same time.API companies deem what (You) can and cannot make while they sell unrestricted access to rich people. Shit is honestly a joke.
>>109364481omg soooooo true!
>>109364481haha, anon you and your rants. Just have another drink bro, its friday.
>>109364481>You guys are way too optimistic about Flux 3.im not i know what to expect from Big Fag Lips
>>109364481>Also have given up on local and API at this point for image/video gen.Then.... leave? Close the thread.
wan2gp added the kino slider. cranked it to the max and i'm getting some good stuff
>https://github.com/rmatif/Local-Diffusion
where everyone
What should I generate?
>>109364730bibicis
Girls, who are cats.
>>109364730kinos
>>109364773kewl txt bubble
why everyone
>>109364773catgirls are for sex, not marriage. they puke hairballs all over the house and piss on things when they're mad
who everyone
so when is /sdg/ and /ldg/ merging
?
>>109364828why would they do that?
wtf is this pablo generating
halo sirs i have the gaming graphics I want make sexy woman with feet please do the needful how do I make sexy lady on computer?
>>109364928gm saar!
>>109364939good morning! ooh sexy kitty naughty naughty, how do I get kitty in computer saarnah but fr, do i just get krea2 turbo or do I need loras/other shit too ?
>>109364953indubitably sir yes
>>109364939best day of my life
>>109364953krea2 turbo, and some realistic loras for it too. porn loras if you want to make porn
>>109364966how much gpu vram ?lowk pretty slow if it took that long
benchod share with me your pc we will united and outgenerate these noobs
>>109364975How good is krea at outfit consistency between seeds?
>>109364975>if you want to make pornimplying there was a possibility id be doing something else kek ty anon ill take a look around.>>109364966ooh very sexy feet sir much thanks sniffy sniffy
>>109364998The more specific you are, the better the consistency
im glad im not a coomer
>>109364501nta, what artist tag did you use for 1boy, asuka?
For anima prompting for a while I was trying to do interleaving tagging to give equal priority to the character description and actions, but it turns out this is a really bad idea that confuses the model and creates two headed ogres and shit. Be sure to always separate:- male description- female description- actions
i think bro cheated on his flight school exam
>>109365176We already know, anon, that model has 2 billion parameters it's DOA. If it's anime, use Krea with an NSFW LoRA, some of them came with Arknights characters.
>>109365232:3
>>109365176>I was trying to do interleaving tagging to give equal priority to the character description and actionsWhat made you think that would work? Don't forget you can use natural language as well.
>>109365237>you can use natural language as well.Enjoy your character bleeding.
local just isnt on the same level as real life
>>109365278If you removed the names from those models, I might have said they were all Krea 2 images
>>109365278
>>109365291When this blew up like seven months ago I thought it was AI cause she has the sameface. I still think it might be desu.
>>109365278Sad that years after SD3.5 Medium, the only model we've ever gotten that can replicate that realistic skin texture and photography style is Chroma. We've never gotten a true base model that can do this again. Truly sad what local lost due to deliberate censorship
catbox is down. i can't post my porn masterpiece
>>109365310make them artful enough and janny wont be able to tell the difference
Little tests that people ran back in the day are a great indication of a slop test that can be employed now. Can the model you're using right now do this? Hard mode: No Chroma or LoRAs. Probably not, at least not as convincingly as SD3 medium. It's a sign that most modelmakers aren't as honest as they claim to be.
>>109365340copy paste the prompt, i am too lazy to type it
>>109365380"Photograph, a bunk bed on the right side of a desk, tall ceilings with a chandelier coming down in the middle of the room, carpet on the ground" One shouldn't need a LoRA to do basic photography, this is very clearly something deliberately censored/distilled into what models output.
>>109365340Both images have issues with bad or missing ladders and nonsensical objects
>>109365340ground is something outside, they all failed miserably
>>109365391>>109365340Also, the result should be unfiltered. No noise, no CGI, no slop. Just a basic photograph of a room you can find with a Google search.
>>109365340can you make this image a bit smaller first please
>>109365422Head of a woman on a pig's body. Can any model do that?
>>109365422>ground is something outsideWhat does this mean
>>109365391sovl vs soulless
>>109365450the ground is the surface of the earth
extremely low quality thread
>>109365461Anon that's carpet
>>109365422Middle is closest but still a bit off. Prompt for large panel windows from both sides, it should look close to thishttps://media.architecturaldigest.com/photos/669fc8c773a9e24e074ed817/16:9/w_1920%2Cc_limit/design%2520by%2520Shannon%2520Eddings%2520Interiors%2520photo%2520by%2520Molly%2520Culver%2520Photography.jpgIf it doesn't then it's slopped.
>>109365411Yes, there's nonsensical details but it's still not slopped. Local was so close to greatness, yet so far.
I feel like Krea 2 is better at artistic stuff than realistic stuff.
>>109365509Yes they purposefully nerfed life-like outputs in more ways than the VAE
>>109365530Oh well, I prefer artistic stuff anyway.
high quality thread
>>109365536>globetard
>>109365536>prefer artistic stuff anyway.Pic unrelated, right?
>>109365547nipples protruding very disgusting!
>>109365551Oh anon, don't be mean, he did a full body shot of an anime girl with a globe, splash colors, and a white background. Don't be like that!!! That's artsy stuff!!
>>109365548>>109365551heh
>>109365583these colors are vomit
>>109365578>>109365570Faggots
everything out of krea looks like an amateur photographer found the air brush tool
it also has garbage lighting
>masterpiece, cinematic, high quality>anon shocked when he finds out it adds tri point studio lighting to the subjectkrea2 is le heckin evil jew amirite? XD
>>109365610>>109365613Skill issue
>>109365558>>109365568this is lowkirk the most braindead room design ive seen
>>109365621awful
>>109365609Prompt? This is sick.
>>109365340
AI upscale. which 1 looks better?
>>109365637can't tell because the subject is ugly
>>109365637they are both giga fucked. what are you using to upscale?
>>109365638????????
>>109365645flux2 klein edit, here the original
>>109365654is Lrobb still smashing her?
>>109365651seethe kreaniggeralso that's klein
>>109365650
>>109365658i think they separated. imagine having access to fuck that slampig everyday
why is ltx so sovlfvl without even prompting for it?
>>109365689>low res = sovl
>>109365628>1girl. She is sitting on the hood of an old rusty car in a cool pose with one knee bent and her arm resting on her knee, looking nonchalant yet sexy, weapon, gun, jacket, solo, mask, cyberpunk, thighhighs, hair bun, breasts, holding weapon, blue hair, mouth mask, holding gun, open jacket, open clothes, holding, navel, double bun, blunt bangs, science fiction, cyborg, shirt, zipper, visor cap, medium breasts, choker, rifle, highleg, assault rifle, cropped shirt, underwear, crop top, black jacket, headgear, short hair, robot joints, mechanical parts, mecha musume, submachine gun, white shirt, joints, blue thighhighs, black choker, purple hair, looking to the side, midriff, zipper pull tab, cropped jacket, standing, green eyes, blue jacket, thighs, purple thighhighs, panties, sidelocks, maebari, miniskirt, transparent skirt, clothing cutot, her croptop has an open horizontal zipper revealing her breasts and cleavage, ripped cutout croptop revealing clothes, from below, dynamic
>>109365695yeeeeeeep the CRT boomers were right
just a taste (better angels)https://youtu.be/YCA-w2dTEighttps://suno.com/s/nAgAzDFQnhJQvCky
>>109365794*inhales*KINOOOOOOOOOOOOOOOOOOOO
>>109365794can we skip to the anal probing and "sample" extraction?
how come there are no leaks of these paywalled Big Love finetunes?
>>109365928that's why i had to cut the ending so trannitor doesn't seethe
phew, that was close
>>109365812Nice. I like the drums on a lot of these AI tracks. It sounds a little too compressed for my taste but that’s likely hard to avoid with AI. With real vocals, this would sound great.
How do I do pictures on krea2 using reference images?
>>109366140you need the edit lora. the base model has no input capabilities
Is there a guide that will teach me the correct parameters to train a porn wan lora or do I have to figure it out myself?Is wan even still meta?
I tried out Zeta Chroma. It's much faster than Z Image but gens also have alot of errors. idk sine I' m a techlet, anyone else looked at the model, does it still show promise or is it already clear it's another failed experiment?
>>109366235lol
>>109364161Today is /adt/'s first birthday!A whole year of this thread! >>109364755Ani even stopped by to say hi, he's working on adding Anima to AniStudio and having a happy little struggle with Krea 2 >>109365500Come wish /adt/ a happy first birthday!
>>109366301that's bad right?
>>109366314nice fucked up fingers
>>109366314go back and stay there
>ask krea2 to do an image with 2 specific faces from reference photos>this happens for some reason
>>109366387we have no way of knowing if this is accurate to the reference photos or not
>>109366392No, the references weren't faceless
>>109366314Is Ani working on Anima? I'm going to start keeping a closer eye on its repo then.
Friendly reminder that krea is an indian model, and it looks indian.
>>109366417Why would you keep an eye on something made by a psychopath?
>>109366559based
>>109366417>>109366601
>>109366328Sorry anon, can't promise I'll get better, any image I post is whatever's fastest to check the box.
>>109366601>something made by a psychopath?The goverment made anistudio?
>julien still hasn't pulled sd.cpp so his crash wrapper can use animalol
>>109365716
>>1093668956 months btw6 months since the model is out and the spammer's dead UI can't run it6 months since the spammer claims he's making a better one to look competent without delivering a single preview, model, anything.kek
>>109366909Not too shabby. Unfortunately klein has a rather stiff look that I don't really like.
>>109366994sex
>tranny jeet unibrow spammer woke up
kek
reminds of mattress ads where the couple pretend to be sleeping
>>109367242how do you know they were just pretending?
I notice the pattern. I assure you it’s not intentional on my part.Mission accomplished.
>>109367241SEEEEEEEEEEEEEEEEEEEEEEEXXXOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO
>>109367394indeed.
>>109367241she's missing a leg
>>109367416And an arm.
>>109367421and a soul
>>109367421and another brow
>>109367416didn't notice.>>109367421the arm could be behind the body.
>>109367429And me on the bed.
>>109367439and me in the corner
>>109367439me in the spotlight
i'm losing it
>>109367446and a bulge
>>109365340models can't even do the dall-e 2 cookie anymore.
>>109367580She is (((shlomo))) too, please stop likin her.
>>109367627We love 90s jewish titcows on /ldg/
>>109367633This is bad, that's how they win.
>>109367651It can't be helped
>>109367627you vil enjoy ze titcows
>>109367651If they keep making them then they deserve to win.
>>109367677Deal with the devil, but worse.
>>109367652>>109367662No, you must resist.
>>109365073>https://civitai.red/models/2472006/anima-rucarachi-styles>@sleeptight, (1boy:1.1), souryuu asuka langley, long orange hair, blue eyes, (genderswap \(ftm\):1.1),
it's gonna take 12 hours to train wan2.2 lora, lowest res 256x256 even on a rtx5090?
>>109367744I keep building a collection of ai art of her you and maybe others are posting. that or you're in other ai threads. good stuff.
>>109367744You have to train it on both high and low noise models too
>>109367910People don't like if you post artistic gens in these threads.
>>109367922>artistic genswhere?
chat is this true?>>109366451
>109367952who are you quoting?
>>109367971ani
>>109367985why would Ani say this? >>109367922
>>109368010>unnecessary sarcasm>subtly makes it about himself (narcissism) >trannyani is too dumb to mask his posting style
>>109368045Can you explain? I am very confused. The post you failed to reply to properly is talking about artistic gens itt making people mad. What does that have to do with Ani?
>>109368080no need to be confused. i've already made myself clear. if you struggle to understand what i'm saying then that's your problem
>>109368108can you verify what post you didn't quote properly newfag?
>>109365607I will never understand why anyone would go out of their way to AI generate selfie pics of yet another attention whoring insta thot with that entitled "sub to my only fans" look on her face. AI finally gives you the power to look at girls in settings that don't reek of narcissism and self-promotion, and yet people just generate more of the exact same shit you can find en masse on social media
>>109368170NTA and no sarcasm here, I'd sincerely love to see your less whorey girls anon
>>109368123you seem to only know one method of trolling, which is acting like a complete retard. boring.learn to switch it up a little
wow i just trained a wan motion lora at only 264 steps it's usable.
>>109368183I am not here to entertain you.
can we trade carjack for ani? the schizo meltdowns used to be funny but it's just annoying now
>>109368253everyone knows about your samefagging lil bro>Maintain Thread Qualityhttps://rentry.org/animanon
>>109368181
>>109367048>This image is likely realobviously
>>109368402cute, thanks for the 1girl
>>109367615It's the AI captioning that's been so prevalent since DALLE 3 days, dilutes what the model understands and confuses 3D/CGI for realism, a painting or drawing. The most sovlful models are still those captioned by hand or meticulously curated and checked to ensure that the captions are accurate.
>>109368609That, plus the distillation of course. DALLE 3 was a distilled model, you could tell from the plasticky skin on realism gens (even worse than Flux).
More Flux 3https://xcancel.com/dreamingtulpa/status/2081008781870198975#mKek this is so good. I wonder if BFL are rewriting prompts or if Flux 3 really understands the vague prompts (like how a multimodel model thinks and understands text).https://xcancel.com/junwatu/status/2080897935244759109#m
>>109368671Also animals humping each other is not yet censored. That's interesting, so it understands humping at least. We'll see if that stands by release date
>>109368411party on garth
>>109368671what so offensive about ai video slop is how much of your time it wastes. i you look at an image instantly and it only wastes like 200ms. but unfunny ai reddit trash is so egregious and immoral
>>109368671you can prompt ltx to waffle about a general topic and it's just nonsense babble
>>109368688Don't care, I just enjoy the model's outputs and it will quickly be game changing once it releases (assuming it's not completely out of reach for local like Kimi K3)https://xcancel.com/HBCoop_/status/2081017422073729425#m
>>109368709thats cool is this krea?
>>109368671>I wonder if BFL are rewriting promptsThere is 0 chance the video model would come up with that without a prompt rewrite, we're just not there yet
https://xcancel.com/junwatu/status/2080868957079441592#mKino
>>109368713>assuming it's not completely out of reach for local like Kimi K3it will be out of reach for local AND distilled/quantized to shit, it will output nothing close to what you're seeing from the API
>>109368749Idk anon, they could have a hybrid LLM text encoder that "thinks" and arranges the video based on what the user prompted. If it's prompt rewrite, why don't they let people turn it off? They're testing it after all
its uphttps://huggingface.co/Comfy-Org/Mage-Flow
>>109368791that's just prompt rewriting but with words you don't understand the meaning of thrown in
>ctrl+f "ideogram" in the past 4 threads>0 resultsdid ideogram already get surpassed as the best general realism or what?
>>109368805I posted a couple ideogram images in this very thread
>>109368805it can be the best but if it takes 2 minutes for the average localfag to gen a 1MP image it will never catch on
>>109368724Yes sir.>>109368730This one's interesting, I like it.
>>109368805do we have to shill every thread?
>>109368805I would, but I can't into its prompting/workflow. If an Ideogram anon will kindly share his, I'll take a look.
This took me weeks to make.Hope you guys appreciate it.https://github.com/sjh9714/awesome-krea-2
>>109367880>>109367910>>109368730>>109368825Can you please make softcore porn? :(
>>109368872I'm fapping to it anyway
I upgraded from 12GB VRAM to 24GB.Aside from being able to run Flux Klein 9B at a higher quant now for planning my kitchen renovation, what other models does this unlock for me at good speeds? I never really looked into video generation for example because as a VRAMlet I figured it was out of my reach anyway.
>>109368870Genius.
>>109368872I could.
>>109368888You could run LTX 2.3, it's not great though.
>>109368798When will this be supported in AniStudio?
>>109368940Why would anyone care? AniStudio has exactly one user: its creator.
>>109368940https://github.com/leejet/stable-diffusion.cpp/pull/1808three days ago
>>109368960lejeet
