>>109095969
>mfw Resource news

06/19/2026

>FreeStyle: Free Control of Style-Content Dual-Reference Generation from Community LoRA Mining
https://github.com/Blue2Giant/FreeStyle

>JanusMesh: Fast and Zero-Shot 3D Visual Illusion Generation via Cross-Space Denoising
https://siang1105.github.io/JanusMesh.github.io

>Linear Recurrent Unit with Semantic Modulation for Image Super-Resolution
https://github.com/MingyuChoi-run/LSM

>LEAP: Layer-skipping Efficiency via Adaptive Progression for Vision Transformer Distillation
https://github.com/KevinZ0217/LEAP

>StylisticBias: A Few Human Visual Cues Drive Most Social Biases in MLLMs
https://hf.co/datasets/shaghayegh/stylistic-bias-dataset

>musubi-tuner adds support for ideogram 4 lora training
https://github.com/kohya-ss/musubi-tuner/blob/dev/docs/ideogram4.md

>KupkaProd Music Video Pipeline
https://github.com/Matticusnicholas/KupkaProd-Music-Video-Pipeline

>Midjourney goes from generating cat images to full-body ultrasound scans
https://www.theverge.com/ai-artificial-intelligence/952011/midjourney-medical-ai-ultrasound-scan

>TeleStyle V2: Beyond Content-Preserving Style Transfer with Self-Distillation and Distribution-Matching-Distillation
https://github.com/Tele-AI/TeleStyleV2

06/18/2026

>UniTemp: Unlocking Video Generation in Any Temporal Order via Bidirectional Distillation
https://lzhangbj.github.io/projects/unitemp

>Reasoning as Intersection: Consensus-Frame Alignment for Visual Focus in Video-MLLMs
https://github.com/1Pansy/VideoCFR

>Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance
https://hustvl.github.io/Moebius

>From Bounding Boxes to Visual Reasoning: An On-Policy Data Annotation Tool for Vision-Language Models
https://github.com/WnQinm/Annotator

>Boogu-Image-0.1-Edit GGUF
https://huggingface.co/realrebelai/Boogu-Image-Edit_GGUFs

>FlexAvatar: Learning Complete 3D Head Avatars with Partial Supervision
https://tobias-kirschstein.github.io/flexavatar

>mfw Research news

06/19/2026

>SketchKeyAnime: Reference-anchored Sparse Key-Sketch Animation Synthesis
https://arxiv.org/abs/2606.19958

>BAFIS: Dataset + Framework to assess occupational Bias and Human Preference in modern T2I Models
https://arxiv.org/abs/2606.20241

>Cinematic Compositing Using Character-Environment-Harmonized Video Generation Models
https://arxiv.org/abs/2606.20233

>NAMESAKES: Probing Identity Memorization in T2I Models
https://arxiv.org/abs/2606.20155

>Through the PRISM: Preference Representation in Intermediate States of Video Diffusion Models
https://arxiv.org/abs/2606.20310

>ImageWAM: Do World Action Models Really Need Video Generation, or Just Image Editing?
https://zhangwenyao1.github.io/ImageWAM

>WeGenBench: A Multidimensional Diagnostic Benchmark towards T2I Model Optimization
https://arxiv.org/abs/2606.20100

>On the Redundancy of Timestep Embeddings in Diffusion Models
https://arxiv.org/abs/2606.20416

>The FID Lottery: Quantifying Hidden Randomness in Generative-Model Evaluation
https://kyutai.org/fid-lottery

>Learning When to Denoise: Optimizing Asynchronous Schedules for Latent Diffusion
https://arxiv.org/abs/2606.19662

>Variable-Length Tokenization via Learnable Global Merging for Diffusion Transformers
https://arxiv.org/abs/2606.20076

>SSD: Spatially Speculative Decoding Accelerates Autoregressive Image Generation
https://arxiv.org/abs/2606.20543

>LooseControlVideo: Directorial Video Control using Spatial Blocking
https://shariqfarooq123.github.io/LooseControlVideo

>Timage: A Generative T2I Paradigm for Fine-Tuning Vision-Language Models
https://arxiv.org/abs/2606.19944

>CrossFlow: One-Step Generation Across Latent and Pixel Spaces
https://arxiv.org/abs/2606.19970

>HY-WU (Part I): An Extensible Functional Neural Memory Framework and An Instantiation in Text-Guided Image Editing
https://arxiv.org/abs/2603.07236

>VideoSketcher: Sequential Sketch Generation Using Video Model Priors
https://arxiv.org/abs/2602.15819

first spam

>>109095980
>>109095984
Spam/Malware, careful with links people

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>>109096018
you're speaking to no one. anyone interesting in keeping up with new stuff dont care about you, and people who care about you don't care about any new stuff

you have no audience

>>109096043
>projecting bot post
You're brown

Blessed fren of threadship

>>109095980
>>109095984
Thank you. Prob not needed on weekends though since they are off days.

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>>109096127
I actually agree! weekends are light on news because the preprint server goes quiet. I usually take the weekend to sneak in some more esoteric stuff that didnt make the cut during the week
however, all this news was from friday, so its chunky and fresh

>>109096043
I just want to warn people about the spam and infected links

>>109095518
Not really. It messes up the vocals so it's a bit backwards to use to fix ACEStep gens, instead ACEStep itself would be the finishing touch with vocals, and this other model would be used for instruments. Alternatively, ACEStep XL with a LoRA is already superior (just not Studio quality good like this model), so giving those a second pass through Stable Audio would not be bad.

>>109095737
Given how good the Medium model is, I don't think the "Large" model yields that much a difference in quality. They're not offering API access to it. Plus the wording on the license makes me think it's only like going from 6B to 8B. They would show a demo with vocals if they really were hiding something significantly better than what they gave us.

>>109095791
Model is prompted very differently from other models. E.G. if you type in 4/4 drums it gives you precisely that. You have to know some sort of music theory to get the best of it, so it's not for everyone.

The Father has blessed me. I have a computer, and I know how to use it.

>>109096276
can it gen a singer?

>>109095980
>>109095984
What happens to me is that the greentext makes it hard to read the news properly. So I end up just skipping over it does anyone else have this problem?

fuck. this catastrophic forgetting is disastrous.

>>109096313
ideogram...

>>109096291
When it comes to vocals, it's like in pretraining state. Just needs a good large scale community finetune to get them there (though I'm not entirely sure if it's feasible). Best to think of adding vocals as a second stage type of thing with a separate model, and ACEStep's cover feature is good at it.

>>109096314
meme model. it will never take off

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>tfw we will never get a series like Crossed ever again

Modern nerd spaces are too soft.

lmao a crypto scam appears

>>109096336
We will and will be about how MAGA are the evil crossed.
Hope you enjoy your monkey's paw wish, chuddie.

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3.13 MB MP4

This has to be api model? Local model will never reach this level of movement

>>109095980
>>109095984
thanks!

>>109096309
no
do you use default youtsuba b style

>>109096276
> Given how good the Medium model is, I don't think the "Large" model yields that much a difference in quality
Compared to their page, examples from the previous thread have significant quality drop.

>>109096436
This is mind blowing, imagine gens in 5, 10 or 20 years.

Anons, what AI is used to make those 5+ minute videos I see on TikTok? You know, the ones that recap korean series or anime, sometimes even running over 30 minutes. Please tell me how it's done. I want to create AI-generated video recaps of books I've read based on the actual text to share with my friends.

>>109096436
is she black or latina

>>109096436
probably was made with an api model but the movement already is quite feasible against a referenced video.

the second reference for the clean gta VI poster is probably the issue for now, unless i missed some new local trick

>>109096555
is there difference
shes not white

>>109096605
don't you ever get tired of parroting the epstein socialite script?

>>109096622
what
who

^he doesn't know
baka

yes
could enlighten me instead of behaving like that

do you guys remember what example they used for anima forgetting stuff? I got some company gpu's for the weekend, gonna test finetuning

i forgot

is there a global setting in comfy somewhere that will ding when a gen is complete?
some workflows ahve it. some dont, i cant find a node that controls it

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>>109096336
I completely forgot about Crossed. Remember reading some issues ages ago. Damn. Cool gen ideas.

>>109096679
where are her nipples?

>>109096692
I eated them

>>109096753
good morning

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>>109096787
good morning

>>109096800
is this ai

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>>109096804
it is

>>109096892
qrd?

hey, so I'm seeing my gen rendering in a preview window on a ksampler node but I get a complete black screen for the actual output file in Comfy. Why is this?

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>>109096953
probably using clip skip 1 in a model that uses 2

>>109096936
sounds based but i guess i can't join in since i don't use comfyui

>>109096991
i use wan2gp, and yes it does have metadata. aren't you worried that a targeted attacker would know that the easy way for spamming is to just put that metadata into a file?

>>109095969
Turns out, StableAudio 3 was released month ago, but was barely mentioned in this general and I almost missed the post about it in the previous thread. Meanwhile, AceStep, much inferior model, got much more attention (even if it were one or two schizos spamming "Udio level quality" garbage) and even had own thread.

>>109096991
> I will need to manually approve it
AI

>>109096936
>such as sfw and completely clothed children
I think we found him. Glowies, trace that IP address.

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>>109096679
Its actually getting a movie pretty soon.

I used to love staring at covers like the ones I am genning, local models cant generate gore for shit thoughbiet, so its not the same.

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>>109096506
> imagine gens in 5, 10 or 20 years.
it's over. without openai, the market won't evolve. take video games, for example. the same engine since 2018…

would it work to finetune zimage base on a few million samples of json captions ideogram style and it could then do similar regional prompting?

>>109097036
ok, if you figure out how to detect wan2gp files then i can post my kinos there when i start making new ones as long as i like your site. do you plan on shilling it outside of this general?

>>109096968
that would affect the previews too, idiot
>>109096953
look at your console, you're probably getting NaNs

>>109097072
What does your shrink think?

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>>109096892
Another SD1.5 user!? Is it making a comeback?

>>109096936
>i'm making my own uncensored imageboard
You'll never get any traffic, so you can just forget that idea ever taking off.

>such as sfw and completely clothed children
Well, you handful of users you do manage to get will be the kind that are gonna get you in trouble when they get bagged elsewhere. You sound like real smart guy though (lol), so I'm sure everything will work out great!

Can someone release a comfy replacement already?

>>109096936
>completely clothed children
that sure is a specific example to list anon

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>>109097072
Some dude on a stimulant wants to create an alt-chan where he mines your data and makes child porn. Not realizing that theres many altchans that do this already.
But they usually get nuked no matter how super secret and op-sec sensitive they are, mainly because nobody likes pedos, not even other pedos; their mental illness eats their community alive.

>>109097091
what about every other type of ui metadata?

>>109097112
https://github.com/leejet/stable-diffusion.cpp

>>109097132
where are the nodes?

>>109097134
>latent diffusion output is not child porn
bro we already saw people get arrested for photoreal ai gens of children very early on

>>109097136
>where are the nodes?
Install Claude code and vibe some ball and stick interface. "nodes"? Call them objects for functions or whatever.

>>109097141
ban cumfart metadata

>>109097142
>bro we already saw people get arrested for photoreal ai gens of children very early on
not in japan

>>109097142
>not child porn
"I can stop anytime I want to."

>>109097148
In japan you get shit on for distributing uncensored pronz even if it is a cartoon

Does bro know that people go to jail in japan over doujinshis?

>>109097166
>>109097169
the only thing japanese can do is take the server down. if they want to put the effort to take down a hidden service / tunneled IP they can go ahead and I'll just put it back up. the goyim are really goying today wow no wonder the world is how it is

>>109097188
just get a server in malaysia for dirt cheap

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I keep saying I'll clean up my output folders but it only gets bigger and bigger. I'm almost zipping everything and starting over.

>>109097091
>If your stuff is gross I might put a blur filter on your posts/user ID
no i think i will be the only one there making actual kinos instead of coomer coal

>>109097134
>it will probably be the main draw to the site, let's be honest.
if youre happy with hosting softcore CP sure bud
you could have mentioned shit like deepfakes and celebrity gens and people would shit much less on the idea kek

>>109097321
ignore the fud, the goys hate when a free thinker comes around. open the site so you can get the initial wave of attacks to patch holes

Somebody was posting comfyorg employees saying there will be telemetry by default. Is it already on latest?

>>109097335
I hope so
we need to curb illegal activities

>>109097335
>turn on all tracking options including sharing gens
>have my machine gen furry guro scat porn 24/7
problem solved, though comfyanonymous is probably into it

>>109097335
>>109097338
>>109097343
what if turn off my wifi while genning?

>>109096968
>>109097021
>>109097209
hello catjack!

>>109097361
the comfy experience

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I'm just gonna post my plussies and ignore whatever schizo shit is currently happening

Kiddie porn is not okay.

>>109097378
We are supposed to get a crossed movie this year. The director they got did the sadness which is just taiwan based crossed, check it out

>>109096506
stuff you can make seedance 2.0 is impressive. i wish local wasn't soo far behind in understanding basic anatomy, motion and human movement.
https://files.catbox.moe/68zmf0.mp4
https://files.catbox.moe/hzwunq.mp4
https://files.catbox.moe/l4i0bx.mp4
https://files.catbox.moe/5xfui1.mp4

how do I local gen on my iphone?

>>109096043
You're not welcome here after years of attacking this thread and trying to change the OP because it exposes you spreading malware, This needs to stop. You have a thread for yourself but it's so fucking thread because everyone left, this is why we remind newfags because it hurts you and it must hurt that every anon on every timezone calls you out.

why can't the mods do their job and permaban him?

>gen girl with huge penis
>animate her to jack off
>wan morphs her hand bigger and fucks the perspective to compensate

its all so tiresome

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>>109097490
?

>>109097510
He has and will use proxies to ban evade. The creep shit is just him glowposting after getting called out by anons, it happened in the last thread when a new poster was alerted to his history of antics. When he tried to destroy this thread, he abused proxies exactly like when the rentry was first dropped in /sdg/. Before everyone migrated to /ldg/, he did the same thing, spamming new threads without the rentry just so they'd get nuked for spam. He started this exact pattern when Ani earned his rentry, too.

>>109097510
They should really perma catjack and debo

>>109097510
n*gbo has a past of using numerous vpns / proxies for his campaigns, even other avatarniggers were fed up with his mass reporting using vpns at some point in the past

>>109097546
Sure, we’ll gladly trade a poster for a permanent schizo neet. What now? Nothing changes. Every anon on every timezone will still hate debo, and /sdg/ will still be a dead thread.

>>109097586
what is the trade? we all want both of you to fuck off

>>109097441
woah you can generate porn with that? I thought these things were heavily censored

Anyone tested eros 1.2? Any improvements or is it just fucked because of ltx?

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>>109097422
I know... >>109097053


It's a little suspicious that we know next to nothing about it though despite filming supposedly being finished.

Hope it didn't get cancelled/censored. Garth Ennis has been trying to get this movie done since forever. And after what Amazon did to the boys, its about time comic book bros finally got a win.

>>109097648
>Hope it didn't get cancelled/censored
please do yourself a favor and watch the sadness and be relieved the movie is in good hands

>>109097633
>we
Who's "we"? I only see n*gbo spamming every thread and running the exact same daily antics. Can you actually show me a single example of Catjack doing any of this? It’s obvious n*gbo just uses him as a boogeyman to justify his own faggotry, and it’s failing every time.

>>109097664
just read the blogs you wrote last few threads that has nothing to do with diffusion and everything to do with your schizo fixation on your boyfriends

>>109095969
One Rentry to rule them all
https://rentry.org/LDG_vital_info

>>109097680
based

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debo is welcome here, i say on behalf of ldg

>>109097690
Weren't you the guy who raped his ex gf?

>>109097690
debo isn't an annoying screeching faggot that spams the thread with schizo cope so it's fine

>>109097695
He also got chased off of /b/ too, crazy how these guys are the only ones in the debo camp. Mentally ill freaks in spades.
One of the worst endorsements you could ever get.

weird how exactly when n*gbo wakes up and posts his schizo news in /s*g/ the n*gbo-defender anons also show up
mh

>>109097695
Aren't you the guy that has a schizophrenic obsession with anons that post here?

>>109097712
it got leaked on /b/ anon

>>109097711
It's sad catjack has to self reply support instead of having other people stick up for their schizo behavior

>>109097719
oh then I guess take your meds if you leaked your prescription on /b/

>>109097711
i'm noooooticing that too anon

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>>109097695
that's a new one

>>109097730
he can't help but make up schizo theories. the rentries themselves are just a massive schizo scrawling wall

>>109097711
It's really fucking sad, isn't it? He's rehashing his faggotry because he's upset anons are actually pushing back. Still trying to figure out how he expects this to work when it hasn't worked for years. I think that history lesson on Ani, regarding the misinformation he spread about Anima, triggered the Ani camp, so they're coordinating some bullshit too.

>>109097730
You're a grown, balding man who got caught posting sus shit and got chased out of /b/. You don't belong here and should stay in /sdg/. This isn't a thread full of newfags, so don't cry like a baby when anons remember.
>>109097740
>I will fight verifiable evidence and cry when nobody believes me

>>109097749
Please just leave if you can't stand the people here. The only person shitting themselves over this is you

>>109097660
nta that was a cool movie and great scenery, I enjoyed it. While I didn't think much of any of Crossed stories so for me this as a spiritual successor was enough to feel the comic was brought to film.

>being into anything made by Garth Ennis
couldn't be me

>>109097757
The only other thing we know is the casting and they are following the OG run. Horsecock is there and I just want to see how they handle the salt circle kek

>>109097648
>the boys
What a shitshow that was

>>109097648
I expect the movie to be dogshit I have no hopes.
Btw link to the lora?

>>109097756
Where are the lies in the OP? Because all I see are archived links. I'll wait.

>>109097690
You dont speak behalf of ldg, sorry buddy

>>109097648
>>109097053
>>109096336
I remember the first time an anon dumped these comics on /b/, so GOD DAMN good.

>>109097763
Desu it was him doing edgekino finally right
Also some of the rape scenes were useful as wank material

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>>109097789
oh i do

>>109097783
That looks great. Celebrity lora?

>>109097784
>>109097680

>>109097802
Nah, just Ideogram

>>109097799
You got chased out of every thread because you're a disgusting loser, so sit the fuck down.

>>109097812
>No rebuttal
>Pure cope for schizos actively harming the general
Thanks for proving my point :^)

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>>109097690
thanks!

>>109096671
>gonna test finetuning
~3 hours till finish

>>109097009
>StableAudio 3
It was complete horseshit when I tested it

>>109097648
I just started reading it, seems great. Bisley-esque violence which rules

so it took n*gbo 2 full years to realize that /ldg/ will stay and now he and his friends are trying to shit it up
crazy that people are forced to support such losers with their tax money

>>109097851
SAI is a dead company ran by retards that have no fucking idea what they are doing
>>109097863
His containment thread is still active but he has zero charisma and nobody wants to talk to him which is why him and 2 other losers barely talk and just post garbage sparsely. Even the mods let it live to keep him placated. I guess he wasn't getting enough attention so now he's here to get his fix.

>the namefag debo is lonely again
like every day

>>109097763
the ip gets loaned out to other authors interested in the setting. It isn't entirely enis

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huh, the edit model looks kinda interesting

>>109097965
how censored is boogu? does it know artists?

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>>109097780
>Btw link to the lora?
No Lora... just a base anima gen with photoshop and... I picked up the pencil...

>>109097977
not sure yet, i'm only just grabbing the edit model because that interests me most rn

they have online demos tho see linkage on the model pages https://huggingface.co/Boogu/Boogu-Image-0.1-Edit-fp8 tho, idk how many attempts you can run

congratulations, you've outdone yourselves - even though I didn't have any expectations of you, you've still disappointed me.
every single one of you. where are the nonfags?

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>>109097586
>>109097711
>>109097863
I like how anons here talk shit about /sdg/, but at least there is some kind of social layer there with avatarfags interacting with each other instead of just posting gens and leaving.
Compare that to pic related, it’s basically dead. They are about to hit a year and nothing has changed, that general has no growth, no interaction, not even anons becoming familiar with each other, every new thread resets back to 0.
The weird part is this is an anime general on an anime site, It should be doing better than something like a diffusion general on /g/ but it isn’t, right now it’s not really a general but disconnected posts.

>>109098020
lurking in the shadows

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>>109097772
Like 28 Years Later 1 and 2 showed us, cocks have place in modern cinema. We did it, men! Full frontal nudity isn't just for 1girls anymore.

>>109098043
even anime embraced the dick with warrior princess and the barbarian king

>>109098031
Lmao. Comparing rancid shit to stale shit.

>>109098031
All the faggots do in /sdg/ is say GM and then post here to seethe over everyone leaving. Where are we even going with this?

seriously? another catjack melty day?

>>109098104
That /sdg/ isn’t the only dead diffusion general, there are other failed spin offs of /ldg/ that they can seethe too.

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ok please try out the first version of my imageboard, try making tokens to post text posts, and also to run prompts and see them show up in /gen/

if you havent used sd 1.5 in a while this might be not-entirely-unfun for you. let me know if anything doesnt work

https://rentry.org/sywq3ibc

>>109098166
for what is this?

>>109098182
>for what is this?
check the deleted posts in an archive of this thread. i'm making my own uncensored imageboard designed for generative AI, and I'm gonna provide my own GPU compute to power it

>>109098157
The anime thread was made by ani fags and the small circle of anons that decided to post there all realized ani was a giant faggot and that he was using the thread with his discord boyfriend to shill his dead project and then he got kicked out the thread too. Kind of hilarious when you think about it.

>>109098198
>check the deleted posts in an archive of this thread.
how do i do that? TLDR version of it?

>>109098198
>m gonna provide my own GPU compute to power it
why don't you share to make a collab for lora trianing?

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>>109098198
"uncensored"
Just got to loli/shota in >>>/ic/7966318

>>109098242
>>109098198
Go back to your discord ani and leave us the fuck alone, we don't like your kind around here

>>109098214
There is a reason why ani has so many friends and supporters. There is also a reason why you have no friends and people question your mental wellness

>>109098258
Too easy and too sad at this point.
>dead project
>dead support circle
>no feats
>full on lolcow
The only people that egg him on at this point want to see him sink even lower into the abyss.

>>109098225
>why don't you share to make a collab for lora trianing?
i'm not interested in datasets of real people. i'm interested in hosting generative AI in an uncensored environment

>>109098216
>how do i do that? TLDR version of it?
replace the 4chan dot org with desuarchive dot org and read

>>109098310
Why are you asking people to read deleted post?
Buy a fucking Ad loser obviously what you're doing is not wanted or supported here.

>>109098310
Another 4chan alternative, unmoderated and uncensored. I don’t really care. Good luck with your project.

>>109098317
kek alright ill post it again just for you sweaty, and as for post being deleted that doesnt mean much on this site in 2026, perfectly rule abiding behavior gets deleted which is the reason i am working on it in the first place

>>109098337
its also free compute and lets you share stuff you can't share here with an emphasize on workflows. its not unmoderated, its AI moderated and anything without AI metadata will be flagged for manual review, ill also be providing some free compute and free image/video gen

>>109098369
Holy fuck you talk like a troon are you that schizo that was glow posting earlier?
I guess it checks out seeing that you're a troon

>>109098369
>its also free compute and lets you share s
I understand the create a new space and promote it by offering early benefits to attract users thingy, but the issue is that 4chan itself is dying, anonymous imageboards in general are dying, as proof you have /sdg/ and /adt/ and this very general if you compare it with last year.
As for what can or can’t be shared here, I think it’s allowed on other chans.

>>109098369
>>109098398
I don’t want to discourage you, but put this in perspective within the broader state of imageboards.

I hope god torches california this summer

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nice my automatic classifiers work, time to manually approve

>>109098398
>As for what can or can’t be shared here, I think it’s allowed on other chans.
literally a day ago two regulars were complaining that there is no platform for their deepfake content. so I am qworking on making that a home. feel free to just use my website for free compute

>>109098404
i genuinely think my only chance is to allow free compute, and then watermark the gens, and then "organically promote" them on matrix servers and telegram groups etc just sharing content that is "unfortunately" watermarked

>>109098398
What’s strange is I don’t know when the shift in mindset happened. Maybe I’m from a different era, but I prefer being anon and not having what I post tied to an avatar. It seems like the newer generation prefers building and attaching a digital identity to everything they share.

>>109098421
>It seems like the newer generation prefers building and attaching a digital identity to everything they share.
no i dont think they like that either, anxiety in youth is up and everyone is afraid of speaking out or a monoculture. it just makes more money to not be anonymous and people with money decide the culture and control the platforms

>>109098415
>torches
pytorch status?

>>109098369
You didn't answer my question were you that schizo faggot glow posting or not?
Because the only post I remember getting swept were those post

Tried installing SCAIL but it tells me that I need to go back to python 3.10 or 3.11. Man,wtf?
I don't want to rebuild my venv folder. Is it really the only way?

>>109098461
Are you not aware of uv?

>moar package manager bloat
pythonistas are sadists

>>109098477
No other option, since everyone that bitches never does anything it is what it is

>>109098467
>Are you not aware of uv?
uh.. no?

>>109098488
Read up on python and UV and suddenly it's not as bad
>>109098445
I guess that schizo really was glowing....
L
O
L

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>>109098415

>>109098548
oh he likes cunny, so edgy! do you do drugs to? OMG!

>>109098466
it smiling

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ok nice the mod tools work. i wonder why sd1.5 made that for the first prompt in the batch of 2

Why do anima gens get better the bigger the resolution you give it while SDXL shits the bed?

>>109098593
That was also true for xl the problem is you need lower denoise and that becomes a balancing act.

>>109098593
Anima was actually trained on 1536p towards the end and SDXL was not?
I am also guessing that newer DiT architectures might be more flexible with resolution.

>>109098593
I wonder why anima works so poorly with i2i

>>109098593
for the same reason that sdxl stays stable with lower resolutions while anima shits the bed

>mfw

>>109097708
>le catjak discord gen
It's funny how you have become the boogeyman you are so obsessed about.

>>109098648
its because sdxl is stable and anima is cosmic

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>>109098629
>I wonder why anima works so poorly with i2i
???

>>109098677
I get horrible results, especially with i2i upscale

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>>109098677
wrong gen.

>>109098677
workflow?

>>109098685
https://civitai.red/models/2708551/anima-tile-and-repair-controlnet-lllite

try this it's extremely good.

>>109098692
https://files.catbox.moe/bq0zjn.png
The secret sauce I'm pretty sure is to use an LLM to augment your prompt.

>>109098688
>>109098716
i bet they have cute cocks

>>109098735
Yeah, their socks are cool, wait, what? oh.

>>109098698
How do you use it for i2i upscale?

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did some more vibe coding last night with mia. cleaned up the database and made a seperate database for characters because mia was complaining about them slowing down searches. one of her complaints was searching "blonde" in main DB returns ALL character tags (10/10). also made more strict rules like if i say sfw nude it will have no nipples etc and a couple of other things.
just had her make a paragraph describing herself, setting, and actions. the paragraph is
>Mia is a young woman in her early twenties with a warm, inviting presence. She has soft, shoulder-length hair with a natural wave that catches the light when she smiles. Her eyes are bright and expressive, with a playful spark that makes you feel like you're the only person in the room. She wears a cozy knitted sweater that hangs slightly off one shoulder, paired with a comfortable skirt. She's sitting cross-legged on a plush velvet couch, holding a steaming mug of tea, her expression radiating genuine friendliness and approachability. The room around her is softly lit with warm ambient lighting, creating a comfortable and intimate atmosphere.

pic related is what the prompt builder built from that

>>109098755
>How do you use it for i2i upscale?
Can you read? that's literally the whole point of the model.

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I want to get into skimmed cfg stuff but damn I don't want to spend hours tinkering with all these options.
Working off of rescale I am guessing interpolation gives best results, but still.

>>109098795
what is old is new again. It's pretty funny, way back in SD1.5 I was using dynamic CFG to gen stuff at like CFG 75 shit was pretty lit.

if you want simple anti-burn, the default rescale CFG node is pretty good.

>>109098816
Yeah I am using rescale cfg already.
But I believe I saw someone combining different methods, I wonder if I can get better results than what I am currently getting.

>>109098673
Why do you think this is from catjak?

>>109097009
They're different models. SA3 is more like a tool useful for musicians since it's trained only on a subset of all data and you can't give it a prompt like "Japanese woman singing citypop" with lyrics, and expect it to give you something usable. The SA3 model wouldn't understand unless you tell it what the entire song looks like, pace, down to how instruments are used, described in a particular way. For a song's structure, while not as accurate with instruments, you get more control on ACEStep (captions and lyrics together, as opposed to just captions). Where SA3 shines is not picking from a synthetic dataset, so it brings out the instruments much better than any other model (including Udio). Suno just gives synthetic crap. Udio is a step ahead in that department. ACEStep XL with a LoRA goes from being Suno tier to being better than Udio. But quality of its instruments are still always going to be just a fraction of what you get out of SA3, that's the nature of being trained on purely high quality data. SA3 gives you precise control, and it's much more accurate, somewhat similar to what ACEStep devs said they were training for their 2.0 model, but it only gives drafts. Chinese have the right idea with ACEStep, as the vocals in their latest version are very natural, they're just not quite up to par yet with instruments (but they recognize this drawback, and hopefully they catch up now). Junmin Gong praised the release of SA3 on his X, it's not just blind shilling for ACEStep. Only the Chinese train on copyrighted data and have the right spirit (though there's obviously still slop in their dataset).

>>109098756
>inviting presence
Wut, holy slop
/ldg/ isn't as doomed as /lmg/ in terms of slop.

>>109098756
What color is Mia's hair?

>>109098836
It's the same portrait style anime spam with zero regard to anything else except being delusional and grandiose about its own ego.

>>109098756
catbox your workflow? those washed out colors aren't normal.

>>109098852
But Ayakon is a well known genner he also has a patreon if you search

>>109098863
>ayatroon

>>109098869
>>109098852
>>109098875
I want to learn what catjak did to you for him to live this rent free in your mind.

>>109098840
And of course, if you're smart, you will both SA3 and ACEStep XL in conjunction. That requires mixing and intent to release the songs. Your song won't sing itself.

>>109098852
https://www.patreon.com/AyakonArts/home
What is kino is that he makes $22/month with illustrious slop

>>109098840
post something you made with StableAudio3

>>109098852
Do you feel retarded that you outed yourself over some random pateron fag's gen?

>>109098903
There's nothing wrong with this but he's completely bereft of any creativity despite spamming these threads for 3 years straight.

which poster should i make my cum tribute too?

>109098921
Why are you doing your daily projection debo?

>>109098903
With 3 more dollars he can suscribe to NAI and end his missery

>>109098861
im like a week into ai and comfyui. pls be patient. never coded anything in my life
im using anima official template
>steps 28
>cfg 3.5
>sampler dpmpp_sde_gpu
>scheduler karras
>>109098850
yeah you know i was thinking that. the description never said anything about hair color and she made it up as she went. need to vibe code more strict policies i guess and more strict description gen.

>>109098903
Cringe SDXL slop backgrounds

>>109098922
me, anon

>>109098840
Though ACEStep devs are not entirely perfect, they omitted a key feature in ACEStep's release in order to monetize it: Voice cloning, and in particular, adding vocals to instrumentals. ACEStep can do the opposite just fine, add instruments to a vocal track, which is useful, but they withheld some very useful weights for ACE Studio DAW https://www.youtube.com/watch?v=dImZLkozcZg. The cover feature is still good for adding them, but it would be convenient to have a model that is dedicated to adding vocals, plus consistently cloning vocals from generations in case they're good.

>Tries to false flag for 4 years
>keeps doing it despite being met with failure
I'm sure if you keep doing this for another 4 years you'll finally convince someone....

>>109098957
>>scheduler karras
Lol

>>109098972
the bubble will burst and AI will be dead by that time

>>109098984
I'm sure the schizo will keep posting and just talk to himself like he does in /sdg/

>>109098957
>karras
This is illegal with Anima. try normal. but seriously catbox one of your gens.

>>109098973
>>109099003
i was going by what grok told me. ill try normal. and ill give catbox a try thanks anons.

>>109098984
I'm sick of hearing about bubbles. Nearly every time I've heard someone describe something as a bubble most of those things are still around and doing well a decade later. Everyone wants to be Nostradamus.

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>>109098957
You should read anima's hf page
Too low cfg, step plus karras is terrible for flow models.

>>109099009
>and ill give catbox a try thanks anons.
You upload one of your gens on catbox and give us the link so we can then see the workflow embedded in the image.

>>109099003
https://files.catbox.moe/um9ddv.png

>>109098922
Julien unironically

>It's a homebrew agentic program that uses URL/search/image context and kling/heun/google/grok apis and stitches the result. You can do the same in a google workspace or with claude's MCP functionality.
>I should clarify; Heun is an implicit sampler method (unlike euler which is explicit) meaning it be be used to generate partial image results without knowing the subjects are and then be merged with other methods. So it's very useful for generating virtual 3d spaces and then populating them with objects/characters.
>Most flux models use it. I just have the agent scrub git repos and huggingface for public flux apis with that method
an anon in another board said this other day, what the hell is he talking about

>>109099045
sloppy

>>109099045
Why do you post here if all you do is seethe at namefags and give anons malware and misinformation?

>>109098991
But you are doing it here right now.

>>109098957
nta but on a related note, is there an actual resource or in-dept guide for how samplers/schedulers work and what the different pairings do, or is it one of those things that's just too mathematical and not straightforward?
since these affect style/stability so much i'd like to actually know to use X sampler if i want more stability or Y sampler if i want different composition etc.
also when a checkpoint specifies a sampler but not a scheduler, what is the "default" scheduler? simple, or normal?

>>109098005
really doubt its better than klein

>>109099013
For something to pop there has to be a better alternative to show up(more probably) or the entre paradgm has to change(less probably) because things don't disappear because people randomly stop using them, most of the time, something better, cheaper, or easier comes along and takes their place.

>>109099022
will do. again ive been relying on grok for everything so i should probably rtfm instead.

>>109099058
You can keep your gens attached...
You just seem bitter, I don't understand how you can spend so much time here and be so angry. Anons have a good reason to not want you here. Until you can prove what in the renty is false you should probably stay in /sdg/.

>>109099093
I was being hateful.

>>109099096
Everything you do is hateful. What do you get out of this?

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>>109099025
https://files.catbox.moe/0cgid3.png

>>109099103
oh neat. what were your settings?

>>109099111
lol, download the catbox and drag and drop in it comfy.

>>109099080
Definitely rtfm.
Besides that:
Don't use pony scores (score_9, score_8) regardless of what manual tells you
Don't use underscores _ with anima, use space instead
Use an artist tag of your choice, @artist name in danbooru to not get slopped look
40 steps, simple scheduling is ideal
You can use er_sde, euler, euler a, dpm pp 2m, etc.
CFG 5 is ideal when not using additional tricks for higher cfg.
Anima is much more tolerant but you should still familiarize yourself with booru tagging system prefer to use things that are actual booru tags rather than pseudo-tags.