Thread #108682974
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Discussion and Development of Local Image and Video Models
Previous: >>108681463
https://rentry.org/ldg-lazy-getting-started-guide
>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
re/Forge/Classic/Neo: https://rentry.org/ldg-lazy-getting-started-guide#reforgeclassicneo
SD.Next: https://github.com/vladmandic/sdnext
Wan2GP: https://github.com/deepbeepmeep/Wan2GP
>Checkpoints, LoRAs, Upscalers, & Workflows
https://civitai.com
https://civitaiarchive.com/
https://openmodeldb.info
https://openart.ai/workflows
>Tuning
https://github.com/spacepxl/demystifying-sd-finetuning
https://github.com/ostris/ai-toolkit
https://github.com/Nerogar/OneTrainer
https://github.com/kohya-ss/musubi-tuner
https://github.com/tdrussell/diffusion-pipe
>Z
https://huggingface.co/Tongyi-MAI/Z-Image
>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/
>Qwen
https://huggingface.co/collections/Qwen/qwen-image
>Klein
https://huggingface.co/collections/black-forest-labs/flux2
>LTX-2
https://huggingface.co/Lightricks/LTX-2
>Wan
https://github.com/Wan-Video/Wan2.2
>Chroma
https://huggingface.co/lodestones/Chroma1-Base
https://rentry.org/mvu52t46
>Illustrious
https://rentry.org/comfyui_guide_1girl
>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
Img2Prompt: https://huggingface.co/spaces/fancyfeast/joy-caption-beta-one
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: 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 Quality
https://rentry.org/debo
https://rentry.org/animanon
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>mfw Resource news
04/24/2026
>MAI-Image-2
https://playground.microsoft.ai/chat
>ComfyUI-NAG-Extended: NAG support for Flux 2 Klein and Anima
https://github.com/BigStationW/ComfyUI-NAG-Extended
>UniGenDet: A Unified Generative-Discriminative Framework for Co-Evolutionary Image Generation and Generated Image Detection
https://github.com/Zhangyr2022/UniGenDet
>VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution
https://github.com/EternalEvan/VARestorer
>Sapiens2
https://github.com/facebookresearch/sapiens2
>Vista4D: Video Reshooting with 4D Point Clouds
https://eyeline-labs.github.io/Vista4D
>Pre-process for segmentation task with nonlinear diffusion filters
https://github.com/cplatero/NonlinearDiffusion
04/23/2026
>ParetoSlider: Diffusion Models Post-Training for Continuous Reward Control
https://shelley-golan.github.io/ParetoSlider-webpage
>DynamicRad: Content-Adaptive Sparse Attention for Long Video Diffusion
https://github.com/Adamlong3/DynamicRad
>Normalizing Flows with Iterative Denoising
https://github.com/apple/ml-itarflow
>LLaDA2.0-Uni: Unifying Multimodal Understanding and Generation with Diffusion Large Language Model
https://github.com/inclusionAI/LLaDA2.0-Uni
>Illustrious XL & NoobAI-XL Style Explorer
https://github.com/ThetaCursed/Illustrious-NoobAI-Style-Explorer
>AI Model & ‘MAGA’ Influencer Emily Hart Unmasked as Indian Man
https://www.yahoo.com/news/articles/ai-model-maga-influencer-emily-091 027504.html
04/22/2026
>Embedding Arithmetic: A Lightweight, Tuning-Free Framework for Post-hoc Bias Mitigation in Text-to-Image Models
https://github.com/cvims/EMBEDDING-ARITHMETIC
>Denoising, Fast and Slow: Difficulty-Aware Adaptive Sampling for Image Generation
https://github.com/CompVis/patch-forcing
>TS-Attn: Temporal-wise Separable Attention for Multi-Event Video Generation
https://github.com/Hong-yu-Zhang/TS-Attn
>AnyRecon: Arbitrary-View 3D Reconstruction with VDM
https://yutian10.github.io/AnyRecon
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>mfw Research news
04/24/2026
>AttentionBender: Manipulating Cross-Attention in Video Diffusion Transformers as a Creative Probe
https://arxiv.org/abs/2604.20936
>KD-CVG: A Knowledge-Driven Approach for Creative Video Generation
https://kdcvg.github.io/KDCVG
>Linear Image Generation by Synthesizing Exposure Brackets
https://arxiv.org/abs/2604.21008
>Exploring the Role of Synthetic Data Augmentation in Controllable Human-Centric Video Generation
https://arxiv.org/abs/2604.21291
>AttDiff-GAN: A Hybrid Diffusion-GAN Framework for Facial Attribute Editing
https://arxiv.org/abs/2604.21289
>Projected Gradient Unlearning for Text-to-Image Diffusion Models: Defending Against Concept Revival Attacks
https://arxiv.org/abs/2604.21041
>Sparse Forcing: Native Trainable Sparse Attention for Real-time Autoregressive Diffusion Video Generation
https://arxiv.org/abs/2604.21221
>StyleVAR: Controllable Image Style Transfer via Visual Autoregressive Modeling
https://arxiv.org/abs/2604.21052
>Building a Precise Video Language with Human-AI Oversight
https://linzhiqiu.github.io/papers/chai
>Seeing Isn't Believing: Uncovering Blind Spots in Evaluator Vision-Language Models
https://arxiv.org/abs/2604.21523
>ID-Eraser: Proactive Defense Against Face Swapping via Identity Perturbation
https://arxiv.org/abs/2604.21465
>When Prompts Override Vision: Prompt-Induced Hallucinations in LVLMs
https://pegah-kh.github.io/projects/prompts-override-vision
>Seeing Fast and Slow: Learning the Flow of Time in Videos
https://seeing-fast-and-slow.github.io
>Addressing Image Authenticity When Cameras Use Generative AI
https://arxiv.org/abs/2604.21879
>Multiscale Super Resolution without Image Priors
https://arxiv.org/abs/2604.21810
>Prototype-Based Test-Time Adaptation of Vision-Language Models
https://arxiv.org/abs/2604.21360
>Latent Denoising Improves Visual Alignment in Large Multimodal Models
https://arxiv.org/abs/2604.21343
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>>108683002
>Why isn't 24GB enough?
you think I'm some sort of poorfag?
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>>108682974
<- not mine, but she's gorgeous~ I love Raiden and I'll use her as my paper on my phone.
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>>108683157
Zimage Turbo + lora for photos + lora for likeness. Latent upscale gives realistic detail
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>>108683290
Based. He knew API was the future and invested heavily in it. China learned from this and quickly pulled local support for WAN right after. We probably wouldn't have models like GPT-Image-2 without him.
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>>108683352
Nice
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>>108683349
>hunyaun was great
care to show some images?
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>>108683290
>>108683330
>>108683349
Wait, I looked into this and it's true?? Hunyuan 3 was better than Nano Banana but never received a ComfyUI implementation because it threatened the API nodes ecosystem. Holy shit can we ditch ComfyUI already? It has undoubtedly harmed local thanks to this.
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>>108683366
ty! nice lora, is it the k-pop girl?
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>>108683441
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>>108683456
why do you keep feeding him
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>>108683477
are you really that bored? like you really have nothing else to do with your life? kinda sad when you think about it
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i just discovered ltx2.3 loras
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>>108682673
from scratch
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>>108683540
>don't underestimate the willingness of the wokies to stir the pot, they're so good at that
They're good at stirring the pot but their shit makes no money. This harry potter remake is going to flop hard because the woke crowd hates jk rowling and the fact that she makes money from everything related to harry potter and it's going to piss off the normal people too so who does that leave to even watch that shit?
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>>108683497
careful icarus
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They made Snape black? This reminds me of when ComfyUI added API nodes into a UI that was originally meant for local models. It's all about testing the waters until people get too tired to care about it anymore. By that point it's already normalized and the subversive vermin won.
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>>108683583
can you answer the question anon? >>108683498
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>>108683540
it's an English series starring English people, they don't give a shit about retarded American Zoomer politics
like you know this guy has a posh London accent and an extensive background in Shakesperean stage productions, right
https://youtu.be/96GAI4ioekM?t=11
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>>108683591
this one seems cool
https://civitai.red/models/2557755/retro-90s-anime-style-lora-ltx-23?m odelVersionId=2874411
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>>108683583
why is anyone supposed to give a fuck about api nodes in comfyui? it literally doesn't matter.
if they switch to full api support and drop local, doesn't matter because someone will just fork it and local will be completely unaffected.
>but then local won't have all the latest API support!
?
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>>108683627
>the Woke Boogeyman
my fucking ass, there's no boogeyman about this, they knew Snape was canonically a white man in the book, they knew that rewriting history and Netflix'ed him into a nigga would stir the pot, they know what they're doing, they're taunting people, and you defend them because you're probably some gay ass liberal who loves this woke slop, right
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toe socks.
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I don't want to gen after today's incident. Because I know my gen will be used as bait for investors by Comfy to create speculation that there is activity in local models.
I don't want to be part of this fake engagement system.
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Havent genned in over a year and was just looking to get back into it. Not trolling or baiting, i'm reading this shit about local being obsolesced by api and don't know if I should be taking that seriously or not. Have local models actually hit a ceiling or stopped getting meaningful updates? The last models I was using were XL Illustrious merges and I have a 4090. I quit before video was much of a thing.
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>>108683745
new koff game idea
koff kicker
vamp survivor like, you kick away ghosts as they swarm you. you get xp and power up your kicks
could be a platformer too
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>>108683815
They can be run locally with blackwell pro gpus, but companies stopped releasing them after an agreement with ComfyUI. Such models were deemed 'too big' to be worth implementing, so now they'll just be behind API. That's what happened with WAN 2.5, and now Qwen.
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>>108683789
that's a good idea
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>>108683002
everyone laugh at the poor!
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>>108683101
thanks!
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>>108683806
>THE JEWISH RAP PRESS
I'm kinda humored by the idea of a bunch of hasidics being like "really diggin the flow of the new j cole album. got some b.i.g. styling to it"
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>>108683821
Does that mean the usual gatekeeping then if I'm feeding my prompt to idk the wan2.5 server or whatever?
>>108683820
I don't know what that is or why it's important
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>>108683906
That's Rick Rubens entire job.
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>>108683905
>every local model is actually SDXL
we will ignore the fact that after a couple of weeks every api model gets hit with the same sea of complaints about reduced image fidelity when they quietly switch over to quantized models.
you already have people complaining about the image quality of gpt2, next week they will update their censorship and copyright guardrails.
and then it's the same old ballgame of "well it's still better than *insert 2-3 year old model*."
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>>108683963
how many giggle bits of super compute to cook up these beauties?
api bros eatin good
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>>108683970
Control net
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>>108683976
Imagine taking pride on API models while posting girls, when in reality can't do generate anything adult/nsfw related, is like hearing an ultra religious guy talking about sex and porn
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>>108683976
>random shit that doesn't make sense
>multiple fingers
>fucked up gun
>"details" are just noise added across the whole image
I swear this thing is just a 10b active parameter MoE model that has been hyper optimized for text and chart rendering, with a prompt enhancer LLM put in front of it.
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>>108683976
wtf is that lmao
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OH WE GENNING
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>>108684083
It's a flac, you can change the lyrics etc. but uh. I just now realized I had like... a broken personally custom node (for debug).
Let me gen a new one, and you can work on that lol.
My point is that (again, imo) the feminism of the commercial music models won't allow this.
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>>108684084
It's my sd1.4 in my Ace Step 1.5 (now XL) wf.
It's basically instant, like idk let me check... well, for me it's a pathetic 9 seconds, but on an nvidia rig it will instantly appear.
sd1.4 easily trounces modern models for album art, it's not even close.
picrel is genning (the audio part of the wf)
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>>108684084
Here's a gen from 2022
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That is the speech of a soulless corpo, worthy of being from Apple, Windows, or Google, what hat has ComfyUI transformed into?
They're celebrating like venture capitalists, throwing around metrics about user growth and annualized bookings as if this community project was always meant to be a startup pitch deck.
This corporate doublespeak about "investing in what the community cares about" while simultaneously courting top talent and scaling like a Silicon Valley unicorn is exactly the kind of grifting that betrays what open source is supposed to represent.
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>>108684102
Same prompt today
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>>108683806
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>>108684193
your fuckin existence angers me you worthless fucking street shitting monkey fuck!
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Dall-e API users:
>Hey OpenAI dropped a new image model
>Sweet, I'll check it out and see if it's any good
Localkeks
>WE JUST RAISED 500 BILLIONS DOLLARS OF FUNDING FOR API NODES, PLEASE LIKE RETWEET AND SPREAD THE NEWS TO WIN COMFY CRYPTO! THANK YOU BLACKROCK AND CHASE CAPITAL, MAKE SURE TO SCAN YOUR ID TO USE THE NEWEST BYTEDANCE NODES!
Why are they like this? 'local' shills for API more than API themselves.
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>>108684252
>>108684257
how do we eradicate the samefagging?
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>>108684218
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>>108681683
>>108682197
Alright, so I pulled out my HD600s now and ran the Japanese one through
https://github.com/entrepeneur4lyf/Web-Audio-Mastering
(Dunno what I'm doing yet, everything was automatic)
I will admit, after cutting mud and a bunch of other stuff, with some issues with voice fixed it's quite pleasing to listen to now. Seems to have marginally improved audio quality, at least mitigating some issues anons talked about last thread. So it is in fact acceptable after some changes, unlike what negative anons want to claim (it's over just because it's not commercial good out of the box).
I did listen to real tracks and Udio and can now hear the difference, so I will admit it's not yet perfect, but it's better than nothing.
Also, plenty in the community are looking into solutions as well. I came across several solutions I have yet to try. Remember, this is all in its infancy, and this is as bad as it's going to be. It will only get better from here on out.
https://vocaroo.com/1h2m51Wv8mh1
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>>108684440
I do not recommend using Comfy at all for ACEStep, cpp version is faster and can run on another tab alongside Comfy due to excellent memory management. Make sure to build it from source. If you must, maybe try ACEStep cpp Comfy extension (though I haven't tried that and no idea if they updated it to have DCW).
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>>108684125
This is exactly why I stopped contributing to the project because of this shit. Why am I funding a corporate project that has money behind it? If it is no longer community focused, then they can hire their own damn programmers with that money to fix their broken shit. I can just stop genning for a bit.
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>>108684554
Yh, thing is Gradio verison was an entirely vibecoded disaster, while the cpp is evidently made by a real dev, and in fact the only proper UI dev for ACEStep because it's like heaven on earth compared to everything else in speed. The devs should be ashamed of the Gradio, abandon it and make the official one cpp.
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>>108683160
So just a standard hires fix? Ultimate SD 1.5x upscaling with 4 x Ultrasharp, Heunpp2/linear quadratic and 3 steps seems to work fine as well.
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>>108684650
was meant for >>108683171
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>>108684432
I think mine's broken
https://vocaroo.com/1aGGhcTRT8pv
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why aren't you using Pony V7?
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>>108684772
She's getting old but so are we all. She seems like a good mother.
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>>108683002
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So are infographics like scrapbooking, or what? I don't see the point.
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>>108684711
>>108684722
No clue. I'd try troubleshooting the c version, maybe you downloaded something wrong. If it still doesn't work then perhaps try
https://github.com/DawnW0lf/ComfyUI-DCW-Diffusion-Color-Wavelets-Node
Noticed some guy implemented it for Comfy, though settings don't look exact same at first glance.
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>>108686095
amazing
-nicholas
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>>108685896
Actually, same
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firing up the ltx2.3 kinoplex
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thoughts?
https://www.reddit.com/r/StableDiffusion/comments/1sv8uo3/comparing_re alism_zimage_turbo_vs_ernie_turbo_v s/
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>>108684914
civitai mods banned playtime_ai from the site. Also his reddit account was perma banned within 30 minutes of posting about his ban from civitai on r/stablediffusion and r/civitai . His huggingface account seems to very dead and all the discussions are closed and 404'd.
https://huggingface.co/Playtime-AI
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>>108686275
pretty depressing to see him go. would've dropped some shekels to his kofi to moralize and encourage him but even that link is dead. fuck that simpping faggot in the comment section posting that he deserved the ban. Too many snitching lurking faggots in these threads and on reddit.
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>>108686316
>>108686341
HIS REDDIT IS BACK
https://www.reddit.com/user/playtime_ai/
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>>108686354
>1.5 slop
>whatever this is https://old.reddit.com/r/KinkTown/comments/1nemf4c/m4f_42_i_am_married _open_minded_kinky_switch_and/
>disney and other underage char posting
is this just you as part of a humiliation fetish
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>>108686371
>>108686387
>literal localcuck
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>>108686371
> https://old.reddit.com/r/KinkTown/comments/1nemf4c/m4f
what is this?
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>>108686371
>https://old.reddit.com/r/KinkTown/comments/1nemf4c/m4f_42_i_am_marrie d_open_minded_kinky_switch_and/
this is the year of our lord 2026, we can now hide our history on leddit, why isn't he doing it? showing this shit publicly doesn't do him any favors
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>>108685947
>>108685947
based jenner. jenny looks wonderful in a catsuit
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>>108686656
>>108685947
stop it
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>>108686622
Like with just a prompt? Here's one after like 10 tries, most were pretty bad. I'm sure toss has one already with this exact punchline somewhere. With a little effort you could probably just gen the panels individually and put them together
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>>108686689
Stop what?
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>>108686845
Nice, thanks.
I wanted to know both how hard it would be, and how coherent (graphic and story wise) it could go.
You just did that in one prompt? Didi you explicitly said what happens in each panel or let the AI decide?
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>>108687361
lets say i made a better site with no bugs, no payment processor bullshit, and you could upload anything you wanted
whats in it for me exactly? reddit upvotes?
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>>108687659
normies hate crypto but decent idea
>>108687671
how am i trolling? im running api models locally with comfyui, which is linked in the op
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>>108687432
>>108687446
Just tried it. The quality is noticeably worse but as an AMDkek the speed increase is soooo good. Probably won't use it for now but I hope they improve it.
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>>108687717
>normies hate crypto
Because cryptobros make a whole thing out of it. Gotta find a way to accept crypto that saves the customer from the torrents of bullshit your average shitxchange shills. Then it's no different than the original experience of buying buzz, I assume.
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>>108687754
Yeah. Gens are pretty slow on my 7900xtx though (~28 secs per gen)
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>>108687138
Madam, I'll have you know I do neither!
>>108687758
You can also load audio and video in Comfy... but you don't see anyone talking about music and movies because they're not jackasses.
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