>mfw Resource news

06/08/2026

>Unified Safe In-context Image Generation in Multimodal Diffusion Transformers via Restricting Unsafe Information Flows
https://github.com/deng12yx/UVR

>GuideCAD: A Lightweight Multimodal Framework for 3D CAD Model Generation via Prefix Embedding
https://github.com/mskimS2/GuideCAD

>SS-TPT: Stability and Suitability-Guided Test-Time Prompt Tuning for Adversarially Robust Vision-Language Models
https://github.com/sunoh-kim/SS-TPT

>Consistency-Preserving Diverse Video Generation
https://github.com/XinshuangL/Diverse-Video

>Ideogrammar — Ideogram 4 Prompt Editor
https://github.com/rlemson7/ideogrammar

06/07/2026

>Ideogram4 GGUF quantized files
https://huggingface.co/leejet/ideogram-4-GGUF

>‘A driver of political violence’: how the breakneck AI boom is fueling anti-tech extremism
https://www.theguardian.com/technology/2026/jun/07/anti-ai-tech-extremism-violence

>Ideogram 4 NF4 integration for Forge Neo with a visual JSON layout builder
https://github.com/Whatwhatio/forge-neo-ideogram4

>Huihui-gemma-4-12B-it-abliterated
https://huggingface.co/huihui-ai/Huihui-gemma-4-12B-it-abliterated

06/06/2026

>HugginFace VFS Plugin: Native Total Commander file system for Hugging Face models
https://github.com/mikinko/HuggingFace_WFX

>ComfyUI Lance AIO: Custom nodes to run Lance-3B
https://github.com/SteveImmanuel/comfyui-lance-aio

>Cube: Generative AI System for 3D
https://github.com/Roblox/cube

>The token bill comes due: Inside the industry scramble to manage AI’s runaway costs
https://techcrunch.com/2026/06/05/the-token-bill-comes-due-inside-the-industry-scramble-to-manage-ais-runaway-costs

06/05/2026

>RhymeFlow: Training-Free Acceleration for Video Generation with Asynchronous Denoising Flow Scheduling
https://simon-dcs.github.io/Website-of-RhymeFlow

>Complexity-Balanced Diffusion Splitting
https://noamissachar.github.io/CBS

>mfw Research news

06/08/2026

>TrioPose: Native Triple-Stream Diffusion Transformers for Pose-Guided Text-to-Image Generation
https://arxiv.org/abs/2606.07053

>AsyncPatch Diffusion: spatially-flexible image generation
https://arxiv.org/abs/2606.07079

>Streaming Video Generation with Streaming Force Control
https://neu-vi.github.io/StreamForce

>CULTURESCORE: Evaluating Cultural Faithfulness in Video Generation Models
https://arxiv.org/abs/2606.07311

>3DMorph: Single-Image-Guided Local 3D Shape Editing and Morphing
https://arxiv.org/abs/2606.07115

>Breaking the Lock-in: Diversifying Text-to-Image Generation via Representation Modulation
https://arxiv.org/abs/2606.06813

>FreeAnimate: Training-Free Human Image Animation with Preview-Guided Denoising
https://freeani.github.io

>DRIFT: From Robustness Gaps to Invariance Manifolds for AI-Generated Image Detection
https://arxiv.org/abs/2606.06918

>AdaTok: Self-Budgeting Image Tokenization with Quality-Preserving Dynamic Tokens
https://arxiv.org/abs/2606.07185

>An Adaptive Data cleaning Framework for Noisy Label Detection
https://arxiv.org/abs/2606.07086

>Diagnosing Visual Ignorance in Vision-Language Models
https://arxiv.org/abs/2606.06890

>AdaGRPO: A Capability-Aware Adaptive Enhancement for Flow-based GRPO
https://bujiazi.github.io/adagrpo.github.io

>TEVI: Text-Conditioned Editing of Visual Representations via Sparse Autoencoders for Improved Vision-Language Alignment
https://arxiv.org/abs/2606.07451

>MidSteer: Optimal Affine Framework for Steering Generative Models
https://arxiv.org/abs/2605.05220

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>>109010844
thank you for the bread

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lol

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>>109010978
whats dis?

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>>109010989
looks like cum

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>>109010978
>when the acid hits

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>>109011013
hmm

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>>109011095
Fixed it. Hope this helps

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Biggest problem with ideogram4 is how dumb their "safety" filter is. The warning appear randomly on gens, sometimes only the warning with no image, sometimes it's on the image.
For an open weights model, it's hopefully going to get fixed. Otherwise, it's useless to me.

What workflow do I need to use to make videos of equal quality to Grok imagine?

>>109011658
you need vram not a workflow. Just use the showcase LTX-2.3 directly in comfy

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>>109011526
Nice orb

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>>109011961
are you prompting with json format and regions?
i've yet to see an ideogram gen that impresses me other than the walls of text lel

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>>109012040
Yes. I'm using an LLM to format the prompt in json
It does have some good text rendering.

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gn

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>>109012087
gn anon

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>>109011921
>me working up the courage to talk to my crush

>>109012072
makes me wanna try the model out. I wonder how well the quant performs

>>109012087
gn

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>Wakes up, gens, back to sleep.

>>109012992
truly the best life

>>109012992
>BORN TO PROMPT
>WORLD IS A TRAINING SET
>Slop Em All 1989
>410,757,864,530 DELETED GENS

i miss schizo anon

Why is Flux so fuzzy, especially on hair? I have tried like 4 different variations of it. None of them produce images like zimage.

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G'mornin Anons, have a great day!
>>109013016
It would if I could do this for a living, instead I'm gone 8+ hrs a day doing unrelated work.....
>>109013393
The Life!

>gm

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>>109014006
gm anon

>>109014780
>>109014899
honest question, what happens when a hot girl farts a thick and stinky one inside a latex suit?

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>>109014924
>girl farts
impossibro

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>>109014924
she dies

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>>109015715
is she a student or the teacher? does the pokemon participate in classes? I'm jealous they have a fume hood in the classroom

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>>109015790
That's the student. She created the cabbage/quokka hybrid.

This is the teacher.

Yes. Fume hoods are mandatory in alchemy labs today.

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Morning anons

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>>109016434
gm

>>109010989
>>109010866
What's the prompt and tools for this art style? I really like it

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What do you guys use to edit images nowadays? I need to edit a photo of me to be like a passport photo where I don't look like I live in poverty and don't have any clothes, also need my mouth to be closed and the cigarette edited out. Something like this (pic related). I tried out FLUX KONTEXT and Qwen-Image-Edit and it was not good, maybe I'm doing something wrong, I don't know.

>>109010844
what makes this image look so nostalgic

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>>109017112
a mixture of things, google nanobanana is usually good for quick edits, as for open source stuff I use Flux Klein, it's pretty good at changing clothes (or removing them completely) so I assume it should be good with changing facial features.

>>109017255
Thanks. Going to try it out.

Which of you have a subscription to Nano Banana 2 and which one of you to Grok?
I need to figure out which image generator is worth dishing $20-$30 on. I only need it for 1 week/30 images at best so if there's an option to pay for only 1 week that's even better, but I don't want to wake up like Claude.AI nowdays where you pay for the pro version and you're still rate limited after 3 replies.

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>>109017255
saar, i will give you perform a thousand and one vishnu prayers praise. microsoft will surely be hire me now that i look quality professional doctor from high income caste

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>>109017766
Ideogram has some nice skin texture, nice.

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>>109018818
I like the control but it's more work than just pressing generate and getting one girl.

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Why does this keeps happening? Seriously, I thought we were past this. Maybe I'm doing something wrong.

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>>109019769
how smelly do you think she is

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>>109019839
it doesn't look like latex so maybe not so bad

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>>109020576
he lives!
the eye of lumi has turned

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>>109020641
>he lives!
im very tired
nice mouse

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copy hotkey next to paste hotkey is diabolical

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>>109020688
if you think thats bad, wait til you find out the pooper is right next to the vageen

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>okay.. get home from work no power until now.. ugh.back to bed..

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>>109020761
no power? rough
gn. better luck tomorrow

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>>109020769
Ya lol sat down at computer and did a few gens that bam, shut down. Gn!

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>>109020725
just another one of God's cruel tricks!
he made us imperfect on purpose

>>109020761
bruh

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>>109010844
I need help, saars

I've been using a workflow since forever, but recently I'm unable to make it work because "somehow" it takes much more VRAM than I have

>json
https://files.catbox.moe/ngcjv5.json
>error message
https://files.catbox.moe/bfuyi5.txt

it worked fine before
I don't know what changed...

do you have any idea?

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G'mornin Anons, have a great day!
>>109020797
KEK I never intentionally genned/prompted that. It's pure hallucination. I can see what your thinking lol

That was only for baby lmao sick fucks. But exactly

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>>109020781
very cute

>>109021690
gm
same!

>>109022112
sfw vageen is required

>>109019593
sfw vageen department here, we've interested in ur work

i miss schizo anon

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ideogram4 vs z-image turbo

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>>109022299
soulless vs soul

>>109022352
>soul
*seoul

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>>109022377
she might be japanese

>>109022496
kek'd

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sheep version

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Good morning, anons! I hope you're all doing well :]

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>>109022669
gm, long time no see

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>>109022678
Good morning fluxgirl anon!! :]
I think you were going by a new name last I was here, no? Haha
Either way, it's SO great seeing you again!!

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>>109022693
technically she's chromagirl (z-girl?) now
what model are you using for those animations?

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>>109022710
That's right!!!
Uhmm Comfy gave me some model a while back haha! It's called Anima! :]
I start with that then animate with wan!

>gm

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>>109022729
everyone is jumping into anima or ideogram these days
i might try ideogram when i have some more time to mess with it

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>>109022771
Good morning, anon!!
I hope you're doing well! :]
>>109022806
Ohhhhh I haven't been around much haha but I talked to him recently and he recommended it!!! After a little fiddling I kinda figured it out :]
I've never heard of ideogram!! Maybe I should give it a go as well haha!

https://suno.com/s/HzH4jLHZg652B4ME

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>>109022891
I love the textures in your gens, Z-Girl Anon!!!
The skin looks super realistic and that bird look amazing!!!

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>>109022948
thx, yah zimage is my go-to model nowadays, havent seen anything that matches as far as concept knowledge and good quality

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>>109022958
I like it!!! your gens are looking great! :D

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>>109022978
thx

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>>109023014
Omggg that looks amazing!! And yeah of course!!!! :]

https://suno.com/s/3yQcg76TWj5d0eiW

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>>109022669
wow super rare pw sighting
you owe us a kittens update

>>109022729
>It's called Anima!
which version of anima are you on? the v1 base may have released since you last appeared

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>>109023153
DEBOOOOOOOO!!!!!
Hahahaha idk if I can post kittens here, but ask Lumi once he arises from the dead!! :]
Ermmmm i'm not sure, it was prolly when it first came out desu! I'm likely out of the loop hahaha
Omg but hey! Good morning!! How are you :]
It's so great to see you again!!!

https://suno.com/s/SSo0OlUJfdMUmoQD

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>>109022669
doh ho ho you live. Long time friend. How's life? I'm still working on my worlds. having stories right now even testing bots.

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>>109023043
some come out better than others lol
is she getting high off the fumes there?

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>>109023187
Heyyyyyyyyyy perchance anon!!!! Omggg it's so good to see you again!!!
I'm glad you're still doing your thing haha I wanna get back into stuff too!!
>>109023191
LOOOOOL yes

>>109023191
it's gamer NEET fart, she's making my fantasy true

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>>109023183
>I'm likely out of the loop
https://huggingface.co/circlestone-labs/Anima/tree/main/split_files/diffusion_models
you can check if you have the latest, but your gens are great so the difference probably wouldnt be huge
>Good morning!! How are you :]
good morning, same as always, I think. maybe I'm frozen in time
great to see you though. whats been keeping you busy? kittens completely dominated your life?

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>>109023252
in soviet russia, cutie 1girl farts on YOU

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>>109023277
I can always count on you, Debo! Thank you!!!
Hahaha I know that all too well! I'm sure there's something tho!!
Kittens kinda do their own thing really LOOL
I just gotta feed and love em!
It's just work! I've been super busy as always
Last week I worked a full 7 days straight :C
Not fun!!
SUPER cute gen btw!!!!!

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>>109023318
>Kittens kinda do their own thing
did you end up keeping them all or were you able to find some of them new homes?
>Last week I worked a full 7 days straight
thats BRUTAL. didn't you have some fresh blood in the kitchen last time you came by? yknow, at this rate I'm starting to think we're not gonna get PW's game to play anytime soon, lol
>SUPER cute gen btw!!!!!
ty, it took a bit to tune it in but I was going for rpg/vn dialog scenes. ended up pretty decent. same as >>109022806 tho, I've been kinda tempted to try out ideogram and might find time to play with it this weekend, if I have the energy

>>109023317
I see the sfw vageen gem is fully charged up, time to unload

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>>109023420
>I call him socks
sounds adorable. I'm sure you'll have no problem finding good homes for them (or fully transitioning your house into a cat sanctuary, whichever comes first)
>Have you seen any pics btw?
no. I'm sure you can get away with posting one. we'll all reply with "nice gen!" so the jannies are none the wiser
>quit as of 3 days
you cant catch a break, lol. or maybe you're a slave driver, grinding these cooks spirits into dust. we'll never know! haha
losing someone going into the summer is definitely rough though, I'm sure
>If I could live life freely
wouldn't we all...
>I never thought I'd be important somewhere :[
the only thing worse than being important is not being important.
>what are you using now?
these are using an anima mix called FiaMix. the style is very clean, but the mix seems to have pushed out most of anima's style/artist knowledge unfortunately. there's lots of interesting anima mixes/merges up now

is there any provided that allow nsfw and is not bogged?

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>>109023606
LMAO do you remember "Social Housing"??
One of the lyrics were "8 cats, scratching boards, BEAUTIFUL, everything smells"
I literally have 8 cats now LOOOOOOL
>no
Fineee! Check out this photorealistic image I genned of cats r_r LOL
>you cant catch a break
IKR life is super hard right now desu hahaha
I can't be a slave driver if I'm a slave as well ;A;
It's gonna be sooooooo hard LOL but he's being cool and gonna stay til I find someone new so that's nice! We're pretty good friends at this point!
>wouldn't we all...
The dream u_u
>the only thing worse than being important is not being important.
Idk, i've been super un-important all my life, and it was way easier LMAO
but I get it hahaha
>these are using an anima mix called FiaMix
Ohhh cool!! I love the look!! It is really clean!!
I gotta look into the mixes and stuff! I'm sure i'm just using the base at this point hahaha
>>109023682
This board is sfw :o
but there's hella that are nsfw!
I believe it's in the top post! :]

lmao I just got 13'd
Almost like the good ol' days!
Some things never change, huh? Hahahaha

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no more anims I guess hahaha!

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Morning anons

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>>109023855
QUOKKANON!!
Who cares, i'll risk a b*n for this!
I hope you're doing well!!!

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>>109023791
nice gen!
>do you remember "Social Housing"??
of course. one of my favorites. who knew it would be prophetic, lmao
>life is super hard right now desu
I believe in you! the world is your oyster and bisque is on the menu
>i've been super un-important all my life, and it was way easier
well I guess with any luck, you can be very unimportant again someday, haha. the vagabond food-truck life is just around the corner
>I gotta look into the mixes and stuff!
yeah, there's a bunch to explore. I've only seen one other anon experimenting with anima mixes so I think there's a lot of untapped potential. I'd still like to find one that keeps most of the base artist/styles accessible

should I just stick with github python version of comfy? i've been trying to set up desktop for a while now and i am getting the weirdest errors, can't find its own all models go here folder when updated, makes a second folder containing itself when updated, deleted said folder in front of me while i had it open, and torch error anyway when I finally get it to find the model, this is garbage, I might as well find the old version of a1111 that worked on this machine at this rate

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>>109023914
Hahahaha ty!! Took hella long to gen that! Like months LOL
>who knew it would be prophetic, lmao
LMAOOOO RIGHT?!?!
As long as I don't get vibrant grease on my spatula, i'm fine LOOL
>I believe in you!
Thank you Deboooo That means so much!!
I believe in you as well! :]
>the vagabond food-truck life is just around the corner
OMG I can't wait! It's coming soon!!!!!
Hopefully ;A;
>yeah, there's a bunch to explore.
That's why I've always loved this stuff!! There's always something new! So exciting!!

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>>109023946
desktop is pretty new so they might need more time to get it working better. the webui is more tested and established, though it comes with its own problems like package dependencies and stuff. still, probably easier to stick with the python version if desktop is causing you problems

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>>109023961
>Took hella long to gen that! Like months LOL
lol, worth it
>I believe in you as well! :]
thanks. hopefully my plans for world domination come together. one of my first decrees as god-emperor of the planet will be "food trucks on every corner", so your services will be in demand
>There's always something new!
do you have the day off to play with stuff? or are you squeezing in a few gens before you have to go in?

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>>109023232
Haa yeah do it. pick things up again man. Im still doing it. just got a ton of cool stuff going. and added too many new chatbots of OC and other stuff. got tons of plots and notes.

Love writing when I get a chance. tons of ai art too.

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>>109025099
they've died again :(
pour one out for the homie

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>>109023961
some fag got him banned for this btw. poor form

>>109023965
new desktop version is breddy good actually

>>109025266
>>109025266
>>109025266
u know what to do

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fin