Discussion and Development of Local Image, Video, and Music Models and SoftwarePrevious: >>109388421https://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
gm saars
>mfw Resource news07/27/2026>Spectral Prior for Reducing Exposure Bias in Diffusion Modelshttps://github.com/SonyResearch/SPA>Twins: Learn to Predict Unified Representations with Focal Losshttps://github.com/Tencent-Hunyuan/Twins>TRELLIS.2 INT8 ConvRot for AMD ROCmhttps://github.com/DrBearJew/trellis2-convrot-rocm>Fooocus Advanced: Updated Fooocus with some new and modern changeshttps://github.com/micha42-dot/Fooocus_Advanced>Prompt Manager — ComfyUI Custom Nodehttps://github.com/Fictiverse/ComfyUI_Prompt_Manager>Cosmos3-Super-Image2Video-4Stephttps://huggingface.co/nvidia/Cosmos3-Super-Image2Video-4Step07/26/2026>Prompt Architect Pro: Uses local Ollama LLMs to analyze raw texts and imageshttps://github.com/lololerigolo60/Prompt-architect07/25/2026>Aozora Trainer: Memory-efficient fine-tuning toolkit for SDXL and ANIMAhttps://github.com/Hysocs/Aozora_Trainer>Mage-Flow repackaged model files for ComfyUIhttps://huggingface.co/Comfy-Org/Mage-Flow>LoRA Dataset Studio: one-tab workbench for the whole LoRA lifecyclehttps://github.com/perfectgf/lora-dataset-studio#everything-it-does>Open Letter: Open Weights and American AI Leadershiphttps://www.microsoft.com/en-us/corporate-responsibility/topics/open-weight07/24/2026>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
>mfw Research news07/27/2026>Closing the Loop: Training-Free Revisit Consistency for Autoregressive Generative Renderinghttps://wenchao-m.github.io/ClosetheLoop.github.io>TRaM-VSR: Importance-Aware Token Routing and Merging for One-Step Diffusion Video Super-Resolutionhttps://arxiv.org/abs/2607.22231>InnoText: A Unified Model for Visual Text Generation and Editinghttps://arxiv.org/abs/2607.22101>Oxygen-TryOn: Fashion-Native Foundation Model for Any-item Virtual Try-Onhttps://arxiv.org/abs/2607.21694>Rethinking Layer-Wise Information Allocation for Vision Foundation Model Adaptationhttps://arxiv.org/abs/2607.21973>Correlation-Aware and Gaussianity-Preserving Robust Latent Angular Watermarking for Diffusion Modelshttps://arxiv.org/abs/2607.22386>FAIR: Feature-Augmented Implicit Regularization for AI-generated Fake Image Detectionhttps://arxiv.org/abs/2607.22087>Small Vision-Language Models Know When They Are Wrong But Cannot Say So: A Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradationhttps://arxiv.org/abs/2607.22034>Gemma 4 Technical Reporthttps://arxiv.org/abs/2607.02770
This is the one
Blessed thread of frenship
regarding ace step, if you're using STORK 4, you may find pretty massive cfg to work.I have found cfg=22 to benefit instrumental parts, still on the fence as to what happens to vocals.
I'm having loads of fun with "lm understand".You can absolutely get a huge boost to your game using this. You have to umok first the way I do it is I do a gen with my good settings. Let's call it "burner song A"like you download yt music to mp3, or use your method of choice.bring it into acestepyou use the dropdown on the song and pick "lm understand"it will do its thing and then you will get the prompt, that's what you want. copied to your clipboard.then use the menu on burner song A and pick edit promptthen you need to clear out the seed under flow match parameters. just make it -1then replace the prompt with the one in the clipboard & gen away. (you may have to adjust length if the style has changed a lot).
anon?
>>109390413The hell are you talking about man
>>109390435>Discussion and Development of Local Image, Video, and Music Models and Software>musicace step 1.5 XL Base is an ai music model. You can use Ace Step cpp to gen with it, and it has Vulkan build support.Not everything is your boss krea.
>>109390447Maybe give a little context to your info dump next time
cozy breas
>>109390455sorry.
>>109390455and it's like a thing that goes back to the old ace step, reeeeally high cfg and lcm would occasionally produce great results, barely, very briefly. I still don't know why. cfg with ace step is <> cfg with image gen.
>>109390464btw it says notorious big, but it's like... I don't change what the text says in the song title.for whatever reason lm understand puts the song title in there, which is silly, you're just borrowing the STYLE.
post your gens that make you do a slight smirk and whisper "based..." while nodding your head
>>109390488this one makes does that for me, but only because the prompt for the gen was>The photograph features a Korean woman with striking, curly white hair that radiates outward in wild, spiky tendrils. Her face is pale and expressionless, with closed eyes and slightly parted lips. >She wears a dress with long-sleeved zebra-print fabric on the arms, transitioning into a voluminous, white tulle skirt that creates a soft, ethereal texture.
Other thread has schizo energy.This is the cozy bread.
>>109390488catbox is down again unfortunately
>>109390525based...
>>109390488https://files.catbox.moe/a8kwr4.jpghttps://files.catbox.moe/6eoq36.jpg
>>109390413Yeah, I've done that sometimes to get prompts, but I've found Gemini Flash is more accurate than the audio scanning feature so I just use OpenRouter. Btw if you want to capture the vibe of a song you can just ask Gemini, no need to even import the song into it (the prompt it will give you likely will come close).ACEStep Turbo/Base merge can do interesting stuff with bass out of the boxhttps://vocaroo.com/16ojvXCw53NZ
>>1093905801 girl on the piano with the cordialthere, already better than 99.99999% of kreap.
the kinoplex is over capacity
>>109390488>do a slight smirk and whisper "based..." while nodding your headI have never done this
Bump
catbox down?
>not a single catbox sharedWhat's even the point?
>>109391476omg is that... le asian goddess!?
>>109391592I don't know, is it?
do people avoid sharing catboxes because their workflows rely on custom nodes (and sometimes personal loras) that wouldn't work on anyone else's machine?
sharing is retardedimagine having all work getting done for you when the fun part is getting there
>>109392008If you are unable to use the default example workflows...>>109392022What work? You have never worked in your life if you think that creating AI image is 'work'.
>esl tard
>>109392030Cry more faggot. English is my third language. You barely know one. At least I don't squat here 24/7 like you do.
do yourself a favor and post the question and my answer into a LLM so it can translate it to pt-BR for you in a way a 5th grader would understand, retarded esl shitskin
Please sers, .NO more fighting Only good Vibes.
>>109392008>i just want to gen without thinking about ituse the default workflow.>my workflow is shit and i don't know how to get better resultspost your workflow and people will help you sort it out.
>>109392072benchod
>still no news about local flux 3i guess this flux is a new api kek, as expected
>>109392497they're busy letting kekstone and the rest of the useful idiots safety test it first
As always, I’m speechless at just how incompetent Western nerds are.If we had Russians or Chinese here, wouldn’t we already have a platform where you could trade datasets for GPU power?You’re an anime pleb with 8 GB and 60 datasets on characters? You like Krea2? I’ve got the GPU, you’ve got the dataset. Win-winBut the faggots here think the 8th trainer or the 567th prompt tool is what the community needs.In 5 fucking years, I’ve only seen a single community project, and that was back at the start of SD 1.5 - and it failed because the global press went crazy over it. After that, absolutely nothing.
>mfw IL has better image quality and generations than Anima
>>109392584better start learning mandarin, if you're serious that is
>>109392584civitai can do exactly what you're proposing with the buzz system
>>109392584>If we had Russians or Chinese hereok, they're not here but they're there, so why doesn't this exist for them yet either? the last relevant thing china did was noobai, and that was 2 years ago. if they were competent, we'd have a krea 2 finetune in the works
>>109392584Obviously all the nons are sapping our energy.>>109392588>score_9, score_8Do Anima tards really?
>>109392588i don't see the appeal for anima whatsoever. the model is a janky mess and the shitmixes are far worst than what's available for illustrious on civitai.>>109392584what ai models are russians even making or using? do they even have ai labs and devs over there?
>>109392667Good to see you again!!
Anima is a lot more fun than Krea2 just because of the better gen speed. I'd probably go with Krea2 if I had a better GPU.I've said it before but it's like 30-50 seconds is decent and then 60+ seconds starts to feel painful and unfun.I'm trying to maintain a boner here while I browse this thread briefly before getting back to my gens.
Why ani is spite baking?
>>109392789never left. working a bonquet (blue dragon) lora for krea2. really wish someone would be based enough to do all the rayman nymph fairies character loras for krea2.
>>109392925he's trying to fud krea just because a popular workflow includes anima, and that really upsets him
>>109392584>platform where you could trade datasets for GPU powerbecause good datasets are valuable, and people would probably make slop datasets to trade.and for those that have a good dataset, what gpu power would they really need? having a mid-high range gaming gpu is enough to train and gen everything at ok speed, and for any larger training renting shit online is pretty cheap as well for 1 training session
>>109393108this. it's cheaper in the long run to rent a pro 6000 than to buy one if you need a big gpu for some reason
>>109392466As a ZITGOD I do want to say that Krea does seem to be sota for capturing character likeness in LoRAs at least.What training tool/config did you use?
>>109390216>>109390224thanks!
least obvious samefag
>>109393134You're not a ZITChad if you say that, CHUD
>>109392584We have 4 or 5 Russians here.
>>109393172And we're all ZITChads. No Krea 2 fags are Russians.
nice skin noise kek
>>109392667Can you unhide your youtube videos so we can all laugh and make fun of you again, sasori?
still dont see why 'anon' is trying to compare krea2 and anima when the models serve completely different purposes. doesnt matter if krea2 can do anime style illustrations as long as it doesnt know danbooru
>>109393172>russiansnah this place is reddit from the amount of safehorny 1girl feet spam
>ignores all other gens>only focuses on the ones that have feetcloseted footfag confirmed
>>109393296Perhaps he doesn't understand that specialized models will always beat generalist models at the thing they specialize for
>>109393458You're saying jack of all trades master of none is fake?
Is Krea 2 dead yet? Is ZIT the dominant force in AI today?
>>109393289i don't intend in unhiding any of them especially in the age of ai moderation of retroactively nuking youtube videos. Not sure why you found those old videos of my younger autistic self amusing to begin with. It's a dead channel like many other dead channels i remember being subscribed to in my young zoomer teenage days. I don't intend be turned into a lolcow for schizos and spergs on these threads. The Internet and youtube back then was a lot more fun and welcoming to post content. Many youths around my age at the time were inspired by cobermani456 to start a youtube channel and post lets play content. Shame to see what has become of cobi and his mental decline especially after etika's death. Don't want to end up like him.>>109393441what about kandinsky labs?https://huggingface.co/kandinskylabhttps://github.com/kandinskylab
>>109393513Interesting notion. My only point is right now the newest big generalist model doesn't replace the specialized anime model we already have. Only time will tell if we'll ever stop needing one anime model and another for everything else.
>tfw nochekaiser881 is now fully embracing krea2 and making anime character loras for it.krea2 is finally picking of steam :)
>>109393417>specialized models will always beat generalist modelsi mean ai itself disproves this as its a generalist thing that beats many specialized tools.but yes, currently specialized models are better than generalist models, mostly because the generalists are not good enough. but once we have proper models that start generalizing across domains in a better way, it will be better than any specialist.for example if we were to finally have a native multimodal image gen model with great language and image understanding, that would aid it in making better images.
tfw literal who
>>109392008ego's massive, massive ego's
>>109392008yeah i don't want anyone else to use my lora of my pp
>>109392008They've never felt the joy of sharing a catbox with metadata and then days later seeing anon reshare it like "an anon posted this really good one awhile ago try it out it worked for me" A single roach grifter named Furk stoled and then paywalled anons training settings nearly two years ago and ever since anons been schizo about it
>>109393614Why make separate lora for every single character? You could fit all Bleach characters in one
>>109393724Because Krea 2 can't stack loras.ZIT can
>>109393732this makes no sense in this context
>>109393740Yes, it does. You can't stack multiple loras. That's why he's putting them out one by one. He's hindered by Krea 2's faggotry.
>>109393753>you can't stack multiple loras that's why he is releasing them one by one so you have to stack themyour stupidity knows no bounds
>>109393763You're just jealous because Krea 2 can't do porn
>>109393740if you didnt realize ur talking to a troll namefag falseflagger
>>109392008It be like that sometimes.
>>109393770>falseflaggernow THAT is a falseflag
>>109393785im not posing as anyone else, you dont seem to know what falseflag even is, "ZitChad" falseflagging retard
>>109393795confirmed
>>109393724all in one multiple characters lora packs are always bad and details either bleed or are inadequate per character tag. almost if not all of them are lazily done, terribly captioned and rushed out unbaked slop.
>>109393770Lies. I'm just a ZITGod looking to try to get Krea 2 BANNED for being a shit SFW model
>>109393821Sounds perfect for Krea 2 then.
>>109393821>all in one multiple characters lora packs are always bad>almost if not all of them are lazily donehmmmmmmmmmmmmm
>>109393845Sounds like a Krea 2 skill issue to me.
>>109393655If it's cute please share itThere's a sever lack of cute pp loras
Saars.
>>109393852I agree brother. Fucking shit.
>>109393645Ego's what? What does he have that's so massive?
>>109393858Krea 2 is saved
woke up from a 2 week coma, has SDXL been dethroned yet
>>109393920Yes. By ZIT. In November
>>109393920we went back to SD1.4
