Some Kind of Prodigy or Something EditionDiscussion of Free and Open Source Diffusion ModelsPrev: >>108282769https://rentry.org/ldg-lazy-getting-started-guide>UIComfyUI: https://github.com/comfyanonymous/ComfyUISwarmUI: https://github.com/mcmonkeyprojects/SwarmUIre/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneoSD.Next: https://github.com/vladmandic/sdnextWan2GP: https://github.com/deepbeepmeep/Wan2GP>Checkpoints, LoRAs, Upscalers, & Workflowshttps://civitai.comhttps://civitaiarchive.com/https://openmodeldb.infohttps://openart.ai/workflows>Tuninghttps://github.com/spacepxl/demystifying-sd-finetuninghttps://github.com/ostris/ai-toolkithttps://github.com/Nerogar/OneTrainerhttps://github.com/kohya-ss/musubi-tunerhttps://github.com/tdrussell/diffusion-pipe>Zhttps://huggingface.co/Tongyi-MAI/Z-Imagehttps://huggingface.co/Tongyi-MAI/Z-Image-Turbo>Animahttps://huggingface.co/circlestone-labs/Animahttps://tagexplorer.github.io/>Kleinhttps://huggingface.co/collections/black-forest-labs/flux2>LTX-2https://huggingface.co/Lightricks/LTX-2>Wanhttps://github.com/Wan-Video/Wan2.2>Chromahttps://huggingface.co/lodestones/Chroma1-Basehttps://rentry.org/mvu52t46>Illustrioushttps://rentry.org/comfyui_guide_1girlhttps://tagexplorer.github.io/>MiscLocal Model Meta: https://rentry.org/localmodelsmetaShare Metadata: https://catbox.moe | https://litterbox.catbox.moe/GPU Benchmarks: https://chimolog.co/bto-gpu-stable-diffusion-specs/Img2Prompt: https://huggingface.co/spaces/fancyfeast/joy-caption-beta-oneTxt2Img Plugin: https://github.com/Acly/krita-ai-diffusionArchive: https://rentry.org/sdg-linkCollage: https://rentry.org/ldgcollage>Neighbors>>>/aco/csdg>>>/b/degen>>>/r/realistic+parody>>>/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
Blessed thread of frenship
ultra cozy breas
>>108286164>/caag/ - Crying About Avatarfags general
Forgive me for the dumb noob question. Anima uses the qwen text encoder instead of a CLIP text encoder like SDXL, right? Does that mean I shouldn't think of the booru tags being used like "tokens" like it was in SDXL? There was also a notion that newlines has slight differences with prompts. This is the one thing that confuses me with anime models trying to incorporate NL with booru tags, since NL also likes using commas to describe things, but commas were also how tags were separated.
>>108286214Use a mix of tags and natural language and you'll be fine.
>>108286214>Does that mean I shouldn't think of the booru tags being used like "tokens" like it was in SDXL?What do you mean by that?>There was also a notion that newlines has slight differences with prompts.That's plausible, I don't know though. Might not matter very much.
>>108286214They are still tokenized, but I don't believe they are split up into chunks of 75 tokens at a time (with tokens at the start having each chunk being stronger) like CLIP. Using a BREAK keyword to keep chunks separate from each other and control which tag gets the extra strength of being first in a chunk will not work.
>>108286214They are more sensitive, I use this https://github.com/1lch2/ComfyUI-AnimaPromptFormatter
Can someone share a XY comfy node worflow pweease? Denoise from 0.25 to 0.5 in steps of 0.05
Anyone done anything interesting lately? Build a custom node? Learnt a new technique? Optimized a workflow? Read a research paper on experimental AI models? Anything?
>>108286322i gooned
>>108285399>More Alibaba employees leavingwhat is goin on??
bye bye giant turd sloppa checkpoints
>>108286227>>108286230>>108286250>>108286299I guess the simplest way to put it is, I should treat it as prompting an LLM that's been trained on tags.>using BREAK doesn't work I figured that much. That was more of a SDXL hack.
>>108286330They signed with Ani news project
>>108286355>I should treat it as prompting an LLM that's been trained on tags.Mmm, Nyes
>>108286330local is dead
>>108286322In my way for 2 Klein 9b loras, wlop and nixeu.
>>108286330nobody knows. need a chinese insider to tell us what's going on.
Ani is recruiting people from Alibaba. Ani will deliver, trust the plan. It’s the end of Anima and Comfy. Ani has contacts around the local scene.
>>108286389also i’m downloading some scuffed artbooks from rutracker to see if i find something interesting for a dataset
https://huggingface.co/lodestones/Zeta-Chroma/
>>108286431>trained on 256x256nothingburger
the absolute state of local
>>108286407more like Ani has contacts around the pedophile scene.
>>108286431>Zero information of what it is, what it does, why I should use it or even example imagesk
>so many capable realistic models>none of them can do porn properlyWhy is everything getting blunt, boring and lame?
>>108286460it's WIP chud, don't need to show images they'll look like shit!
>>108286460It's a finetune of Z-Image made by Chroma dev(lodestones)
>>108286470>Why is everything getting blunt, boring and lame?when in doubt I blame the jews
>>108286470all the talent was bought out by google and bytedance.
>>108286476would it kill them to put preview/WIP somewhere? or some kind of meter to show training processinstead just dumping the model on huggingface with 0 descriptions and expecting people to keep up with their fucking discord to know what's going on
>>108286470not just porn, but they also don't know a lot of characters, and suck at styles, localkek models pure HR distilled product, boring, souless... grim :(
>>108286497>would it kill them to put preview/WIP somewhere?he did though
$25
>>108286506SDXL finetunes were the last kino.
>porn-brained anime-obsessed shut-ins have blown out their dope receptors
>mfw Resource news03/01/2026>Accelerating Masked Image Generation by Learning Latent Controlled Dynamicshttps://github.com/Kaiwen-Zhu/MIGM-Shortcut>Open-sourced a one-click ComfyUI setup for RTX 50-series on Windowshttps://github.com/hiroki-abe-58/ComfyUI-Win-Blackwell>stable-diffusion-webui-codex v0.2.0-alphahttps://github.com/sangoi-exe/stable-diffusion-webui-codex>ComfyUI SeedVR2 Tilerhttps://github.com/BacoHubo/ComfyUI_SeedVR2_Tiler02/28/2026>Anima 2B Style Explorerhttps://github.com/ThetaCursed/Anima-Style-Explorer>LoRWeB: Spanning the Visual Analogy Space with a Weight Basis of LoRAshttps://research.nvidia.com/labs/par/lorweb>Nexa - Your On-the-Go ComfyUI Companionhttps://github.com/Arif-salah/Nexa_comfyui>Z-Image-Turbo Controlnet Union 2.1 version 2602https://huggingface.co/alibaba-pai/Z-Image-Turbo-Fun-Controlnet-Union-2.1>FL PixelGen: Pixel-space diffusion text-to-image generation and LoRA training nodeshttps://github.com/filliptm/ComfyUI-FL-PixelGen>ComfyUI NKD Sigmas Curvehttps://github.com/Nekodificador/ComfyUI-NKD-Sigmas-Curve>Capable, Open, and Safe: Combating AI Misusehttps://bfl.ai/blog/capable-open-and-safe-combating-ai-misuse02/27/2026>WISER: Wider Search, Deeper Thinking, and Adaptive Fusion for Training-Free Zero-Shot Composed Image Retrievalhttps://github.com/Physicsmile/WISER>Aligning Few-Step Diffusion Models with Dense Reward Difference Learninghttps://github.com/ZiyiZhang27/sdpo>Huihui-Qwen3.5-27B-abliteratedhttps://huggingface.co/huihui-ai/Huihui-Qwen3.5-27B-abliterated>ComfyUI Yedp Action Directorhttps://github.com/yedp123/ComfyUI-Yedp-Action-Director>Nano Banana 2: Combining Pro capabilities with lightning-fast speedhttps://blog.google/innovation-and-ai/technology/ai/nano-banana-2>ComfyUI适配 FireRed-Image-Edit-1.0: general-purpose image editinghttps://huggingface.co/FireRedTeam/FireRed-Image-Edit-1.0-ComfyUI
>>108286544
>>108286544You're still not welcome thread schizoGo be a cripple somewhere else
>mfw Research news03/01/2026>Mode Seeking meets Mean Seeking for Fast Long Video Generationhttps://primecai.github.io/mmm>SwitchCraft: Training-Free Multi-Event Video Generation with Attention Controlshttps://arxiv.org/abs/2602.23956>Diffusion Probe: Generated Image Result Prediction Using CNN Probeshttps://arxiv.org/abs/2602.23783>SenCache: Accelerating Diffusion Model Inference via Sensitivity-Aware Cachinghttps://arxiv.org/abs/2602.24208>MSVBench: Towards Human-Level Evaluation of Multi-Shot Video Generationhttps://arxiv.org/abs/2602.23969>Enhancing Spatial Understanding in Image Generation via Reward Modelinghttps://dagroup-pku.github.io/SpatialT2I>DesignSense: A Human Preference Dataset and Reward Modeling Framework for Graphic Layout Generationhttps://arxiv.org/abs/2602.23438>Interpretable Debiasing of Vision-Language Models for Social Fairnesshttps://arxiv.org/abs/2602.24014>Venus: Benchmarking and Empowering Multimodal Large Language Models for Aesthetic Guidance and Croppinghttps://arxiv.org/abs/2602.23980>A Difference-in-Difference Approach to Detecting AI-Generated Imageshttps://arxiv.org/abs/2602.23732>Fixed Anchors Are Not Enough: Dynamic Retrieval and Persistent Homology for Dataset Distillationhttps://arxiv.org/abs/2602.24144>U-Mind: A Unified Framework for Real-Time Multimodal Interaction with Audiovisual Generationhttps://arxiv.org/abs/2602.23739>Joint Geometric and Trajectory Consistency Learning for One-Step Real-World Super-Resolutionhttps://arxiv.org/abs/2602.24240>NAU-QMUL: Utilizing BERT and CLIP for Multi-modal AI-Generated Image Detectionhttps://arxiv.org/abs/2602.23863>RAViT: Resolution-Adaptive Vision Transformerhttps://arxiv.org/abs/2602.24159>PixelRush: Ultra-Fast, Training-Free High-Resolution Image Generation via One-step Diffusionhttps://arxiv.org/abs/2602.12769>Diff-Aid: Inference-time Adaptive Interaction Denoising for Rectified T2I Generationhttps://arxiv.org/abs/2602.13585
>Qwen collapsed overnight>Wan sold out to ComfyAPI>Z flopped>Flux is licensekek goyware>LTX is shitwhat does local diffusion even have left at this point..? i didn't want to admit it, but it's seeming more and more like API won
>>108286544>>108286559go back to sdg you subhuman avatarfaghttps://rentry.org/debo
>>108286570Comfy made the right business move pivoting to API. Local is absolutely stagnant, just one look at CivitAI tells you all you need to know. Localkeks are still genning on SDXL while the rest of the world moves on with Nano Banana 2. It started with Dall-E, and everyone coped that 'local would catch up!', yet here we are 2 years later and not a single local model has as much balanced style/character/celeb knowledge as Dall-E did.
>>108286570API already won based purely on how unaffordable it has become to even do local. Entry level for doing local is now $2k~3k. Most people in their 20's don't have that kind of money to just drop on a hobby when rent is already $2k+.
>>108286570>it's seeming more and more like API wonSeedance 2.0 at home soon, wait for it goyim
>>108286544>>108286559Can you stop spamming? No one cares about unrelated papers, stuff that doesn't work anyway and the hidden malware
>>108286330It seems Alibaba fired Qwen's tech lead, the team is restructuring to be more product oriented and other people left the company as wellIt seems they are moving away from the opensource stuff sadly
>>108286570Was klein any good?
>>108286612His feelings are still hurt because he's old news. The student surpassed the master.
>>108286602LTX-2 sucks ass for porn. This is objectively true because WAN22 is still getting more NSFW loras than it, which makes no sense considering LTX is easier to train since it isn't MoE. Fuck that anon that tried to convince me it was worth using.
>>108286616>It seems they are moving away from the opensource stuff sadlyyeah, it's fucking grim, if we don't have Alibaba on our side anymore we're fucking cookedhttps://xcancel.com/cherry_cc12/status/2028869478105379248>I'm truly heartbroken. I know leaving wasn't your choice.https://xcancel.com/Xinyu2ML/status/2028867420501512580>Qwen delivered the best open-source models across sizes and modalities, for both academia and industry.>And the response? Replace the excellent leader with a non-core people from Google Gemini, driven by DAU metrics.
>t. doomer
>>108286640Seriously. Doomerism was hip and funny when I was 12 but now it's simply trite.
>>108286616AHAHAHAHAHA GET FUCKEDchinafaggots were the biggest retards in these threads, constantly shilling 'china number 1' despite the chinese selling out to saas faster than the west. was so sick of seeing those "china will make everything open source to spite the west and collapse big tech!" fantasy larp posts. local deserves nothing, and never has ever since emad pulled his sd3 shit
>>108286612I like the news
>>108286640The guy that's doom posting has nothing else going on in life. He wants you to feel as bad as he does when he post in his dead containment thread
>>108286640>i love sticking my head in the sand and pretending good things are happening. open source seedance in 2 more weeks!
Any new form of trolling today or is it the same as yesterday and the day before?
>>108286648>yaaay we won't get new cool local models anymorecome on anon, why are you celebrating that, without china we're fucking dead
why hasnt the doomer given up and left this thread if he thinks local is dead
>>108286647it's not doomerism when it's true, the core team that made qwen 3.5 have been fired, why would they do that, they made a great LLM series, people loved it
>>108286665chinese models were never good, they were always garbage and always have been since pixart. the only decent one was WAN and that was because it was trained in an era before synthetic video data existed.
>>108286672Oh no my giant benchmaxxed slopped models will no longer be created what will I ever do
>>108286652Ok nigbo, now fuck off to /s*g/
>>108286670His home thread moves at a snails pace and kept alive by equally disturbed posters
What other model would you use if z-image did not exist?
>>108286678>chinese models were never goodshut the fuck up, Z-image turbo is goated
>>108286672>why would they do thatcompanies need to make money to stay afloat. openAI is facing the same problem and will collapse on itself soon too. we call this the AI bubble. it's about to pop.
>sdxl is outdated slop>zitslop>qwen is benchmaxxed slop>fluxsloplocal is a joke, not even localkeks like their own models with how quickly they larp and pretend "i-it doesnt effect me!!"
uh oh cloudkek melty
>>108286678and yet western models are even worse
>grabbing random character loras>throwing them against a IL realistic merge>roll lewd prompts on them>enjoyThose where the times
Absolute Comfy API victory. Looking forward to future Qwen releases on the API. Thank you China, your API models help push competitors prices down. It's thanks to SeeDance 2 that Sora 3 prices will be cheaper. With API, we all win
no one here lamenting qwen team stuff even used qwen image btw
We had a good year with ZiT, Klein, WAN, Anima and Qwen releasing some decent stuff. I'm not really interested in new more capable local models, I'd rather see the ones we already have improved. Only thing I actually want is a better edit model, Klein is good but stiff and has severe anatomical errors. With Anima I know we can keep going for a while, and same with Zimage and Klein trying to squeeze every last drop out of them.
>>108286730We're dealing with a bunch of poorfags. Why do you think zit and anima are now the current meta?
>>108286150what's the flow dpo supposed to be doing?
What sort of ComfyUI workflow corresponds best to the inpainting tab in automatic1111?I am getting much worse results with the same modelsRight now I've only added>load checkpoint>load image (add mask manually with the mask editor)>CLIP for positive and negative>k sampler, VAE decode, then save image
I was kinda expecting 5090 to train WAN22 T2V character LoRA a lot faster than my 5070ti but turns out it trains it barely any faster. I think I tried every possible resolution and batch combination and it still took hours.
>>108286730>>108286741they were supposed to release Qwen Image 2.0 (7b) though...
>>108286754Also what does the inpainting fill option>originalcorrespond to in ComfyUI?
>>108286754The 1girl guide in OP seems good
>>108286741ok what is your non-poorfag meta then?
did that many anons get filtered by z base? zit is ass with anything not 1girl while base excells
>>108286759You can tell Qwen 2.0 was actually going to be good because it's not releasing. It's only local until it's good.
>>108286767But it looks exactly like how I do it now.. and just about every other guide showcasing the simple usecaseI want to mask the image, doodle a new part of it, then let inpaint do its job
Alright I'm convinced, API is clearly the future. Where do I start with this API node shit? There are hundreds of them and I don't know where the fuck to begin. Is there a guide on which ones are actually decent?
>>108286800>Alright I'm convinced, API is clearly the future. Where do I start with this API node shit?you won't get answers from a local general lol
>>108286785please your shit is somehow as bad as it was during 1.5 times. zero progress. and you somehow dare to attack other anons all the time while flooding the thread with your ugly slop.
>>108286809he is trolling you can ignore
>>108286800Seedream 4.0 is good, they kind of fumbled with 4.5 and 5.0Nano Banana as well, but it's a waste of credits to experiment with the paid model so practice first with the free oneSeedance 2 is the world's best video model but it can be quite expensive
>>108286809NTA but isn't the "local" name just for the tradition sake? It's effectively ComfyUI general now and Comfy fully embraced SaaS and API, so did most of the users here from what I've seen here lately
Can jannies clean all this low effort trolling up plox
>>108286817can you use seedance 2 from comfy?
>>108286823>NTA but isn't the "local" name just for the tradition sake?it's not, so you better not talk about API too much on a local thread if you don't want to be nuked for "off topic"
>>108286829yeah it's getting annoying. anon keeps blabbing about API and how "everyone" is using it yet there isn't a single image, video or workflow screenshot using someone doing so.it's just plain shitposting.
You know local won bigly when cloudcuck trolls can't stop posting here kek
>>108286833Yes, ComfyAPI supports practically every API model except Midjourney and NovelAI. Nano Banana is also really good with celebs unlike censored local baseshttps://x.com/PinodiArt/status/2028849730743095537
>>108286829Be careful, he baits you into replying to his garbage just to report you. It's a kamikaze method that doesn't matter to him because of proxy abuse.
>year 5 after Z base came out>still no booru forks
>>108286703I'll never stop enjoying sdxl booru sloppa. Got a backlog of thousands of artists to prompt through
reminder, API nodes like Seedance 2 cost about $2 to run. That's $2 every time you click the button to generate something. The Seedance 2 API will also be more locked down.https://docs.comfy.org/tutorials/partner-nodes/pricing#bytedance
>>108286859Just use NovelAI
>>108286872>more locked down.the entire reason why we need local.
>>108286872they'll make this shit as cucked and useless as Sora 2, poor APIcucks they can't take a break lol
>>108286874>still no N** udpate
>>108286872Is that supposed to be a lot? I thought 'cloudkeks' were supposed to be the poor ones? You realize that for most of us professionals in this space, a couple of dollars per scene is nothing, right?
>>108286874>just use something worseI already am using something worse. I'd like something better though
>>108286836I'm sorry, but isn't it okay if I run it from comfy? de3 wouldn't be helpful, they only run stuff from web interface. Where should I go if I'm interested in API nodes of ComfyUI?
>>108286885>professionals in this spaceWhat space employs "professionals" who make video AI sloppa
>>108286888Youre in the right thread, ignore the seething troll
C'mon anon, try out anima modulation guidance with us!
>>108286888>Where should I go if I'm interested in API nodes of ComfyUI?there used to be an API thread, but after the 4chan hACK it dissapeared
>>108286872good. if cloud cucks want to pretend its better then they need to pay up.Lick my corporate boots you dumb local traitors. You don't deserve to own anything. If I feel like neutering the model so you can't generate nothing but safe for work corpo slop then so be it, and you'll accept it.
>>108286330Even his photo/avatar looks AI.
>Still no support for Anima Preview Lora training in OneTrainer.
>>108286905I paid for it so i'm entilted for kino
>>108286905*GULP* *SLURRP*Y-YES API LORD! I BEG OF YOU, I JUST WANT TO GEN MY 1GIRL BIG BOOBA. PLEASE FUCK MY WIFE
>>108286926KVNO
>>108286905>my corporate bootsLicking them doesn't make them yours. Kind of the whole problem with cloud stuff
Honestly, API is getting so good that soon we might be able to vibe-train local models using Claude
>>108286900can't. have 20x wan gens queued up. i really need dual gpus. 1 for video, 1 for image gen
>>108284529>>108284633Running maximum snake-oil now!My LoRA (trained on Base) needed to be fused but the lighting one didn't. Is theirs trained on/only for Turbo?>>108286872>$2/pullDamn, video is an even worse paying slot machine than image generation... what a scam.
>>108286961she looks cute. mind if i make a giant black man fuck her
>>108286961Is her body that sexo IRL?
>bring up cloud pricing>cloud shitposter disappearslool
>localkeks still spamming sdxl garbagegrim
>>108287114Poorfag detected
>>108287114The guy can't afford api or local which is why he spent hours crying at us
>>108287156you already used the poorfag argument to imply SDXL/Anima are only the current meta because of poorfags. How can API kill local if those same poorfags can't afford to use them long term?
>>108287177ComfyCloud free tier is still better than local
>>108287188You only get 400 credits per month.One run from seedance-1-5-pro-251215 is 253.2 credits. They means after 2 runs, you would be out of credits.
He's still crying?This is why he's alone in his dead general
Anima bros,..
>>108286637>Elon musk killed localimagine that's true, loool
>>108286872even China has to kiss Hollywood's ass...it's chinover
>>108287224>Alibaba fired a dozen of people that worked on local so they probably transition into being an API company only>they hired the guy that could've finished Animalmao, in a single day they went from hero to zero
>>108287224FUCKUCK
>>108287224Getting desperate?
>>108287224nigger faggot tranny
>>108287224Why doctor something that is easily proven as false?
He's really not having a good time, you have to have a brain injury to act like this
>>108287224nice troll kekhttps://huggingface.co/circlestone-labs/Anima/discussions?status=open&sort=recently-created
>>108287224aaaaaaaaaaaaand it flopped
>>108287224wouldve been funnier if you made it look like he was joining anifag kek
>>108287224Well, it was a good phase being local, time to spend $25
>>108287224>this isn't goodbye it's see you laterLMAO every single time
>>108287224>community forks are welcome!translation: maintain my project for free while I collect ccp paychecks lmaooo
okay but its not a really screenshot tho you can stop replying to yourself
>>108287224So this is the power of local open source
>>108287224
>>108287313He has wet brain or something, this is why he's been falling on his face for almost 5 years at this point?
>>108287224BUT PYTHON IS OKAY??!?!?!
>>108287332In the end python always win
>>108287224based. I would also mass betray all of you sloppers for alibaba money.
I told you motherfuckers to stick with Newbie but NOOOOOOOO
>>108287348it's a fake message though lol
Time to say sorry to NetaYume :3
>>108287224Fake and gay, fuck you.
>>108287224Another local bite the dust!
>>108287372I don't know which is worse seriously, his silence creeps me out
>API models can't do porn-ACKhttps://www.reddit.com/r/SoraAi/comments/1rk1kpx/this_doesnt_violate_the_tos/
>>108287394That's not porn. That's just a girl twerking on a traffic cone. I don't see genitalia or the cone going inside her anus/pussy.
This tactic of assuming everyone is new to the general and that they are as dumb as him is getting old.
>>108287439bruh the traffic cone is definitely penetrating her
Well, should we merge with /sdg/ now that local is obliterated?
>>108287506why? local is dead, so nuke both generals
*yawn*
