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Improving the Whole Ecosystem Edition

Discussion of Free and Open Source Diffusion Models

Prev: >>108334450

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
https://huggingface.co/Tongyi-MAI/Z-Image-Turbo

>Anima
https://huggingface.co/circlestone-labs/Anima
https://tagexplorer.github.io/

>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
https://tagexplorer.github.io/

>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share 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-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
>>
Blessed thread of frenship
>>
Juliensisters? Our response?
>>108338883
>>
>>108339034
we don't sign our posts here, Julien
>>
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>>108338883
>people who don't live in node graphs
ought to be gassed and bulldozed into a mass grave
>>
ComfyUI is winning massively. Tons of models coming to API Nodes, ComfyCloud free-tier, and now App Mode. I say we ditch the whole 'local models' facade and transition to a ComfyUI general
>>
>>108339093
who's asking?
>>
>>108339053
i think he and the 5 schizo personas in his head are all crying
>>
>>108339065
>generating nearly the same image for weeks
Based and autism pilled
>>
>>108339086
with this amount if blatant shilling it already is comfyui general. feel free to post your saas gens here, comfycloud approves
>>
>>108339086
Yeah, at this point using local models is a fool's errand. With the power of API models you save so much time, and with the price of hardware these days API offers a much better value for your money.
>>
>>108339098
me, haven't used local diffusion models in years.
>>
>>108339116
>feel free to post your saas gens here
are you seriously asking for someone to break the rules and get banned? come on ani, that's a new low, even for you
>>
>>108339093
Yes and then the one that succeeded it got succeeded. You've been in slumber for a long time.
>>
So the only argument julien has is made up lies? Why do you try to pull others down instead of improving yourself (or your still crashing wrapper)?
>>
>mfw Resource news

03/10/2026

>HiAR: Efficient Autoregressive Long Video Generation via Hierarchical Denoising
https://jacky-hate.github.io/HiAR

>Scaling Test-Time Robustness of Vision-Language Models via Self-Critical Inference Framework
https://github.com/KaihuaTang/Self-Critical-Inference-Framework

>FVG-PT: Adaptive Foreground View-Guided Prompt Tuning for Vision-Language Models
https://github.com/JREion/FVG-PT

>Kaleidescope - Index, Search, Invoke Comfyui Workflow
https://github.com/svenhimmelvarg/kaleidoscope

>App Mode, App Builder, and ComfyHub
https://blog.comfy.org/p/from-workflow-to-app-introducing

03/09/2026

>DiffiT: Diffusion Vision Transformers for Image Generation
https://github.com/nvlabs/diffit

>Self-Supervised Flow Matching for Scalable Multi-Modal Synthesis
https://bfl.ai/research/self-flow

>MatAnyone 2: Scaling Video Matting via a Learned Quality Evaluator
https://pq-yang.github.io/projects/MatAnyone2

>Making Training-Free Diffusion Segmentors Scale with the Generative Power
https://github.com/Darkbblue/goca

>Omni-Diffusion: Unified Multimodal Understanding and Generation with Masked Discrete Diffusion
https://omni-diffusion.github.io

>DC-Merge: Improving Model Merging with Directional Consistency
https://github.com/Tobeginwith/DC-Merge

>RAC: Rectified Flow Auto Coder
https://world-snapshot.github.io/RAC

>DEX-AR: A Dynamic Explainability Method for Autoregressive Vision-Language Models
https://walidbousselham.com/DEX-AR

>AuthFace: Towards Authentic Blind Face Restoration with Face-oriented Generative Diffusion Prior
https://github.com/EthanLiang99/AuthFace

>ComfyUI Llama-Swap Client: Hot-swap any llama.cpp model
https://github.com/ai-joe-git/comfyui_llama_swap

>FL PenguinVL: VLM nodes for ComfyUI using Tencent's Penguin-VL
https://github.com/filliptm/comfyui-fl-penguinvl

03/08/2026

>Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders
https://huggingface.co/tencent/Penguin-VL-8B
>>
>mfw Research news

03/10/2026

>HybridStitch: Pixel and Timestep Level Model Stitching for Diffusion Acceleration
https://arxiv.org/abs/2603.07815

>Video2LoRA: Unified Semantic-Controlled Video Generation via Per-Reference-Video LoRA
https://arxiv.org/abs/2603.08210

>DSH-Bench: A Difficulty- and Scenario-Aware Benchmark with Hierarchical Subject Taxonomy for Subject-Driven T2I Generation
https://arxiv.org/abs/2603.08090

>WaDi: Weight Direction-aware Distillation for One-step Image Synthesis
https://arxiv.org/abs/2603.08258

>CARE-Edit: Condition-Aware Routing of Experts for Contextual Image Editing
https://care-edit.github.io

>TDM-R1: Reinforcing Few-Step Diffusion Models with Non-Differentiable Reward
https://luo-yihong.github.io/TDM-R1-Page

>Parameterized Brushstroke Style Transfer
https://arxiv.org/abs/2603.07776

>Disentangled Textual Priors for Diffusion-based Image Super-Resolution
https://arxiv.org/abs/2603.07430

>Scale Space Diffusion
https://prateksha.github.io/projects/scale-space-diffusion

>PureCC: Pure Learning for T2I Concept Customization
https://arxiv.org/abs/2603.07561

>Image Generation Models: A Technical History
https://arxiv.org/abs/2603.07455

>Prototype-Guided Concept Erasure in Diffusion Models
https://arxiv.org/abs/2603.08271

>ImageEdit-R1: Boosting Multi-Agent Image Editing via Reinforcement Learning
https://arxiv.org/abs/2603.08059

>Self-Attention And Beyond the Infinite: Towards Linear Transformers with Infinite Self-Attention
https://arxiv.org/abs/2603.00175

>Evaluating Generative Models via 1-Dimensional Code Distributions
https://arxiv.org/abs/2603.08064

>VIVECaption: A Split Approach to Caption Quality Improvement
https://arxiv.org/abs/2603.07401

>Variational Flow Maps: Make Some Noise for One-Step Conditional Generation
https://arxiv.org/abs/2603.07276

>How Long Can Unified Multimodal Models Generate Images Reliably? Taming Long-Horizon Interleaved Image Generation via Context Curation
https://arxiv.org/abs/2603.07540
>>
>>108339086
What does app mode have to do with cloud models? Actually don't answer that I know you're going to reply with some incoherent argument.
>>
>>108339163
>>108339179
why are you still lurking here schizo? you're not welcome here, get the fuck out
https://rentry.org/debo
>>
>>108339150
Yeah I get that.
Which would be the current goto for this purpose? (recognizable booru artists, cartoon characters etc)
>>
>>108339086
>>108339116
>>108339118
Julien is so raped
>>
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>>108339013
Please, I'm going to call out Julien on Noobcord but I need proof since I don't have it with me because phoneposting. Please send me all the screenshots you have.
>>
i feel really bad for ani. why do you guys have to target him like that? he's clearly passionate about diffusion and is always willing to help out. i only ever seen him act friendly and all the other shit you attribute to him are always schizo conjecture and false flags
>>
>>108339240
Here
>>
So basically Juliens "new UI" that he worked on for way over 2 years got replaced by App Mode casually because comfy had some free time? And not only has it feature parity but can actually do a lot more because it leverages the whole comfy ecosystem?
>>
>>108339275
comfy doesnt do shit anymore, he probably forgot how to code
>>
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>>108339240
>>
>>108339258
You can just give julien free money so both of you feel better :)
>>
>>108339297
this one was obviously forged with inspect element
>>
If only I had time and money...
>>
>>108339258
Because he's a talentless asshole that harasses more successful devs and tries to smear shit on everyone more popular than him
He deserves ALL the bullying
>>
Right now, NoobCord doesn’t have contact with Comfy, and Julien is acting like he has first line contacts with him. If Lax and Comfy could communicate directly without this faggot as middleman, it could be very beneficial for local anime in general.
>>
>>108339289
Yeah when you have such a popular codebase, funding and basically everyone using it because it basically dominates the whole market you sometimes don't have time to code yourself anymore
Glad he has guys like Yoland who are really passionate and skilled :D
>>
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thank god for yoland haha lmao
>>
>>108339343
communicate directly with who? you? ldg? comfy intentionally doesn't talk with 4chan anymore. this space hasn't been relevant for years
>>
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>>108339258
>ani didun du nuthin
>>
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>>108338883
Last I tried, seed randomization STILL didn't work inside subgraphs... who tf wants to hide more things from the user?
>>
>>108339364
Comfy doesn't post here anymore because of Julien
A real loss really, hope trani 41% soon so comfy comes back
>>
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a moments silence, please
>>
>>108339417
lmao
>>
>>108339417
all those future scientists and astronauts gone
>>
Qwen 3.5 4B Text Encoder for Anima 2B

>What Is This?
A drop-in upgrade for Anima 2B's text encoder. The stock Anima ships with a tiny 0.6B parameter text encoder — it works, but it struggles with complex prompts. This replaces it with a 4B parameter encoder that understands your prompts significantly better.

https://civitai.com/models/2455272/anima-2b-qwen-35-4b-text-encoder
>>
>>108339449
>examples are all things the "shitty" default encoder can do already
Kek
>>
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>>108339449
What You Get:
Pros:
Much better understanding of complex/long prompts (7× more parameters dedicated to reading your text)
Better handling of detailed scene descriptions, multiple subjects, and nuanced instructions
Alignment controls let you blend between raw 4B output and 0.6B-compatible output
Cons:
Uses more VRAM than the stock 0.6B encoder (~4GB vs ~0.6GB for the text encoder portion)
Slightly slower encoding (more parameters to run)
Alignment is an approximation — the diffusion model was trained against the 0.6B, so we're rotating the 4B's output to match. It's very good (0.96 cosine similarity) but not identical
This is a reverse-engineered implementation — the original author's private code may differ in subtle ways
>>
the ani bullying has to stop
>>
>>108339466
That's how you know it's a nothingburger.
>>
>>108339163
a bunch of research that will never see the light of day
>>
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>>
Have spent the last month busy taking care of my late father, anything new?
>>
I wish I could move on from 4chan. every thread sucks and keeps getting worse
>>
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>>
>>108339706
LTX-2.3
>>
>>108339774
will check, thank you
>>
Any news regarding apache2 anima?
>>
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>>108340002
>there's no burger
>>
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>>108340002
fun character
>>
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>>108340022
Here's your burger
>>
>>108339759
sexo

>>108337354
>>108336742
kinda crazy for saas honestly
that kardashian pic was made with which model?

I saw these that apparently are made with grok (!), I tried and it block all my requests, some pajeet magic for sure: https://www.eronix.space/grok
>>
>>108340048
>>108340002
nice
>>
>>108340048
>6 toes
>>
>SDXL slop mix
jej
>>
>>108340114
>says the person who comes from a SDXL slop mix general
>>
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>>108340157
incorrect thank god, id rather kill myself than still use XL
>>
>>108339013
Well, well, well... you caught me. I use NAI, so what? It’s not my fault local models are dogshit. I’ll keep posting NAI and disguising it. Whether you spot it or not depends on your hound’s nose.
>>
>>108340168
cuteeee~
>>
>>108340189
what do you use for realistic hardcore images then?
>>
seedance 2.0 tier realtime 1080p genning on local hardware in 3 years btw
>>
>>108336162
Absolute nothingburger if bluvoll merges his shiny slop dataset too. This model in particular has WAI in it.
>>
>>108340298
but in 3 years there will be something even better in SaaS land
>>
>>108340327
they're starting to reach the celling though, seedance 2.0 is as close as it gets
>>
>>108340327
once a model passes the "good enough" threshold for a use case further improvements matter much less to not at all for certain use case.
>>
>>108339758
Your only option is to block your internet access completely. 4chan is a distraction problem, but if you just block 4chan you'll probably end up somewhere else.
>>
>>108339387
based jenny genner! more jenny skirts pls
>>
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>>108340404
>more jenny skirts
Sorry, I accidentally genned a cool armor and ran with that for a bit.
>>
>>108340433
no apologies necessary. All jennies are welcome here!
>>
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>>108339387
just tried it and randomize works inside subgraphs
>>
>>108340433
How do you deal with the fact that you can’t control her body type and only somewhat control her face with certain angles? I don’t see Jenny but just a phantom average of all the Jennys you’ve genned until now.
>>
>>108340473
nice
>>
>>108339758
>I wish I could move on from 4chan. every thread sucks and keeps getting worse
the internet as a whole is getting worse, I'm starting to be really tired of it, I see myself playing more and more and watching more and more series instead of lurking on the internet, 8 years ago I was 24/7 on youtube but now this site is just a shallow of itself
>>
>>108340515
I feel like rapid implementation of the age verification laws brings us really close to some sort of digital id in pretty near future. early internet really was an aberration and we won't have anything like it again
>>
>>108340515
indians and algorithms has ruined most of the internet.
>>
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>>108340536
I live in france and we now need to show our ID to go on porn sites lmao, fucking cucked country
>>
>>108331332
this is a very important general for Comfy users
>>
>>108340572
>This post is advertising or begging.
>>
>>108340554
bots and LLMs will put the final nail on the coffin
>>108340536
>we won't have anything like it again
yeah, just like the golden age of video games (1995 -> 2005), it's an era when you had to be there, now it's only going downhill
>>
>>108339449
>>108339477
Why can't the original dev use Qwen 3.5 4B for training? License issue?
>>
>>108339013
anyone tested out the new LTX2.3 yet? is it good for both sfw/nsfw?
>>
>>108340701
Probably poor
>original dev
Oh, an inexperienced faggot. He probably didn't want to take too many risks.
>>
>>108340728
s'alright.
no slideshows any more, better speaker control, and... that's about it
>>
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>>108340481
Finally. I haven't updated in a while.

>>108340496
Some things are overfit just like they always were. I had to go ham reinforcing non-Asian women for that earlier tennis image to get away from that Korean/Chinese horror-show face it likes to give me. I was starting to feel like they didn't have a single white woman playing tennis in their dataset after awhile.

Anyway, it's all a balance. Certain words/concepts are very hard, and occasionally impossible to overcome and the stronger you set your LoRA the more you perturb the model. I'll give you example; the word "lipstick" changes her philtrum and there's nothing I can do to alter it using that word, because the majority of their lipstick data obviously has that strong dimple in it, so I instead I have to use "xxx-colored lips". That keeps her mouth looking like it should and allows to change the color (black lipstick is extremely overfit and requires a different approach).
>>
>>108340754
pretty good for someone inexperienced
>>
>>108340380
how is shit like this even supposed to work? If I block access to 4chan, can't I just unblock it back? same goes for internet
>>
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>>108340701
>>
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I now know animation and can make shit posting gens in under a minute. The problem is filesize using the node settings and I want max quality
>>
>>108340952
OK.
>>
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>>108340953
trying to improve quality for posting the av1 gens look better over 1440p
>>
>>108340953
Is this your fuckin blog, bitch?
>>
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>>108340953
>>108341009
h.264@CRF1 (CRF 0 is broken).
>>
>>108341010
>Is this your fuckin blog, bitch?
based, that's how you talk to mentally ill avatarfags, if you don't gatekeep it'll end up like /sdg/, history won't be repeated, not in this soil!
>>
>>108340953
what made you think anyone cares
>>
>>108340953
>>108341009
based
ltx?
>>
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>>108341036
I'm starting to think I should just convert it in the terminal with FFMPEG after I finish it at larger sizes
>>108341010
>>108341049
>>108341059
Why are you so needy?
>>108341087
Wan2.2 is ltx uncensored?
>>
why would anyone waste electricity on such dogshit trash
>>
>>108341092
Why are you gay?
>>
>>108341092
oh nice, thought wan is still slow, under a minute you say? comfortable
>>
>>108341092
nice boooba
>>
>>108341092
>>108341114
samefag
>>
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>>108341125
>>
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>>108341125
>>108341224
>2 avataretards fighting each other
feels like /sdg/ all over agian
>>
>>108341092
>>108341224
/adt/ status?
>>
>>108341239
>lumina watermark
>>
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>>108341248
this meme is actually pretty old
https://knowyourmeme.com/memes/two-retards-fighting
>>
>>108341267
yes which is why i thought it was interesting that the screenshot had the watermark
>>
>>108341302
yeah, some guy used Luma AI to make this into a video, good old times
https://www.youtube.com/watch?v=BuPofpPyVkU
>>
>>108340536
you could have it all back, but it would mean having to be mean to Jews and say no to them sometimes, so you'll choose an existence as goycattle instead
>>
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*yawn*
Also the trying lower resolutions to fit and have better quality gives worse results, sweet spot is well over 720p
72 seconds for this is pretty good
>>
>>108340536
I'm conflicted, on one hand I don't want kids to freely access social media (especially discord) and have a bunch of troons grooming them, on the other hand, it is the responsibility of their parents to set limits, we shouldn't have to pay for the fact they failed their role as parents
>>
>try to inpaint
>it generates shit that's worse
>>
>>108340953
nta but under a minute with wan sounds good
can it do goon clips? how much vram do you need and do you happen to have a workflow for anon?
>>
>>108341388
its parents' responsibility 100%
"think of childrerinos" is an excuse to collect your data
>>
>>108341444
>its parents' responsibility 100%
yeah but since parents don't want to to their fucking job what should they do? punish them? how do you even enforce something like that?
>>
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>>108341349
local 2D ai video is completely obsolete. we're 20 years behind. It looks like a big "it's over". only local image is really good
>>
>>108341461
if the kid gets molested due to online shit? yeah, i'd say yes. otherwise, whatever. it shouldn't be a government's responsibility to protect kids from every unfortunate circumstance unless you think that totalitarianism is a good thing
>>
>>108341519
it's retarded to punish parents for something like that. kids can hide their internet use from their parents. you would need to prove some kind of gross negligence and lack of care directly related to the internet use and in general and that would be very difficult.
>>
>>108341519
>totalitarianism is a good thing
like I said, I don't want everyone to be punished because there's some parents that don't know how to raise their children proprely, there should be a law that oblige internet providers to block specific sites if they know the computer or a phone belongs to a kid for example, that would be a more sensible approach
>>
>>108341501
Didn't ask
>>108341403
Most of my gens hover at 28-29gbs
Also my wf is a copy paste of
https://civitai.com/models/1823089 modified for my system
>>
cumfart age verification when?
>>
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Anon wtf is this model ffs??
>>
>>108341907
Probably flux with some niji anime lora slapped on.
>>
>>108341907
that cleavage looks deliciously squishy
>>
>>108341911
Not Niji 100%
>>
>>108341501
we haven't even scratched the surface yet and 95% of this technology isn't proprietary so i wouldn't worry about it.
>>
verdict on LTX-2.3?
>>
poor/10
>>
>>108342000
Is LTX censored?
>>
I don't care about AI video it's all garbage
>>
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>>108342000
>verdict on LTX-2.3?
I won't download a 22b model for incremental improvement, or else it's seedance 2.0 at home, or else I sleep, the jews promised to us 2000 years ago
>>
so WAN 2.2 is still the best local video model? that kinda sucks...
>>
>>108342206
I think we just need something lighter and can go longer
I'm disappointed that the larger wan can't do longer gens
>>
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Qwen Image 2.0 seems to have indistinguishable quality from Qwen Image 2512, they definitely didn't change the VAE or seemingly do much else different either
>>
>>108342084
wait they said they'll open source it?
>>
>>108342226
not local, never will be, don't care
>>
>>108342226
>Qwen Image 2.0 seems to have indistinguishable quality from Qwen Image 2512
that's a good achievement I guess, QI2.0 is a 7b model, Qwen Image is a 20b model
>>
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>>108342239
>not local, never will be
the chink anime guy said we'll get it though...
>>
>>108342226
I just want to be able to do basic stuff like inpainting and controlnet with 2512/2.0 because it's really annoying no one is supporting it so far
>>
>>108342226
it looks so plastic, Z-image turbo mogs it
>>
>>108342263
qwen image is REALLY amazing if you use loras to get the style you want, because yes it is plasticy by default but it has so much quality understanding beneath that
>>
>>108342247
ask it when the two z models are coming
>>
>>108342241
I doubt it's better in practice than Klein 9B Distilled or even 4B Distilled though
>>
>>108342247
who gives a shit about a random twitter account
>>
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>>108342226
The quality, color and photorealism details in qwen image 2.0 is great improvement over qwen image 2512. It can do solid nudity and declothing nudity out of the box and the vae is clearly better than blurry mess that was in the previous qwen model.
>>108342247
i hope this true. The qwen image 2.0 is far better than flux 2 klein. It does full detailed nudity and has very better skin texture than that garbage rough plastic skin texture that baked in all klein gens.
>>
>>108342312
>who gives a shit about a guy that is always right and is invited by Alibaba from time to time?
jeez I wonder
>>
>>108342316
>It can do solid nudity and declothing nudity out of the box
It does not know vagene and peepee better than the others (please prove me wrong)
>>
>>108342316
try the wan2.1 vae as it is not as blurry, its compatible since qwen vae is just a decoder tune
>>
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Anima is fun once you've got a list of known artists you like for it
>>
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>>108339013
Theres not been a single day where i dont imagine Comfy screaming at me, yelling at how much he hates me, and dumping me in a public space then storming out. but then again, these fantasies also consist of Comfy staring at his ceiling at night, missing me, but also hating me still. its some sort of fantasy of mine to get dumped dramatically but then he would find me in some random park talking to a different guy and he feels his blood boil. a cuck regret fantasy or something. i feel abnormal enjoying these scenarios whenever im bored and want to distract myself without being glued to this website
>>
>>108342424
least schizo cumphee user
>>
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>>108342350
https://litter.catbox.moe/oo8130.png
https://litter.catbox.moe/ce423p.png
https://litter.catbox.moe/tehic0.png
https://litter.catbox.moe/xey1dp.png
https://litter.catbox.moe/ov2ie4.png
https://litter.catbox.moe/zwwkx6.png
>>
>>108342424
Julien? Are you drunk?
>>
>>108342247
>>108342247
I trust the chinese guy
>>
>>108342386
I want her to scratch her anus with her middle finger and force me to smell it.
>>
wait so seedance 2 AND the qwen model will be released at some point?
NICE
>>
>>108342449
he is wearing pants?
>>
https://github.com/Comfy-Org/Nvidia_RTX_Nodes_ComfyUI
Better than SeedVR?
>>
>>108342569
Fuck off
>>
>>108342611
leave it he's not worth it
>>
>>108315832
catbox/model? this looks really nice
>>
>>108342569
you can test it
>>
>>108342891
we all have 1080ti you'll have to test it for us anon
>>
I am once again asking for an edit model that has furry/nsfw capabilities.

Also this shit made me laugh my ass off super loud at midnight last night.
>>108335969
>>
>>108342247
This guy has been wrong about everything he has "predicted"
>>
>>108343062
oops sorry, I made a typo, I wanted to say "right" instead of "wrong"
>>
>>108342896
It doesn't seem to be working for me, its the same as a lanczos upscale. RTX5090 btw.
>>
Any tips on flux 2 klein 9b prompting for editing images?
>>
>>108343210
Dump the official prompting guide into an LLM, just like everything else.
>>
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>>
>>108342386
>once you've got a list of known artists
A staggering number of genners are incapable of looking for artist tags
>>
>>108342449
>https://litter.catbox.moe/ov2ie4.png
youve been hiding the goods all this time anon
>>
im trying to make a lora for a goblin girl. when i prompt the model for "goblin" it naturally it produces and ugly goblin creature. should i use "goblin" in my training data caption? or not use goblin at all and use something like myg0blin
>>
meet potential anima
would could will, never is
>>
>>108339163
>>108339179
Thanks for the news
>>
>>108343662
can't speak to goblins, but you should just use a unique token like myg0blin(maybe more unique than that) and omit the generic goblin tag.
if your goblin has some very unique characteristic you should train a unique token for that when it is visible in the image.
if it has janky teeth, add "janky-teeth" to all the images in the dataset that show the fucked teeth and use janky-teeth when prompting, just don't go overboard with it because it can confuse the training.
and the most important tags go in the front.
myg0blin, janky-teeth, loin cloth, rock, etc.

also you should install https://github.com/nisaruj/comfyui-daam
being able to see what your tokens are doing is unbelievably helpful for lora training and finetuning.
>>
>>108343672
you could say that about all of local, chuddie
>>
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tfw no anime wife
>>
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>>
i'm tired of these ai same faces
>>
stablediffusion 4 when
>>
>>108338883
wow its actually worth using now
>>
>>108344206
>being scared of noodles
lol
>>
>>108344210
i wanna generate 1girl not rig up a fucking pedalboard
>>
>>108344222
what's your admixture?
>>
>>108344206
any examples?
>>
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>>108344230
>>
>>108344246
i'm good thanks
>>
>>108342449
>no metadata
>>
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>>108344230
>>
>>108344254
no youre not
>>
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>>
>>108339258
because comfy got 17 million dollars for writing python spaghetti
a fast and light alternative written in c++ would cost comfy a lot of money
>>
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>>
>>108339258
im sorry but hes just really fucking annoying
>>
>>108344417
the guy schizo-posting about him for hours a day is a lot more annoying
>>
>>108343371
Neat
>>
>>
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what is picrel ultimate goal
now that its a business venture its inevitable they will will lock shit down and force subscription in the future right?
>>
>>108344742
https://en.wikipedia.org/wiki/GNU_General_Public_License
>>
butthurt jaded homosexual pedophile lolcow
>>
>>108344742
>ultimate goal
money. it's always money. comfy is a greedy psychopathic asshole and he's taking the easier path. he never cared about foss, you all got fooled
>>
>>108344814
butthurt jaded homosexual pedophile lolcow
>>
>instant seethe from a mysterious comfyui defender
15 comfy coins added to your comfy cloud balance ranjesh
>>
go grease a train's wheels ani you disgusting sad act LMFAO
>>
>>108344838
CP deposited in your AniVault
>>
>>108344814
what exactly do you think is going on here? it's open source, and most of it is 3rd party.
even if they decided to shut it down or paywall it or whatever, people would just fork it and carry on like nothing ever happened.
it's not like he/they or who ever the fuck "owns" AI.
>>
test ur smoke alarms ;)
>>
>>108342386
what did you prompt to get this era of his art? watercolor medium just breaks the shit out of the style. Yume and Animaika are stuck on his newer non-watercolor styles.
>>
lots of organic interactions in this general. we all love comfyui here
>>
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closest i get looks a bit burnt out, even though my settings are fine. maybe i'm using too many tags i dunno kek. Anima is crazy flexible with its already trained artists, you can overshoot or undershoot really easily.
>>
>>108344880
nta and i don't really know shit about anime but that looks more like marker than watercolor.
>>
>>108344907
NTA but I do. I'm glad they can read the room and embrace cloud services. Local is always gonna be behind and with current hardware prices you have to be crazy to buy anything now. Comfy subscription is much more lucrative than spending thousands on shitty porn sloppa
>>
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>>108344814
you're just jealous Comfy made it and your only legacy is the 35 stars meme lol
>>
>>108344933
good morning sir
>>
>>108344933
Will they shut down the free local stuff because of the cloud? I'm kind of worried about our options going forward, I thought anima would be the future but that turned out to be garbage.
>>
>>108344951
no one cares what you think LMFAO
>>
>>108344951
most likely local side of things will stop receiving any money and will become abandonware. too much effort on very little return on investment for someone who doesn't give a fuck about open source and local. it's grim
>>
>>108345039
>most likely local side of things will stop receiving any money and will become abandonware
I doubt that, local is the bait, people use Comfy for local first, and then a small % will try his API nodes, his business model won't work if he doesn't lure people into free service and local is the perfect way to do that
>>
>>108345069
most people can't afford local though and I think comfy realized this. see free comfy cloud trial they started offering recently. nah local is a dead end for someone like him. they might keep in on sustenance level funding but thats it
>>
>>108345039
probably shouldn't have made it open source if he didn't want it to be open source.
>>
>>108344417
Don't be, he's samefagging again.
>>
>>108345110
we'll see about that, so far he's still implementing the newest models like LTX 2.3
>>
>>108345142
>but seedance isn't open source and you can use that in comfyui so comfyui is going to delete all the source code from the internet and charge you comfybux if you want to use sdxl
i'm new here so i honestly don't know if he is concern trolling or retarded.
>>
>>108345159
>i honestly don't know if he is concern trolling or retarded.
he is trolling, ani is someone who wanted Comfy's fame with his 35 stars wrapper but didn't get it, so all he has left is jealousy towards someone superior to him
>>
>>108345163
what 35 stars? what are you even talking about? you sound fucking obsessed
>>
>>108345173
>you sound fucking obsessed
Signed, the guy fuding Comfy 24/7 on /ldg/, I have no idea how he's still willing to talk to you after all the shit talk you give to him, Comfy is a way better man than me, at his place I would've knocked your teeth out already, fucking lolcow schizo loser
>>
>>108345163
that certainly explains the seething doom and gloom.
>>
>>108344933
>>108344951
>>108345039
>>108345173
Guess the fact that you're a worthless retard with no future prospects finally settled in, eh ani?
>>
comfyui defence force working overtime. comfy coin budget increased
>>
>>108345216
Is it true that you raped your nephew, Julien?
>>
>>108345163
psychopathic sellout can't be "superior" to anyone. people who stick to their principles and never compromise deserve much more respect
>>
>>108345211
yo, friendly fire. i'm the second post there, i was just trolling him.
>>
>>108345222
>people who stick to their principles and never compromise deserve much more respect
what do you know about comfy's principles? did he ever say that he would never do API shit on his software? and if yes I'd like to see a proof please
>>
>>108345222
True, Julien ia such a pathetic insect who should be publically humiliated into comitting suicide
>>
>julien frames comfys success now as "psychopathic sellout"
Who needs enemies with such "friends"
lolcow
>>
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made using comfyui :)
>>
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>>108343190
>>108342896
I said is the same as Lanczos as a joke.
Turns out it is literally the same.
>>
>>108342569
Traceback (most recent call last):
File "C:\Users\Gaming\Documents\ComfyUI\ComfyUI\nodes.py", line 2216, in load_custom_node
module_spec.loader.exec_module(module)
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^
File "<frozen importlib._bootstrap_external>", line 1027, in exec_module
File "<frozen importlib._bootstrap>", line 488, in _call_with_frames_removed
File "C:\Users\Gaming\Documents\ComfyUI\ComfyUI\custom_nodes\comfyui_nvidia_rtx_nodes\__init__.py", line 2, in <module>
import nvvfx
ModuleNotFoundError: No module named 'nvvfx'
>>
I really want to be an investor for juliens bleeding edge tech company
I'm offering 2 (Two) ceasar wraps and 1 (One) full 1L bottle of sprite
>>
>>108344776
>desperate company will be honest
fucking lol
with time they WILL definitely get to that point
>>
>>108345304
>desperate company
in what way, do they even have competition?
>>
>>
Julien is a case study of what happens when you have no father in your life
>always bitching
>"everyone else is the problem!"
>"why do people not gift me money so i don't have to work anymore i don't understand :("
>backstabbing
>opportunistic asshole
>throws others under the bus, even if he doesn't benefit from it at all
>talks shit about more successful people all the time
>>
>>108345365
who's "julien"? your bull?
>>
>>108345373
Julien is a homosexual pedophile who thinks he's a real dev
A guy who needed over two years to figure out some very basic imgui components
Everyone who knows him thinks he's a lolcow and he is often shitting on his former "friends" for (not realized) monetary gains
He is basically the definition of a lolcow (7 different generals on 4 boards laugh at him all the time) and a talentless grifter
Even that turk furkan adds more to the ecosystem than Julien
Do you have any questions anon?
>>
>>108345365
>Julien is a case study of what happens when you have no father in your life
The aad part is that he does
>>
>>108344944
I wonder where that better anima is

>>108345365
>always bitching
>backstabbing
>opportunistic asshole
>throws others under the bus, even if he doesn't benefit from it at all
>talks shit about more successful people all the time
Isn't he just French?
>>
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what is picrel ultimate goal
now that its a dead general its inevitable they will die and disappear in the future right?
>>
>>108345516
Worse, a l*af
>>108345532
Same one as every other diffussion thread on /g/, getting the repulsive subhuman known as Julien Lubimiv to kill itself
>>
>>108345558
Explain this:

1. What’s the history behind the Ani vs /adt/ hate?
2. Why has a mysterious anon been targeting anime genners one by one on /ldg/ since November 2025?
3. And why are there no anime genners here today, when there used to be plenty of anime posters on /ldg/?

I get the beef between Ani and /ldg/, but the /adt/ angle feels like a cheap excuse to cover more obvious motives.

Hard mode: explain it without sounding like an /adt/ white knight (and raider).
>>
>>108345532
it's called a containment thread.
except in this case that thread pulled a za warudo and this is actually the containment thread(for 3dpd).
also what does it even matter. if people don't want to post in this thread then they don't want to post in this thread. Do you think that if they have no other option they'd post here instead of just fucking off somewhere else? Why would you even want to force them to post here? Are you really so brain damaged that you need high post-per-minute daily threads?
>>
>>108345591
What reason does someone need to hate a worthless obnoxious subhuman cocksucking cockroach?
>>
>>108345675
your anger is misdirected, adt has been the culprit the whole time. you are angry at ani but they are just using him as a red herring, he never had anything to do with the spam. you're a retard that is being played by adt trolls
>>
>>108345248
lol. Thank you anon
>>
>>108345737
I was here before you subhuman avatartroons took over /sdg/
I know full well who's responsible, and believe me, whoever it has nothing but pain and suffering coming for you
>>
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>>108345248
works for me, maybe you didnt install it properly?
>>
>>108345591
/adt/ removed your dogshit wrapper from their OP, sending you into another estrogen-fueled melty
As simple as that
>>
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finally I can use comfy's RTX super samplers!
>>
>>108345770
>>108345789
>escalating to threats of violence
didn't you say you'd never do this catjak? you're losing it and this is a new low even for you
>>
>>108345803
bro nobody is falling for your gaslighting attempts
35 stars status?
>>
>>108345591
1. i've been here since the start of ldg and the only time i'm reminded ani exists is in the second or two my eyes scan this thread. whether or not it's good or bad software, anistudio largely and quickly became irrelevant, like ollama.
2. welcome to 4chan
3. there was a period where shitty non-anime models were scarce (pre-chroma, some might argue flux) and there was no adt. some wanted to reign in the focus of this thread to local diffusion discussion but were out-noised largely by argumentative, uncreative sdxl and nai/illustrious booru prompters. when adt showed up, ldg quieted down for a while, and eventually, activity fell off because local gen reached a level of quality and usability that people were happy with.

comfyui made one-click local gen a solved problem, and the holdouts have largely all acquiesced. model advancements have also slowed, and a lot of us have gen fatigue. it's just part of the natural lifecycle.
>>
>>108345816
You should be on r-eddit. They would really love you.
>>
I need help. For reason when using WAN2.2 lightx2 lora, my low noise keeps outputing a black image. i dont know what caused this to start happening. no info in the terminal. non-lightx2 lora gens work fine. wtf
>>
>>108345825
He is.
>>
>>108345840
image? as in a single frame video?
>>
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>>108345825
>>108345843
post more gens
early chroma
>>
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>>108345317
yeah but so does "Open"AI just a few years ago.
and last I check they're still running on startup money
in the best case they got aquired by some big entity and who knows what happens next
>>
>>108345803
>>108345825
>>108345843
These posts were made by Julien Lubimiv the raped suicide victim
>>
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>>108342569
Never tried SeedVR, but RTX SR is basically free. It adds nothing to the gen time. Not as good as Gigapixel's "Recovery" at retaining detail, but for the speed, it's serviceable.

>>108344742
He's gonna buy everyone here a 6000 Pro with his millions!
>>
had to remove dfloat11 and nunchaku
dfloat11 is not worth it, slows down gens sadly
nunchaku is basically abandonware.
I remember the days where we hoped for wan21 nunchaku
good days.
OWARI DA
>>
>>108342386
The most pertinent part of the prompt was this:
1980s \(style\), pokemon, (@toriyama akira),
((@oka mochi):1.2), extremely detailed

Also I bitched about this site earlier because I wasn't able to replicate the style results it was getting but it turns out I just wasn't weighing the artist tags heavily enough.
https://thetacursed.github.io/Anima-Style-Explorer/index.html
>>
>>108346096
Fuck's sake, I meant this for >>108344880
Have fun.
>>
>>108346096
>weights
lmao enjoy the deep fry
>>
>>108342569
What does this accomplish that the small pickle upscalers couldn't?
>>
>>108346124
free real estate
>>
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man these threads are truly slowed down to halt in the last 2 months. The only thing i'm excited for is chroma sparks v1. The op of the model is training it and its at 60%.
https://huggingface.co/SG161222/SPARK.Chroma_v1
>>
>>108345890
based jenner
>>
>>108346181
>pornmixslopper with his retarded takes again
chroma sucks
>>
>>108346096
aaaahhhh artist weights, that's right. thanks man. very cool mix there.
>>
>>108346181
yummy bread in the background
>>
>>108345391
I dont give a fuck about your tranny drama give me a good model to gen porn
>>
>>108346664
>I dont give a fuck about your tranny drama
You came to the WRONG place buddy. Look at the last two lines in the OP and realize where you are.
>>
>Local Drama General
gasp
>>
>>108346866
not like local has anything else to talk about
>>
https://huggingface.co/circlestone-labs/Anima/blob/main/split_files/diffusion_models/anima-preview2.safetensors
https://civitai.com/models/2458426
>>
>>108346902
tried it already, somehow even worse than first preview. its evolving but backwards
>>
>>108346882
so that's your excuse for making unhinged replies at random anons?
>>
>>108346902
Why release this broken shit?
>>
kek mr 35 stars is already seething
>>
>>108346912
>>108346967
at least make up some fake or cherrypicked comparisons that show preview2 being worse than preview
0/10
apply yourself
>>
>>108346902
trani's gonna squeal
>>
>>108346995
obsessed loser
>>
he's already crying!
>>
Guys I feel bad for him. He's trying very hard to get the support he needs
>>
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>>108347106
>>
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>>
new
>>108347136
>>108347136
>>108347136
>>108347136
>>
Proper bake
>>108347246
>>108347246
>>108347246
>>
>>108347261
flooding



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