>mfw Resource news

04/10/2026

>JoyAI-Image-Edit now supports ComfyUI
https://github.com/jd-opensource/JoyAI-Image#-news

>Two Front Doors: Civitai.com, Civitai.red, and What's Next
https://civitai.com/articles/28369/two-front-doors-civitaicom-civitaired-and-whats-next

>Uni-ViGU: Towards Unified Video Generation and Understanding via A Diffusion-Based Video Generator
https://fr0zencrane.github.io/uni-vigu-page

>PrivFedTalk: Privacy-Aware Federated Diffusion with Identity-Stable Adapters for Personalized Talking-Head Generation
https://github.com/mazumdarsoumya/PrivFedTalk

>AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
http://aka.ms/avgenbench

>Cross-Modal Emotion Transfer for Emotion Editing in Talking Face Video
https://chanhyeok-choi.github.io/C-MET

>ChenkinNoob-XL-V0.5
https://modelscope.ai/models/ChenkinNoob/ChenkinNoob-XL-V0.5

>Control Order & Free Memory: Controls the order of node execution with device-agnostic memory management
https://github.com/mkim87404/ComfyUI-ControlOrder-FreeMemory

>DMax: Aggressive Parallel Decoding for dLLMs
https://github.com/czg1225/DMax

04/09/2026

>MAR-GRPO: Stabilized GRPO for AR-diffusion Hybrid Image Generation
https://github.com/AMAP-ML/mar-grpo

>HybridScorer: Score, sort, and cut large sets down fast with GPU-accelerated AI review
https://github.com/vangel76/HybridScorer

04/08/2026

>OrthoFuse: Training-free Riemannian Fusion of Orthogonal Style-Concept Adapters for Diffusion Models
https://github.com/ControlGenAI/OrthoFuse

>MIRAGE: Benchmarking and Aligning Multi-Instance Image Editing
https://github.com/ZiqianLiu666/MIRAGE

>Few-Shot Semantic Segmentation Meets SAM3
https://github.com/WongKinYiu/FSS-SAM3

>PoM: A Linear-Time Replacement for Attention with the Polynomial Mixer
https://github.com/davidpicard/pom

>mfw Research news

04/10/2026

>MegaStyle: Constructing Diverse and Scalable Style Dataset via Consistent Text-to-Image Style Mapping
https://jeoyal.github.io/MegaStyle

>Multimodal Large Language Models for Multi-Subject In-Context Image Generation
https://arxiv.org/abs/2604.07422

>Personalizing Text-to-Image Generation to Individual Taste
https://arxiv.org/abs/2604.07427

>EditCaption: Human-Aligned Instruction Synthesis for Image Editing via Supervised Fine-Tuning and Direct Preference Optimization
https://arxiv.org/abs/2604.08213

>LPM 1.0: Video-based Character Performance Model
https://large-performance-model.github.io

>Lighting-grounded Video Generation with Renderer-based Agent Reasoning
https://arxiv.org/abs/2604.07966

>Guiding a Diffusion Model by Swapping Its Tokens
https://arxiv.org/abs/2604.08048

>ImVideoEdit: Image-learning Video Editing via 2D Spatial Difference Attention Blocks
https://arxiv.org/abs/2604.07958

>FlowGuard: Towards Lightweight In-Generation Safety Detection for Diffusion Models via Linear Latent Decoding
https://arxiv.org/abs/2604.07879

>Phantom: Physics-Infused Video Generation via Joint Modeling of Visual and Latent Physical Dynamics
https://arxiv.org/abs/2604.08503

>Mitigating Entangled Steering in LVLMs for Hallucination Reduction
https://arxiv.org/abs/2604.07914

>SAT: Selective Aggregation Transformer for Image Super-Resolution
https://arxiv.org/abs/2604.07994

>RewardFlow: Generate Images by Optimizing What You Reward
https://plan-lab.github.io/rewardflow

>LINE: LLM-based Iterative Neuron Explanations for Vision Models
https://arxiv.org/abs/2604.08039

>SOLAR: Communication-Efficient Model Adaptation via Subspace-Oriented Latent Adapter Reparametrization
https://arxiv.org/abs/2604.08368

>GaussiAnimate: Reconstruct and Rig Animatable Categories with Level of Dynamics
https://cookmaker.cn/gaussianimate

>DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing
https://arxiv.org/abs/2604.07965

>>108575419
flux klein? do you feed the original image as a reference latent into the mix?

>>108575407
>>108575425
Go back you're not welcome here schizo

From old fred
>>108575356
>adjust the denoise
At 1.0? I can't give it more denoise. Everything lower stays closer to the original, at least in K9B.
>>108575358
I actually didn't want it to do prompt like in >>108565108 this example, but i2i photo edit. Prompting of course can run on any model capable enough to understand the resulting prompt.

>/ldg/ gets deblessed by nigbo
grim

Yeah I know it's not image or video but Ace-Step IS a diffusion model. Been toying around with acestep.cpp and it does a pretty good job of not obliterating the original audio.

https://vocaroo.com/1b3OFe9u4ff3

>>108575486
the problem with i2i is that you need the first image to drive the second image, low denoise and you are stuck in anime land, high denoise and you are relying on prompts because it will ignore the anime image.
feeding the image into latent space as a reference might be what you want, but those results will probably be hit or miss and you will be relying heavily on prompting.

>>108575559
it sounds so metalic, bruh, do you even have ears?

>not a single chinkums gen
DOA

POST-NOOB ANIME MODEL GRAVEYARD:
>Illustrious-Lumina
>PonyV7
>Neta
>NetaYume
>Chroma (yes, it was originally intended to also do anime)
>Newbie
>Rouwei-Gemma
>Mugen
>Chenkin
>Nekofantasia

ALIVE AND KICKING:
>Anima

What happened?

>>108575587
It's more about the fact that it can correctly cover a real song and replace the lyrics. Default Ace-Step's cover mode will fuck around to prevent you from infringing copyright. acestep.cpp has a cover mode that lets you have fun.

>>108575486
you can feed flux2smol a reference latent but you need custom node to adjust strength, see here
https://github.com/capitan01R/ComfyUI-Flux2Klein-Enhancer
'FLUX.2 Klein Ref Latent Controller' would be the node
you need to tinker with it
>>108575613
mighty fucking worked up about the whole thing aren't you

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>>108575774
skyrim looks like that?

so is the new happy horse model confirmed fake?
i guess us local cucks should start getting used to slowmo wan 2.2 and plastic melting face slop from ltx for another year or two

Same b8 as the past week? Shame.

>>108575590
zero desire to go back to anything SDXL

>>108575590
>he expects people to try another SDXL finetune in the year of our lord 2026
kek

>>108575774
NOW WE ARE TALKING *opens beer*
I DENOUCE SMALL TITS. HALE HORTLER
>>108575836
nigga purple horses are gay

When is Z-Edit / Z-Omni happening? I've been waiting to train a new dataset but at this point it seems like I should just train it on QIE

>>108575836
why does her eye look cartoon?

>>108575836
why does her eye? Look, cartoon!

>>108575863
z image in 2026?

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>>108575863
>When is Z-Edit / Z-Omni happening?
you got chinese cultur'ed anon

You can try out JoyAi on ComfyUi now (since comfy doesn't want to implement that model for whatever reason)
https://github.com/jd-opensource/JoyAI-Image/tree/main/joyai_image_comfyui

>ChenkinNoob
Okay but is it actually good though?
Yes I know SDXL but theres controlnets and I can finally maybe get this krita shit working

Is there a way to precompute text encodings for flux klein and reuse them?

>>108576005
yes
not sure how, but yes because comfy does it automatically under the right conditions

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>>108575943
>Wan2.1's vae

>>108576032
that's the good one
the 2.2 is only for the diddy model, and magihuman of all things

>>108576043
>that's the good one
the good one would be Flux 2's vae desu

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>>108576053
>>108576043
the good one would be no vae desu, pixel space ftw!

>>108575943
I kinda want to test it out but everytime they used examples on humans it looks slopped as fuck so...

>>108576089
these feet were made for hopping

Someone test Ayami Kojima and Kazuma Kaneko's art style on Anima Preview 3 for me pls, i'm busy and can't download anything for a while

https://youtu.be/rwnHJ6qlbUA?t=637
People talk about udio, suno... but I think Lydia 3 Pro is currently the best music model

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Does google's turboquant have any applications for local image gen? Seems like the whole field hasn't really done much better than illustrious

>>108576507
>Does google's turboquant have any applications for local image gen?
I guess so? diffusion models also use KV cache
>Seems like the whole field hasn't really done much better than illustrious
yeah, the LLM fags can't stop improving the architecture while we're still finetuning SDXL for the 14th billion time, sad

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>>108576529

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>>108573407
That sucks. I had something similar happen to me when I forgot to resize some 4K screenshots one time. I turned the monitor on after waking up to check my progress and it was like 2% done with five DAYS left. So all I did for like 10hrs was turn electricity into heat. It took me a little while to figure out what happened too.

>>108576549
What's Robocop investigating here?

>>108576688
>What's Robocop investigating here?
Damn you spotted the dataset quick https://www.youtube.com/watch?v=0nREpGt9_UY

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>>108576116
ayami

>>108576813
>Anima preview v3 is like 90% the NAI quality
>NAI is fucked unless NAI v5 comes soon
grok is this true?

A secret local video model for nsfw is in training. Will be released next month or so

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a secret local debo model for debo is in training. will be released in a debo or so

> bro acestep is very good, trust me
> i don't hear any artifacts, voice and instruments sound very natural
> t. japanese "music" enjoyer
every fucking time

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>>108577143

>>108575392
>using AI to help debug a training model that isn't working
>already spent 8+ hours of actual GPU work for nothing
>ask it to just find me working configs and use that to find out if anything is wrong with mine (which it has been helping me build since yesterday)
>literally gave me the wrong fucking parameter names from the beginning, and also recommended a patched python file to download
>try it, suddenly get errors I've never seen before
>"well, this confirms the problem is with the python file so you should download the patched version"
>replace it with the original python file and tell the AI
>"well, that's the right call, the community patched version is actually not fixing anything"
>finally after adjusting the settings some more, it looks like it MIGHT actually work (still waiting on the sample images)

This is like trying to solve a problem with a retard on your team.

>>108577661
what AI are you using though? the combo claude + internet is powerful enough to not end up in those kind of loops

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>try to use VibeVoice with the latest Comfy
>one gen works before I need to fully restart Comfy because it wants all the memory and storage
Holy hell... did anyone let ComfyAnon know that if you're gonna take over memory operations you should know how to manage memory? This behavior is asinine.

Fix your shit, goddammit!

>>108576771
Love me some Robocop. Just watched the workprint a few weeks ago. It was fun seeing the placeholder footage and graphics.

>>108575407
>>108575425
thanks, news are always welcome here

>

>>108575613
You forgot WAI he retired from the hobby, sad day for /edg/

>>108577931
Mating press with Jebby while kissing and she looks me in the eyes and tells me she loves me while I unload inside her tight wet pussy

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>>108576688

>>108575613
remember when chromakeks coped that their $250k failbake didnt need to be good because 'the community' would rush to it and start finetuning it on anime?

>>108577931
>custom node unable to manage memory
>it's comfy's fault
lmao

>>108578021
>worked perfectly before updating
>still using all the same files/nodes
>they didn't break it
Interesting...

>>108576688
hey, i dont want your lora, but can you share your training config/settings?

>>108577980
Really? Fuck, the end of an era: ntrMIX, Noob, Animagine now WAI. I don't feel comfortable with Anima; the results are meh tier. I was testing some back and forth with the same tags between Anima and NovelAI, and maybe NovelAI only handles tags, but it's much more creative and fun in the results. Anima is boring and aesthetically years behind of 2024 Noob.

>>108577980
Good riddance. Unfortunately someone with equal slop levels will replace xir.

>>108578102
I see #1 and #2, I enjoy.

>>108578102
Half of these are straight up the Kimi no na Wa protagonist, no wonder they got sued

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>>108576353
That is just power metal. Turbo XL can do it just fine

https://vocaroo.com/16iY9WL6UpXp

There really isn't that big a difference in quality between it and what cloud users would claim is "SOTA". What's more, this is the raw model, without a LoRA, obviously it gets much better with one, and you can't train anything like LoRAs with cloud.

>>108575559
>>108575623
This. Anons are really underestimating the meme potential of this model, especially when used as a tool
https://vocaroo.com/19RJdI0fBJ45

>>108578102
>skipped the 90s
come on bruh

>>108577995
it's almost great, upscale is tad too melty.

Training anime models must currently be one of the most difficult things for any model. These realism models should actually be one of the easiest things. Imagine the fact of training millions of characters, each one with their particular clothing design, each one with their style, each one with their haircut, and so on for millions. These are millimetric details that the model must always keep in mind. To this we add the concepts, the scenarios, the everyday objects, and other things.

>>108578184
>These realism models should actually be one of the easiest things.
lol, only Z-image turbo and Nano Banana Pro manage to make images with humans that don't look like they're made of wax

You know anon is a promptlet when he only mentions the turbo version of Z keke

>>108578208
Nano Banana yes, but the Z image it's the model that have the fewest human templates of all.

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>>108578056
Here you go. I think they were mostly defaults. I reworked my captions three times before I was happy with the results though. I settled around 192 words per caption after creating detailed JSON captions and then distilling those down to natural language. The goal was only visual information with no filler (e.g., "appears to", "this or that", etc - you know how LLMs like to waffle about).

I preferred Prodigy with other trainers, but that wasn't an option on this last run pictured. I think it is now, I haven't updated in forever.

CONGRATULATIONS Alibaba on another wonderful API model release. Looking forward to it arriving on ComfyUI Partner Nodes in the coming weeks!

>>108578249
I'm surprised the model was made by Alibaba, I thought the best they could do was Wan 2.7 lol

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https://xcancel.com/FunkletonJazz/status/2042755948947623977#m

>>108578249
I think they should let us fine tune or make loras of their cloud models by paying for cloud storage monthly. If I don't pay for one month, they would delete my cloud loras and fine tunes.

@comfyanonymous What do you think of this idea? ComfyCloud with a ComfyDrive service to store my Seedance LoRAs and SeeDream fine tunes.

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this one came out good :)

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OPEN THE WEIGHTS NOW!!! WE ARE BETRAYED!!

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>>108578429
>Sylvain Filoni
who the fuck is this guy? lol
https://xcancel.com/fffiloni/status/2042693042721718639#m

>>108578475
furk gods...

>>108578148
a psycho prompt gave some interesting results but a side effect was a bake effect. i just used seedvr2 for a clean upscale, no resample. tiled z-img upscaling tends to hallucinate pretty badly with extreme closeups of faces, not done dialing it in yet tho. maybe like a 0.1 denoise pass after vr2, tiled or not, I dunno.

Is anything after wan 2.2 ever getting open sourced at this rate?

>>108577931
Did you update python dependencies? Fixed the dynamic vram into infinity for me on WAN 2.2.

>>108578131
>That is just power metal. Turbo XL can do it just fine
>https://vocaroo.com/16iY9WL6UpXp
Fucking kek, the guitar turns into synth at 1:25 confirms this model can only do fucking electronica. They must have trained on like 90% synths and maybe 10% real instruments. Probably an amazing model if you're into electronica.

>>108578131
I'm using the sft model at 100 steps. What setting are you meant to use? There are two cfg settings, advanced LM and flow matching

>>108578735
Perceived weaknesses with instruments are nothing a LoRA can't fix
https://xcancel.com/ostrisai/status/2041926198599807079#m

Just find 10 target songs of whatever genre you want, train on that, then issue is gone.

>>108578778
>sft model at 100 steps
For text2music or cover-nosfq? For txt2music the cover strength has to be lowered to 0.5 for turbo, and supposedly even lower for SFT (0.06-0.2 according to the dev), though I never got it to work properly for that on the songs I tested. Though 100 steps of SFT helps against 50, I think it may be excessive, and I have found XL Turbo to be slightly better in audio quality than untuned SFT in my tests, 8 is fine for it as well.

>>108578816
>though I never got it to work properly for that on the songs I tested
(I mean SFT cover feature, on Turbo it works fine)

>>108578786
can it learn like a melody or song with loras though? like 10 different covers of a song in different genres

>>108578830
It's possible, plus you can also overbake on a single song if that's your desire. Though the cover feature is more useful for the purpose of recreating a song, even if you need it to have changes (just lower cover strength and do some prompt engineering).

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me and my wife

>>108577931
>>108576688
based jenner how do your gens keep getting better and better

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>>108578928
she's cheating on you with some steerage peasant boy

>>108578928

and princess di car too

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>>108578928
looks like she's tasted a lot of chocolate before you. if your son is tanned, it's not because of the sun, LOL

fuck you guys your just jelly my digital wife is kino

Is there a good way to make reproducible comfyui environment with nix and docker or something? Maybe combined with snapshots from the comfyui manager?

>>108578928
Dont go on cruises she’ll shag some homeless guy and remember him forever

>>108579181
The singular existing comfy flake is pretty opinionated, but they are trivial to write/generate. Have a chatbot spit one out for you.

>>108575774
>>108575836
>>108575897
chroma sucks

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>>108579181
>ComfyUI Prebuilt Docker Images
https://github.com/radiatingreverberations/comfyui-docker

>>108575943
> since comfy doesn't want to implement that model for whatever reason
does it have api?

>>108576520
> diffusion models also use KV cache
transformers, sdxl doesn't

>>108579455
btw, which model did you use?

>>108578928
I feel like the easiest giveaway of AI photos are the nails (ignoring the lady's mangled hand).

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>>108579494
z-image-turbo

>>108579501
Small details in general because of VAE. Also the cloning of details. It tried to give them both blue gems on their chests even though it only makes sense on the woman and it duplicated the heart so it's on both her chest and necklace even though that looks stupid and redundant.

>>108579584
nice. never tried action with z. any prompt? great talent man

>

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>>108579592
>never tried action with z
its pretty hit-and-miss, but thats maybe because I have a lot of wildcards floating around
>any prompt?
you can skim through the workflow if you want
https://files.catbox.moe/tjpqyi.png

>>108579501
one inpaint session and you can't tell anymore if the base gen is solid. easiest giveaway is often the background logic and lighting. we are one generation away from 'indistinguishable'. and hey look, suddenly hardware prices skyrocket
>>108579608
for the love of god, give it a rest, catjack

>>108578928
why did a bunch of newfags reply to this

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>>108579624
idgaf

>>108579618
thx!

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>>108578380
imagine thinking this is "good" in 2026

>>108579039
catbox? i love this style

>>108579880
wouldnt footfags like bonus toes? its just more foot to fag over

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>>108579897
more toes more better. uh i guess...

>DDR4 ECC RDIMM
can someone tell me why this is so cheap compared to regular consumer ram?
is it ok to use it for big system ram?

>>108578243
thx, whats the trainer?

>>108580026
https://github.com/ostris/ai-toolkit

>>108580011
because

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What causes this mental illness? These people need to be euthanized.

>>108580419
are you an archaeologist?

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>>108578959
>https://github.com/capitan01R/Capitan-ConditioningEnhancer
This really helps me attack the negatives during the low-step ZIM pass without causing problems. Everything else on the ZIT pass is light touches.

>>108580419
How many unique downloads?

>>108579880
did you even look at their hands? lol

>>108580566
that's 100% snake oil, but you do you

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>>108579880
Feet are for gays and nutters. Real men prefer characterful faces.

>>108580631
I love using snake oil though... I even have it grouped as "Prompt 'Enhancement' Snake Oil" in my wf.

>>108580566
>>108580642
nice

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my choice
Something certain
Drawing me in
https://suno.com/s/keTP3Z6jaGyvBRNw
https://youtu.be/ttTHrH3Tb3U

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>The live-action conversion in Seedance 2.0 is exquisitely crafted. Motion capture replacement seems to be advancing as a partial alternative. It estimates movements from existing footage, regenerates them into live-action textures, and eliminates the need for a studio. Rather than just a filter, it appears to re-synthesize motion by motion + stabilize the timeline. I really feel that if you keep denying AI, you'll get left behind

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>>108580866
>I really feel that if you keep denying AI, you'll get left behind
deep down no one is denying AI, they're all pretending it's just a toy that won't improve further and has no real life usecase, but they seethe so much about it they know it's not true, AI is the future,

Just today, someone tried to kill Sam Altman, that's how serious it got
https://xcancel.com/sama/status/2042789312400363702#m
holy shit

>>108580888
>xcancel.com
lol laugh at the bot who can't get to X anymore

>>108580866
>please use our slop :(
>>108580888
good

>>108580900
I won't make an account just to read comments Elon, fuck you

Bros, I've been using claude to help me with more complex workflows, custom nodes. It's so fucking good, only errors has been me so far.

>Seedance 2.0 just got released as an API to the whole world
>barely anyone talks about it
can't believe they fumbled the launch with such an incredible model, why are chinks this retarded?

>>108580942
They already had their moment in the spotlight when hollywood felt like cucks and got pissy.

>Seedance 2.0 just got released as an API to the whole world
>Literally every major studio on the planet is integrating it into their workflow
Crazy how powerful SaaS models are. You can generate Hollywood-level visuals in under $10.

>>108580963
>>Literally every major studio on the planet is integrating it into their workflow
not possible since they're not allowed to use character references anymore lul

>Hollywood-level visuals
so a dogshit?

>>108581025
it can do any style you want, if you want to do 90s anime go for it
https://xcancel.com/KabookiAI/status/2042674460881207691#m

localkeks really are the neo-luddites

>please connect your real world info and bank account to a service that can be nerfed or disabled anytime !! :(

>>108581059
what is:
amazon
ebay
steam
youtube

but sure, cry about that instead of just admitting you're freetarded

>>108581050
>the people who train the models, write and build custom nodes and spaghetti workflows are the are luddites!
and when asked what makes saas so good one of the first answere you get it
>you don't have to deal with spaghetti, custom nodes or complex workflows. you just type words on your phone.

>>108581074
>you don't have to deal with spaghetti, custom nodes or complex workflows. you just type words on your phone.
as god intended

35 stars status?

>>108581086
based. localbrowns started to embrace 'prompt engineering' and now they're panicking just like inkcels were. crazy how quickly the tables turned, the same people laughing at artists saying you no longer need to waste 10 years learning to draw a face are now the ones coping and crying about how fine-tuning the CFG Rescale node will keep them from being replaced.

>>108581095
>>108581089

>>108581071
amazon and ebay are storefronts, youtube is a mostly free video streaming service.
there is a laundry list of complaints against steam, the two biggest being 'stop killing games' and digital inheritability.
after seeing the meltdown over shit like sora getting killed, i assume we will see "stop killing models" in a few years.

>>108581122
>after seeing the meltdown over shit like sora getting killed
it just shows that people had no issue paying for an AI video model, and they wanted to keep paying for Sora

>ai psychosis patients and their money are easily parted

>>108581130
only a brown person would think people give a fuck about a few dollars a month for a service.
the problem is being forced to go along with whatever the service provider decides, or having them straight up kill a model you were using.
we've seen them kill or lobotomize popular models several times already.

>>108580888
Some local government official had their house shot up recently too and left a "No Data Centers" note on their porch. It's gonna be hilarious when these corporate goons are losing $20-40 billion dollar Data Centers left and right to people sick of their bullshit.

It'll be easier to build a new nuclear reactor than data center in a few years.

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>>108581210
America will kill itself because of luddites and China will keep advancing anyways

>>108575836
>>108575897
kids these days and their plebeian love of realism

Vanilla Skyrim textures look like paintings, a much better look.

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The fuck is going on with comfy? This shit keeps happening and I have to toggle on and off the nodes 2.0 toggle. And yes the wires fuck up in both 2.0 and 1.0.

Is this some not yet fixed bug or me being retarded? Shit is infuriating.

local lost
https://www.tiktok.com/@rourke.heath/video/7627157538995211542

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How do we cure people suffering from AI Derangement Syndrome (AIDS)?

>>108581769
lmao, nice one anon

>>108581769
Is that vehemently pro- or anti- ai? Both need meds.

>>108581640

fucking hate local so much right now, just wanted this happyhorse model to come out open source so I could goon in peace. Now I'm stuck with LTX2.3

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>>108581691
Nice style, I haven't been able to replicate this. Wanted to see if wan can handle it without turning it into 3d, worked nice. But my latent upscaling added random flowers..

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>>108581783
I hope I'll get a local model as good as seedance 2.0 in my living...

>>108580942
the model censored as fuck. Its mainly higgsfield shills hyping up the model. fuck bytedance.

>>108581955
such a nice specimen ruined by a thong. whoever added that shit to the training data needs to be burnt on a stake.
>>108580419
horse fuckers have many fetishes.

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Slop Machine status? How many nodes can ComfyUI support before it starts to break? I want to add ControlNet to it, but I’m worried ComfyUI might break because of the number of nodes and connections.
I’m notinto subgraphs or GET SET, I want to see all the connections and nodes at all times and wire everything manually.

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>108582051

>>108582051
I've never really thought about that before, how much code would crash a computer
it sounds like a clumsy question

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>>108575392
Prompt for this?

>>108582080
Maybe Chrome could crash? I want to build a Goontropolis in a single tab.

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https://files.catbox.moe/b1pc1n.png

>>108582080
Or maybe node noise, like when you bypass a large quantity of nodes and the image deteriorates.

https://www.youtube.com/watch?v=X41TmM6CM-U
>russia is making AI its top priority
let's hope we'll get based local models from the spoutniks!

>>108576043
>diddy model
the what now

>just one small change
how do I stop being addicted to local gen and fuck up my sleep schedule?

>>108580866
I want to locust it

>just one small change
how do I stop being addicted to cloud gen and fuck up my sleep schedule?

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>>108580942
no titties no clickies

Has anyone finally managed to fix the autocomplete in Nodes 2.0?

>>108582051
you can build monster workflows. I like working modular tho, with sd prompt reader nodes to transfer stuff between the workflows. for reference, check out this one here, used to be called "AP workflow" from some italian dude. & same, I like shit out in the open. getset cancer, nope

>>108582371
>using nodes 2.0

https://www.runcomfy.com/comfyui-workflows/ap-workflow-for-comfyui-ready-to-use-online-solution
Imported it and my PC started running much slower lol. But at least now I know I can use a lot more nodes, I’m going to add ControlNet without fear. Thanks, anon!

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>>108582658
sorry I forgot the link, that guy had a different webpage last time I checked, like 2 years ago. don't forget rgthree "fast groups bypasser" for one click bypass solution

>>108582218
You need to reach the mythic "overgooned" mental state
You will have a week of peace then

>>108581783
how do you even know happyhorse is good for gooning? i'm sure that model has censored puppet bodies, as usual. alibaba has never made good nudity

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>>108582733
Who's this bird?

>>108582761
your happywhores finetune?

>>108582786
"a woman with blonde hair", yada yada, nostalgic 1970s American vibe, etc. via https://civitai.com/models/2289127/zit-nsfw-randommergetime-v3

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>>108582827
She looks a little rough around the edges but I like her.

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Soul.

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>>108582946
nice

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What is the name of this lighting / photography effect?

>>108583092
standing in front of window, backlit, natural light, sunlight
"Bright, natural light streams in from the large window, creating a luminous backlighting effect and highlighting the subtle textures of her attire." yada.

Is there a way to use a local LLM or some kind of img2img system in order to create prompts faster in SD? I don't know if they offer something like the old interrogate deepbooru function separately for NeoForge or ComfyUI, because I have a lot of images that I could really use with that function.

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>>108581802
Using claude to help me with latent upscaling. Helped me figure out a few things. So much motion, it's amazing.

>>108583092
rim lighting

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>>108583153
a number of ways to do that. ollama & comfyui ollama (see img, sys prompt stolen from 'nerdy rodent'), comfyui-gemini (need a google account for that), all with their pros and cons. the gemma 3:4b model is like 3.5gb, leaves enough headroom to do stuff. it doesn't have vision capability, so just for prompting

>>108581783
>>108581815
Reminder that imagegen found itself in a similar dilemma when Dalle 3 came out, being stuck with SD/Stability seemed so hopeless, then just 2 years later BFL appeared out of nowhere and dropped Flux, and we're here now with a mix of both uncensored and censored models that have fully deprecated Dalle 3. Similar tale with audio and Suno/Udio, now we have ACEStep XL. As demand grows, someone always will drop something. Someone will realize how important something like Seedream is for producers and small creators, and many will grow sick and tired of the corporate restrictions, so they (investors etc...) will realize how big it would be to have it locally. The more demand there is, the more likely the chance we see it sooner rather than later.

>>108582061
stop it

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are you ready for stable diffusion 4?

>>108583291
Also, by not releasing the model, they are delaying the inevitable. They are just giving themselves competition. Sentiment around their failed model releases isn't going to change once a big open model drops that matches API (and therefore surpasses by its open nature), yet the company behind the open model will get all the glory.

>>108583180
Is this LTX? How are you getting motion like that at a low framerate with no blurring?

>>108583092
backlighting, depth of field, foreshortening

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random danish flag

>>108583410
Wan 2.2, latent upscaling.
No one ever seems to know that wan is trained on 480p. So by upscaling into low noise, you maintain the maximum motion, with enough steps.
I thought I had figured latent upscaling out, but it's volatile as fuck when I introduce loras. Currently using claude to figure it out.

>>108578475
This based man is pol posting righ now

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excuse me

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>>108583706
how is this supposed to work

>>108583706
>>108583720
kek

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I should have been more careful using the install from URL function willy nilly, I have clearly broken my installation somehow even after removing all the extensions folder from their respective folder.

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>>108583118
>>108583224
>>108583424
I was thinking more like a proper photography term for this "dreamy / blurry" effect, is very distinct. I see it often on japanese photoshoots or old playboy magazines. I guess "Dreamy Look" would work. But I've found how they are made: it's called a "mist filter".

>>108583792
mist filter, checks out I guess. 'proper photography terms' and how your SD model interprets those, long winded topic. something somewhere must've been tagged with that expression, otherwise you get just a vague interpretation by the model. it'll pick up the word 'mist' obviously in that context. and fuck she looks like she burns through 4 very rich husbands every year.

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>>108583792
fun fact: they used vaseline on the camera lens to get that effect

>>108583871
correct. also hairspray or sheer cloth, see david hamilton, lol

>>108583957
dreamy

>>108583741
put git pull in your webui.bat, it'll throw an error when you attempt to start, but it'll identify what changed, delete those files, pull again and youll have a clean install

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>>108584033
so it is

>>108584131
slightly too dreamy

>>108583250
>>108583153
Is there an up to date version of WD14 tagger for WebUI as opposed to just ComfyUI?

>mfw

>>108581691
>>108582946
>>108584178
Catbox or tips for any of these? Really like the style.

we are at levels of coziness never imagined before..

how cozy can we get?

Local is dead

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kino

>[Forge Couple] ERROR - Number of Couples and Masks mismatched... [7 / 3]
How could this happen to me? I don't understand...

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https://www.ft.com/content/b39da303-3188-447b-8b65-3dd8dad8b59a?syn-25a6b1a6=1
it's so over...

>>108584504
then everybody quit

>>108584504
lets be realistic, open source Chinese AI exists to try to devalue American companies, they are not a charity it's a political move

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>>108584314
prompts were:
[subject/setting], traditional media, colored pencil \(medium\), pixel art, texture, 1970s \(style\), blurry, soft focus,
masterpiece,best quality,amazing quality
negative:
bad quality,worst quality,worst detail,sketch,censor, signature, watermark, shiny skin, flat color, simple background

using pixel art extension to limit color palette

>>108584554
How about the model/LoRAs?

>>108584608
Crawl back to your splinter general thread schizo

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Here is latest diffusion degunker for comfyui, related to https://rentry.org/RemovingDiffusionGunk

https://github.com/L33chKing/ComfyUI_LatentResidueCleaner

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>>108584587
no loras. an illustrious mix of mine, unreleased. the mix isn't particularly good.

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>>108584615

>>108584629
Thank you very much!

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>>108584629
>the mix isn't particularly good.
disagree

>>108584659
Flux1 vibes