Kinoisseur Are In Control EditionDiscussion and Development of Local Image, Video, and Audio ModelsPrevious: >>109870612https://rentry.org/ldg-lazy-getting-started-guide>UIComfyUI: https://github.com/comfyanonymous/ComfyUISwarmUI: https://github.com/mcmonkeyprojects/SwarmUISDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineageWan2GP: https://github.com/deepbeepmeep/Wan2GPNeural-Pixel (sd.cpp): https://github.com/Luiz-Alcantara/Neural-Pixel>Checkpoints, LoRAs, & Upscalershttps://huggingface.co/modelshttps://huggingbay.xyzhttps://civitai.comhttps://civitaiarchive.comhttps://openmodeldb.info>Tuninghttps://github.com/spacepxl/demystifying-sd-finetuninghttps://github.com/ostris/ai-toolkithttps://github.com/Nerogar/OneTrainerhttps://github.com/tdrussell/diffusion-pipehttps://github.com/kohya-ss/sd-scriptshttps://github.com/kohya-ss/musubi-tuner>Qwen Image 2.1https://huggingface.co/Qwen/Qwen-Image-2.1>Minimax H3https://huggingface.co/Comfy-Org/MiniMax-H3>Krea 2https://huggingface.co/krea/Krea-2-Rawhttps://huggingface.co/krea/Krea-2-Turbohttps://lumenastrum.github.io/clio-style-preview/gallery/>Animahttps://huggingface.co/circlestone-labs/Animahttps://tagexplorer.github.io/https://animadex.net>Kleinhttps://huggingface.co/collections/black-forest-labs/flux2>MiscShare Metadata: https://catbox.moe | https://litterbox.catbox.moe/Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusionArchive: https://rentry.org/sdg-linkCollage: https://rentry.org/neo_collage>Neighbors>>>/aco/csdg>>>/b/degen>>>/gif/vdg>>>/d/ddg>>>/e/edg>>>/h/hdg>>>/trash/slop>>>/vt/vtai>>>/u/udg>Local Text>>>/g/lmg>Maintain Thread Qualityhttps://rentry.org/debohttps://rentry.org/animanon
>mfw Resource news09/21/2026>Qwen-Image-2.1: Compact, Efficient, and Unified Image Creationhttps://qwen.ai/blog?id=qwen-image-2.1>Qwen Image 2.1 Prompt Enhancer — ComfyUI Custom Nodehttps://github.com/benjiyaya/ComfyUI-Qwen-Image-2.1-Prompt-Enhancer>Qwen-Image 2.1: ComfyUI Repackhttps://huggingface.co/Comfy-Org/Qwen-Image-2.1>Qwen-Image-2.1 GGUF quantized files https://huggingface.co/leejet/Qwen-Image-2.1-GGUF>Spectrum for Qwen2.1 (>2x Speedup on a 3060 12gb)https://github.com/awdqwdasdg/Comfyui-Spectrum-Qwen2.1>Supra2-IMG: Text-To-Image • 100M Parametershttps://huggingface.co/SupraLabs/Supra2-IMG>IntBMoE: Integrating Block-Level Conditioning into Expert Composition for Full-Participation Mixture-of-Expertshttps://github.com/AMAP-ML/DreamX-Rec>Adaptive Color Gradinghttps://github.com/SamsungLabs/adaptive-color-grading>Edit-VAR: Taming Visual Autoregressive Model for Precise Video Editinghttps://chongbozhao3-coder.github.io/Edit-VAR>DRT: Dense Reasoning Trace for Efficient and Grounded Multimodal Reasoninghttps://github.com/HIT-leaderone/DRT>comfyui-obvpm-timeline: Extend, Prepend, Bridge, Cut, Loop & Upscalehttps://github.com/chanon/comfyui-obvpm-timeline09/19/2026>HyperFlow: Video Rebirth's 8-step LoRA for MiniMax-H3https://github.com/Saganaki22/ComfyUI-Hyperflow>HyperFlow 8-Step LoRAs ComfyUI Conversionshttps://huggingface.co/drbaph/MiniMax-H3-Turbo-Lora-ComfyUI#update--hyperflow-8-step-loras>Day-0 Sol Engine + Sol-Attn for HyperFlowhttps://github.com/NVlabs/Sana/tree/sol-engine/models/minimax_h3/HyperFlow>Local Dream v3.0.0-alpha.1https://github.com/xororz/local-dream/releases/tag/v3.0.0-alpha.1>ComfyUI-NodeSnapshots: 2-3x your frontend FPS with cachinghttps://github.com/SparknightLLC/ComfyUI-NodeSnapshots>Almost 86% of Japanese game developers are using AI in their workflows, up from 51% in 2025https://www.techspot.com/news/113892-nearly-86-japanese-game-developers-using-generative-ai.html
>mfw Research news09/21/2026>CompAdapt: Adaptable Composite Motion Modeling for Physics-Consistent Text-to-Video Generationhttps://makapic.github.io/CompAdapt>4DGS-Fixer: Generative Sparse-View 4D Gaussian Splatting with Iterative Refinement Guided by Video Diffusion Priorshttps://arxiv.org/abs/2609.21176>The Weight Is Over - Interactive Diffusion on Consumer GPUshttps://arxiv.org/abs/2609.21849>OnomatoBridge: Onomatopoeia Translation and Rendering Pipeline in Mangahttps://arxiv.org/abs/2609.21199>OmniVBench: A Benchmark and Large-Scale Dataset for Omni Reference-to-Video Generationhttps://arxiv.org/abs/2609.22069>SafeStyle: Calibrated Style Residual Injection for Controllable Style-Leakage Trade-off in Diffusion Stylizationhttps://arxiv.org/abs/2609.21242>Geometry-Aware Diffusion Guidance via Curvature-Adaptive Tubular Correctionhttps://arxiv.org/abs/2609.21251>Quantization-Aware Kalman Estimation for Diffusion Samplinghttps://arxiv.org/abs/2609.21407>TierKV: Long-Context On-Device LLMs via Predictive Multi-Tier KV Cachinghttps://arxiv.org/abs/2609.21172>Fragment-Aware Vision Transformers for Fresco-Fragment Style Classificationhttps://arxiv.org/abs/2609.21012>MemeTAG: Keyword-Driven Meme Classification through Tag Embedding Reconstructionhttps://arxiv.org/abs/2609.20962>SkillIR: Evolving Scene-Aware Skills for Agentic Image Restorationhttps://arxiv.org/abs/2609.21468
I hope they "ban" AI like they ban drugs so it becomes even more underground and even more cooler
>>109876712But do I have to buy an RTX Pro to run Chinese LLMs locally because Grok went to shit? Legit considering it, I barely have any savings too
>finally get around to qwen 2.1>didnt save anons good non default qwen workflow kill me
>>109876700>>109876703traitor
>>109876768I'm just here to post the news and cool gens. I don't care about the schizo shit-flinging
>>109876787you should if you care about those who you post news and cool gens for
Blessed thread of frenship
>>109876797if you're implying that I'm choosing one thread over another, I post in whichever threads I can. both todays ldg threads were put up at 5am, so I missed them
>>109876821yes, you should post here >>109876759 instead
>>109876832I typically avoid posting the news if I can't get it near the top
>>109876845post images then
*yawn*
>>109876692We already have a thread up. Why did you bake this?
this general is so dead and you niggas still want to split thread
>>109876775
Continue to cry
>come back to thread months later because of qwen 2.1>still the same schizobabbleI love how unmoderated this website is, enjoy the shitshow 4channers
>>109877013>qwen 2.1What do you think of it?
>>109877023only reason to use is if you cannot run a larger model
>>109877053very cool
>>109877078ty
>>109877107how come the text is so good?
Can someone redpill me on the new qwen image? Is it worth using over Klein?
>>109877184it has no Turbo version and is pretty slopped
>>109877184For editing, I don't think so. It's too hestitant to change anything. It barely reacts to prompts. For text to image I haven't tested it yet, I am a lot more into using reference images and doing edits these days
do any models know skibidi toilet? we need to appeal to the new generation
>>109877184the vae is the most annoying but unsurprising flaw
>>109877204>The first episode of Skibidi Toilet was released on February 7, 2023.so you're trying to target 10 year olds?
>>109877184Change the default cfg, sampler, scheduler, and use negatives.
>>109877184People keep saying it's uncensored, but all I see are eldritch monstersSure, it's not out right refuse to draw vagene and birds, but the moment you want it to be little more "spicy", it output literal slop
>>109877246us skibidi toilet fans are older than that, unc
MiniConstruct here.Still grinding away at maintaining consistency between gens. I think it's pretty good now.
>>109877347did you add the proper clip extensions? i remember seeing obvious seams in your other older videos
>>109877369I'm using pure latents:https://github.com/pmhaidn/ComfyUI-Minimax-H3-Extender>Uses MiniMax H3 Load AV Latent to reload the exact sampled .safetensors latent. Bypasses lossy VAE decode/encode roundtrips for maximum fidelity, lossless motion guidance, and perfectly phase-locked sound.Works really well, as shown from >>109877347 (the transition is around the 9 second mark). Much better than my previous idea of copying the tail of <Video 1> into the start of generation 2.So MiniConstruct now depends on an exported workflow(API) using these custom nodes.You can also record multiple takes, and select a take you wish to be used in the continuity chain.
>nigger bake againit's all so tiresome
>>109877397i notice a little flash at the continuation point, but it's still better than before
why have you not switched yet, goy?
>>109877493It's not working, ani.
remember when anon said text heavy and reasoning gens requires an autoregressive model
>>109877462The model is barely an improvement over 2.3 and very far behind Minimax H3.
>>109877508>and very far behind Minimax H3what does it fail to do?
>>109877072is it really not as good as 2512?
>>109876692Qwen dont understand what left and right is.Shit model
>>109877542it cant gen clinton and drumpfman?
qwen good you spoiled
>>109877514This.
>>109877674oy vey, generating text is antisemitic
don't lie anon, u know u would. i'll bet it grips like a yeti
>>109877792grips that fork, never letting go
Whats with minimax and their love with talking gibberish ?? Even LTX dont do that shit
I saw qwen 2.1 can do an alpha channel but I clearly missed out on how that was done. Can anyone point me in the right direction?
Anyone ever just sit back and sort of pause in awe at how lucky we are to get minimax?
testing Prompt enhancer
>>109877998Its still fucking shit. Seedance is still better
if I cant run minimax h3, would I be able to run wan video 2.1?
>>109877998Wouldn't call it luck, but it definitely gave me some hope for local video generation being able to improve drastically. LTX was kind of a mixed bag. Audio and speed were nice, but image quality took a step back.
>>109878058I'd say Wan is way heavier on compute for what you're getting.
>>109878068After realising LTX 2.5 is even more censored than 2.3 im not sure i want LTX 3
>>109878087I see, last time I tried, wan at least tried, then crashed, h3 just crashes so, i guess im out of video for nowhow heavy is AI music local?
>>109878093censored how?
>>109878098Oh, I don't have the autism for music. You have to be waaaaaaay down the spectrum for all that shit.
>>109877998Its an improvement but its not an endgame local video gen.For example minimax is tend to adding a gibberish voice
>>109878116>For example minimax is tend to adding a gibberish voiceI have never had this issue when I follow the actual prompting guide. I've only seen this happen when I add vague allusions to talking.
>>109878120I did follow the prompting guide and its still talking.Worse if your character is anime or japanese. They overtrained the speech on those type of characters
Do models leave some sort of invisible watermark on their work?
I'm using minimax h3 to replace someone in a video with someone elseI've done this several times before with no issues but with the current combination the output is ALWAYS minimax using the picture of the replacing person as the base for the video instead of the actual original videono it's not porn however this is the first time I'm using a famous personcould this be happening because of copyright restrictions or some shit?
>>109878114G E M M A
>>109878136anon did a text to video test to see how much copyrighted content it knows, and it knows a lot. the chinks don't care about copyright
>>109878144Hold up. We don't know the early life section of the person anon is trying to edit in.
>>109877792Omg lumi :3333*headpats you*
>>109878158This is an anonymous imageboard. Why are you fellating a namefag?
>>109878170Reacting to a post dripping with irony and sarcasm like that with absolutely sincerity and outrage is a strong indicator of real autism.
>>109878136Try a smaller output resolution first. When there are too many tokens, H3 tends to do random shitSwapping people in video is not very consistent unless you use SAM3 to mark thembetter prompt can fix but not reliable
>>109878177Glad we are on the same page.
>Failed >Failed >Failed >Failed I waste my lifetime for this. Should i sell my house so i can buy H100 ?
>>109878194how much does each failure cost you?
Why does this qwen keep adding skin pores, body hair, when i ask for realism?
>>109878227Real. Women. Have. HairGet over it, incel.
>>109878180increased the resolution of the original video, that worked, thanks
>https://huggingface.co/alibaba-pai/MiniMax-H3-Fun-Controlnet-Union-2.0cool
>>109878250>Fun-ControlnetIs fun like Chinese for shit? Because these always turn out bad.
>>109878250I have yet to see someone use this.Probably good for cloning the same video with different settings, but it get bored too.Maybe it allows local to do that yung lean video.
>catjak spam reported cozy bread from xis proxies againI'm so fucking tired of this nigger's antics.
>>109878365You really sound schizophrenicAre there "people" screaming at you in your head?No one cares about shitbakes, juliens bakes never survive and never did in the past
>>109878375It literally was the more cozy bake with people discussing diffusion instead of engaging in this retarded nigger's drama. Go on, explain how the rentries are on-topic for /ldg/.
>>109877998no my gpu is busy 24/7 third of that time is minimaxthere are so many things to try no time to sit or pause
>>109878402Why don't you just leave then? You're free to fuck off
>>109878375who's "julien"? your bull?
>>109878410>just let the invading schizo nigger shit up your threads and go back to your cuck corner broNo. I will fight back.
Does anyone know what's happening with Kroma?
It was distilled from GPT, the style is unmistakable.But I like it
>>109878365not a big dealhis meltdown worth it
>>109878499Bro, nigger's melting down every day anyway. I just wish we could get rid of his presence here.
What if we just prefer catjak over Ani?
>>109878365>>109878402>>109878420>>109878499Your dogshit thread was archived because no one wanted to post in it, Julien>>109870625
>>109878531mods sometimes archive threads that get spam reported you dumb nigger
>>109878546sounds to me like no one bumped your thread while you were sleeping
Kinoisseurs truly are in control :^)
>>109878554wasn't my thread retard
>Claims someone is ban evading>Gets banned daily for using racial slurs>Evades his ban to do it againHave you tried not coming off as mentally ill and doing the thing you accuse others of so flagrantly?
>>109878563sure, sure
Unironically how do we get rid of Catjak and her spam?
>>109878570By hanging Julien with a noose, of course
Why is he surprised over anons posting in the real thread and not his cope thread?He was copying post from the real thread, does he think we're as stupid and mentally ill as he is?
>>109877326>>109877855laughable little monkey
>>109877427Nice gen
>>109878576>>109878598>>109878566>>109878555Local diffusion?
>>109878528I wish we could get rid of anyone giving this stupid drama any air.
>>109878642spamming the same cope to no success? Fuck off you annoying repetitive faggot. Nobody wants you here you're a annoying cum guzzling pest.
wait so it archived an hour ago and no one said anything, but now there's suddenly a bunch of angry posts? did the trooncord get notified or is it just one guy spamming this thread?
>>109878666Julien just woke up>>109878662>>109878665Your dogshit wrapper is a failure and no pathetic attempts at shilling it are gonna change that
>>109878133Just your name and SSN get embedded.
>>109878666Ani wakes up from his drunken slumber exclusively to seethe over the state of his reputation. He has had the biggest fall from grace of any poster on this board at this point. He will claim it's not him but you can see the same posting style in the rentry that includes his avatar (against the rules) post getting deleted at the same time. He's mentally unstable and has burned his life to the ground over a fucking 4chan thread of all places.He now seethes over one anon because he's still triggered by a fat black dude that worked at a comic book shop he used to go to.His cope image for his boogeyman looks just like that guy same build included just in troon colors.
>>109878692For those wonderinghttps://youtu.be/CB9KNh2xLJc?si=A0_ZXZN3fzxbOJrc&t=52Also it is not doxxing this is a public video this retard decided to include his full fucking name behind.
>>109878692>>109878703probably one of the most insane cases of "rent-free" i have ever seenthis amounts to stalking
>>109878716Remember to mention your "singular schizo anon theory" because it can't be that you're a lolcow and everyone makes fun of you "anon"
>>109878716I know he stalks his nemisis daily and seethes about him. This guy really needs help and to log off the internet.Comfy was wise to keep him far the fuck away.
>>109878675I am now apparently someone who made some dog shit wrapper, because I'm tired of this stupid shit in every other thread.
>>109878716yeah Julien really has developed some psychotic obsessions
>>109878731catjak sees ani in any post xhe dislikes. please understand, xhe is a disabled mentally ill nigger and suffers from paranoid schizophrenia
It would be hilarious if that was the guy who calls him human garbage back then because he had to deal with this sperg constantly on the clock. Ani was too fucking autistic to realize they were insulting him in that video and that he still has the same negative trait now.
>>109878731Sorry, meant to quote the post above yours
>>109878746I think the retard that doxed himself and then openly post embarrassing and alienating things that ruin career prospects that link to both his GitHub, one man show org and his government name is a severe form of mental illness.
I'm cooking the perfect gen to summarize this stupidity
