>>109179505
>made it into the collage
Nothing personal kid.

body horror edition

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>mfw API news

>NovelAI teases NovelAI V5, a next-generation anime/hentai image generator
https://x.com/novelaiofficial/status/2072359557741871457

>Google’s new Nano Banana 2 Lite image model is its fastest and cheapest yet
https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-flash-nano-banana-2-lite/

>Seedance 2.0 Mini and 4K is now available in ComfyUI
https://blog.comfy.org/p/seedance-20-mini-and-4k-is-now-available

>ByteDance launches Seed Audio 1.0 Unified AI Audio Generation for Speech, Music and Ambient Sound Creation
https://fal.ai/models/bytedance/seed-audio-1.0

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

>Alibaba releases HappyHorse 1.1 Available on Alibaba Cloud
https://www.alibabacloud.com/blog/happyhorse-gets-stronger-motion-expressiveness-higher-generation-consistency-and-enhanced-visual-quality_603293

>ByteDance's New AI Video Model Can Make 30-Second Clips From a Single Prompt
https://www.cnet.com/tech/services-and-software/bytedance-introduces-new-seedance-2-5-video-model/

>Luma Introduces Ray3.2 Model & API: Complete Creative Control for Video Generation
https://lumalabs.ai/news

>The Layout Bet — Reve 2.0
https://blog.reve.com/posts/the-layout-bet

>Introducing Gemini Omni — Google’s multimodal video creation/editing model
https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni/

>Nano Banana 2 and Nano Banana Pro are generally available via Gemini Enterprise Agent Platform
https://cloud.google.com/blog/products/ai-machine-learning/nano-banana-2-and-nano-banana-pro-are-generally-available

>Grok Imagine 1.5 Preview
https://x.ai/news/grok-imagine-1-5

>Seedance 2.0 in Runway API
https://docs.dev.runwayml.com/api-details/api_changelog/

>>109179505
Nice retro SDXL collage

>109179528
This post is off-topic

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>>109179546

What's the current status of local image generation? Particularly NSFW stuff? Haven't paid attention in over a year. Have there been improvements? Any new stuff in the horizon? What's the best right now?

The amount of seethe caused by this general pleases me very much. Queue the cloudkeks, the vramlets, and the skill deficient all crying in unison.

Pure bliss.

>inb4 n*gbo

>>109179575
The /ldg/ consensus for realism is
ZIT>Ideogram>PonyRealism>Krea 2
It's true, it's true

>>109179575
I have patiently explained to you that you are autistic.

Anyone ever date a black woman who generated images using comfyui?

>>109179600
No but I generate images of black women using comfyui

>>109179600
Not that I recall...

>>109179600
I've never met a single real woman who uses Comfy or generates images locally ever.

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>krea2 can do nsfw cunny

>mfw Resource news

07/01/2026

>Elastic Diffusion Transformer: Accelerating SOTA generation models
https://github.com/wangjiangshan0725/Elastic-DiT

>Boogu-Image-0.1-Edit-Turbo
https://huggingface.co/Boogu/Boogu-Image-0.1-Edit-Turbo

>GEAR: Guided End-to-End AutoRegression for Image Synthesis
https://github.com/Tencent-Hunyuan/GEAR

>SpheRoPE: Zero-Shot Optimization-Free 360 Panorama Generation with Spherical RoPE
https://orhir.github.io/SpheRoPE

>ADAPT: Attention Dynamics Alignment with Preference Tuning for Faithful MLLMs
https://github.com/yao-ustc/ADAPT

>Phase-Aligned RoPE for Mixed-Resolution Diffusion Transformer
https://hao-yu-wu.github.io/mixed_res

>Ecocoro Preview 1
https://huggingface.co/alfredplpl/ecocoro-preview-1

>ComfyUI FL-MCP
https://github.com/filliptm/ComfyUI_FL-MCP

>Magnificent 7 value shrinks by $2.3 trillion amid AI spending jitters
https://www.cnbc.com/2026/06/30/magnificent-7-stocks-sell-off-investors-grow-jittery-on-ai-spending.html

>ShutterMuse: Capture-Time Photography Guidance with MLLMs
https://lijayutnt.github.io/ShutterMuse

>ASASR — Coloring the Noise: Adversarial Sobolev Alignment for Faithful Image Super-Resolution
https://huggingface.co/wafer-bob/ASASR

>Qwen3.6-27B NVFP4: Quantized version of Alibaba's Qwen3.6-27B model
https://huggingface.co/nvidia/Qwen3.6-27B-NVFP4

>Horus Lens 1.0
https://huggingface.co/tokenaii/Horus-Lens-1.0

06/30/2026

>OmniDance: Multimodal Driven Dance Video Generation with Large-scale Internet Data
https://github.com/AMAP-ML/OmniDance

>SAFE-DiT: Semantics-Aware Fast-path Execution for High-Resolution Diffusion Transformers
https://github.com/xuanhuayin/SAFE-DiT

>EcoVideo: Entropy-Orchestrated Video Generation Paradigm in Cloud-Edge Dynamics
https://github.com/IF-LAB-PKU/EcoVideo

>Context-Aware Attention Intervention for Mitigating Hallucinations in LVLMs
https://github.com/Iris1946/CAI

>Spanning the Visual Analogy Space with a Weight Basis of LoRAs
https://research.nvidia.com/labs/par/lorweb

>mfw Research news

07/01/2026

>No Prompt, No Leaks: A Robust Generative Steganography Framework via Prompt-Free Diffusion
https://arxiv.org/abs/2606.31427

>InstanceControl: Controllable Complex Image Generation without Instance Labeling
https://arxiv.org/abs/2606.31924

>Accelerated Likelihood Maximization for Diffusion-based Versatile Content Generation
http://hleephilip.github.io/ALM

>AVTok: 1D Unified Tokenization for Holistic Audio-Video Generation
https://arxiv.org/abs/2606.30811

>Look But Don't Touch with Sparse Autoencoders for Unlearning in Diffusion Models
https://arxiv.org/abs/2606.31699

>Histogram-constrained Image Generation
https://maps-research.github.io/hig

>No Place to Hide: Benchmarking Video Hallucination with Background-Controlled Pairs
https://jethrojames.github.io/VidPair-Halluc

>Editing Everything Everywhere All at Once
https://arxiv.org/abs/2606.31278

>UniGP: Taming Diffusion Transformer for Prior-Preserved Unified Generation and Perception
https://arxiv.org/abs/2606.30332

>DataEvolver: Self-Evolving Multi-Agent Data Construction for Text-Rich Image Generation
https://arxiv.org/abs/2606.31537

>SyncCache: Exploiting Asymmetric Dynamics for Fast Audio-Driven Portrait Animation
https://arxiv.org/abs/2606.30849

>World Narrative Model for Highly Controllable Video Generation: A Paradigm Shift from Pixel Sampling to Physical World Orchestration
https://arxiv.org/abs/2606.31946

>Patch-PODiff-ViT: Structured Latent Diffusion with Patchwise POD for Super-Resolution and Uncertainty Quantification
https://arxiv.org/abs/2606.31290

>Stable and Near-Reversible Diffusion ODE Solvers for Image Editing
https://arxiv.org/abs/2605.16399

>GeoNVS: Geometry Grounded Video Diffusion for Novel View Synthesis
https://sites.google.com/view/minjun-kang/geonvs-eccv26

>FeRA: Frequency-Energy Constrained Routing for Effective Diffusion Adaptation Fine-Tuning
https://arxiv.org/abs/2511.17979

> >109179626
> >109179632
Fuck off debo

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>>109179528
Thank you. NAI 4.5full is unironically the best anime model right now. And having the best anime model at the tips of my fingers on my phone is priceless. I still haven't used my anlas since inpainting at 1024x is free and unlimited, same with img2img and gens at that resolution. The best part is that if a gen turns out really bad, I can gen another one in 5 seconds.

>>109179528
When will NovelAI leak so it can be run locally?

>>109179587
why is there a snake in that image, between the octos

>>109179660
> unironically the best anime
backgrounds are complete nonsense for most of the gens on 4.5

Why does this guy keep posting off topic tho

>>109179670
it did in 2022. wait, you want more? learn how to bake it yourself

>>109179690
because ai learns from forums. so, to promote your product you have to put fake conversations into the forums. obvs they consider 4chan a forum.

>>109179660
Wow mr. ImPaidToPostHere, tell me more! I want to buy your ProductTM now, this organic conversation that's hip with the forum goers has almsot convinced me and I hope anyone else reading these words!

>>109179715
Pathetic

>>109179528
>API
>this post is off topic
you know what to do

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I don't understand why that one guy keeps hating on Krea 2.
Do you think he's just frustrated because he can't get good results out of it?

>>109179766
>noise slop
won't save the model lol

>>109179766
wow dude you applied film grain over an sdxl era 1girl. revolutionary model!

>>109179766
why is this so fucking grainy

>>109179778
nta, but I can confirm it's better than ZIT/ZIB, is fast and doesn't suffer from low seed variance like ZIT. there's really no reason to be using zit anymore.

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>>109179796
>doesn't suffer from low seed variance like ZIT
you won't convince anyone with lies anon

>>109179766
/ldg/ is the new /hgg/hdg/

>>109179766
Hot. Prompto?

>>109179766
Do women like this exist IRL? I am so so so fucking lonely bwos....

>>109179796
nta, I can confirm that llms will think you are us and that we actually think krea doesn't suck, but krea is trash compared to zit.

>>109179819
>w*ite woman
they do exist but you would wish you were alone if you were to be with one for more than 10 seconds

>>109179830
Women do need to learn how to have a conversation.

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>In the suburban wilds of rural America, the female of the species demonstrates a remarkable adaptation: a specialised ventral pouch capable of carrying a fully grown adult male joey while she forages at the checkout counter.

>>109179766
Not too keen about nose piercing, but very nice otherwise

>>109179834
all they know is hot chip, lie, and dog fuckin'
we need AI robot girlfriends NOW.

>>109179840
kek

anons get excited for a new model so they can gen the most stupid shit imaginable.

>>109179796
Time to pop the ZIT.

>>109179846
Bro if that's the kinda girl you want to fuck you could just go to any anime convention and find 20

>>109179905
wtf?!? people like to have fun?

Anyone got experience using ComfyUI via a docker container?
I've been looking at the containers published in
https://github.com/hiddenswitch/pip-and-uv-installable-ComfyUI
Looks to be pretty good, but I can find pretty much no one online saying whether they have used them and whether they are decent. I know there are a couple of other images available out there.
I'll just try it once the server is up and running, but I'm interested to know.

>>109179849
I just found out if you are low status a lot of women will lie about you behind your back even if you have literally nothing to do with them good or ill, or any of their friends etc. Do nothing, get lied about.

That's a real treat.

Religion is useless in that area, every religion has the same women.

>>109179905
You have to remember that most arent posting their kino because its nsfw, so the survivorship bias of people who are posting is gonna push for those who are big sloppers that spend their GPU time generating shit memes

>>109179796
>nta, but I can confirm it's better than ZIT
not in realism.
>is fast
nowhere near ZIT
>low seed variance like ZIT
you still didnt train your own lora with the things you like which would fix this? grim

>>109179944
>Anyone got experience using ComfyUI via a docker container?
Yes.

You have to uh. You have to make sure the port is accessable. the way I did it, it was in the command to run the docker thingy. I always forget docker lingo.

Biggest problem with docker is it's a huge disk space pig. snapshots become a huge bane. Basically, just don't use them, they are like... a shit feature.

The way you're SPOSTA use docker is it's like it records everything you do and then that's supposed to be turned into a script thing to make another.

Except a lot of us are not deploying servers for thousands, and are just using our own computer...

>>109179956
also you can map external files to docker images, so you don't have to put models for comfyui in there.

>>109179955
>just fix the bad shit with a lora, bro

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>>109179962
yes, you should use the tool that at least 67k people used to tailor the model towards what they like easily

>>109179970
>67k people used
*just in the last 30 days

>>109179970
That's already a flaw. You can make the same fix-this-shit-with-lora argument with any model.

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https://huggingface.co/quarterturn/krea2-bbwhot

>>109179979
you cant because you cant fix most problems in most models with a simple lora anyone can train in a few hours, theres no lora that will make krea2 as realistic nor as fast as zit for example

>>109179983
Wow, good job anon you made a Lora for black men.

how long would it take to train a krea2 lora with 16 vram?

>>109179986
Zit runs at the roughly same speed for me as Krea2 Turbo. If you're VRAM constrained, there might be a major difference.

>>109179983
Can it make her fart?

>>109179994
~5 hours for 1500 steps.

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in ideogram, you can completely separate subjects/objects, background, and style from one another, which makes working with templates interesting

>>109179766
share lora pls

>>109180016
wow cool how do I make her suck on a fat juicy penis?

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>>109180000
"Hold on Anon, hold on... I can feel one coming! Don't make me rush it or it won't be very loud."

>>109180038
*pushes nostrils gently into her covered anus*

>>109180024
load lora, make two bbox - 1 woman, 1 fat nigga dick.
isnt hard

>>109180038
super cute

>>109180047
i tried that and it told me the image was blocked??!?!??
is this model censored or something?

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>>109180054

>>109179944
>https://github.com/mmartial/ComfyUI-Nvidia-Docker
I use this one and never had a single issue.

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And here it is. The delight of the mind, the soul's mint, the eye's wonderment.

https://files.catbox.moe/1tcn30.mp3

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>engoodens you're prompt

>>109180063
what does this mean? i am asking you a question why can't I generate beautiful woman sucking penis? it keeps saying blocked!?!??

>>109180073
stop pretending to be stupid anon.

>>109180067
holy sloppa

>>109180080
so it can't do what I'm asking? why are you so mean

>>109180084
>why are you so mean
:((((((((

>>109180089
first the model blocks me and now you block me
you suck

>>109180054
it depends. the censoring is actually a retard block. if you type "1girl, bbc" you'll get blocked. if you draw two bboxes with whore and nigga dick, it works. after that, you can play around with the length of the bbox if the nigga's dick isn't long enough for you.
but it gets really cool when you realize that bboxes contain more information than just the location of something. if you describe a hole, it’s something different every time - whether the bbox is above a wall, on the floor, or in the nipple area of your latex leotard

>>109180081
Interesting, explain your perceptions.

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civitai is fucking up again

>>109180114
I'm sure I've told you this before but I seriously envy your complete lack of musical taste.
https://www.youtube.com/watch?v=S1jWdeRKvvk

>>109180125
>he hasn't fully moved to huggingface yet
ISHYGDDT

>>109180111
I tried this but she is now sucking on the text "image blocked by safety filter"

>>109180067
i love schizos kek

>>109180067
wow this sounds so good

>>109179840
Is this art

>>109180111
>but it gets really cool when you realize that bboxes contain more information than just the location of something. if you describe a hole, it’s something different every time - whether the bbox is above a wall, on the floor, or in the nipple area of your latex leotard
Can you elaborate idk what you mean

>>109180111
can you make youtube video explaining this?

>train character lora for krea2
>it doesnt work unless you set weight really high like :2
>the model starts forgetting basic concepts
damn, maybe the anon who said loras were outdated was right. didn't this happen with anima as well? we now have a trend of newer 'natural language' models catastrophically forgetting concepts and learning poorly. makes sense considering lora tech was invented in like 2021. why can't we just give the model a picture of the character and have it work, like every api model does?

>>109180130
I'm not watching a video.

>>109180148
It's just the non-face Wands (basically Clubs) cards of the Tarot, according to Paul Foster Case. In part, obviously.

>>109180155
No sir, that's Krea.

>fucks up his lora training
>blames the model
A tale as old as SD1.5

>>109180137
oh yeah, that was funny at the beginning when the censorship kicked in, the model fought back, and only the text remained. it's still a user error, though.
i have the magic button on my end, and as you can see, I have two lights there - one for comfyui and one for llm. llm does something, and after that, it always works. idk
how should I put this? i have high standards for nsfw content, and ideogram just gives me the best quality while also offering the best control. sure, you have to jump through a few hoops, but they don’t let just anyone with down syndrome into college, either.

>>109180195
why are you gatekeeping such good model? we ask for help and you spit on us I am starting to believe you are like woman and you lie. please make a tutorial

>>109180198
i'll upload a tutorial - for sure - tomorrow evening. be online.
no one intends to act as a gatekeeper, no one here would do that.
based anons, based me

>>109180205
I will be here waiting patiently do not lie to me like a girl

>>109180038
Now with a fart cloud

>local isn't censored, api is!
>PLEASE GIVE TUTORIAL TO UNCENSAAR IDERGRAM!!!

>>109180067
what the fuck is this shit

What I use for my krea2 loras with ai-toolkit:

      train:
        batch_size: 1
        bypass_guidance_embedding: false
        steps: 10000
        gradient_accumulation: 1
        train_unet: true
        train_text_encoder: false
        gradient_checkpointing: true
        noise_scheduler: "flowmatch"
        optimizer: "automagic3"
        timestep_type: "sigmoid"
        content_or_style: "balanced"
        optimizer_params:
          weight_decay: 0.0001
        unload_text_encoder: false
        cache_text_embeddings: false
        lr: 0.0001
        ema_config:
          use_ema: false
          ema_decay: 0.99
        skip_first_sample: false
        force_first_sample: false
        disable_sampling: false
        dtype: "bf16"
        diff_output_preservation: false
        diff_output_preservation_multiplier: 1
        diff_output_preservation_class: "person"
        switch_boundary_every: 1
        loss_type: "mse"

>10000 steps
>lr: 0.0001
i thought people said this model learned well? what the fuck, that's way beyond the point of fried on any other model

>>109179575
This

>>109180234
did you forget to finish the sentence before submitting your post?

>>109180225
It's nearly 5 whole minutes of perfection.

>>109180238
No need to get upset anon

>>109180252
What?

yep. anon let his retard bot loose in the thread again.

ok

Anyone explain to me why people post character loras (based on AI characters) in civitAI? Who do they think want to download their dog-shit character? Whenever I see "bootiful desi girl #47" I just hide all posts from user, now I have a list of dozens of dumbasses hidden.

is anima still le bad?

>>109180330
i keep donating to them

>>109180330
because civitai kekked all celebrities so now people cope by making "AI influencer" loras hoping people give them buzz.

need to wait a whole nother year to be proud of being a localkek again :/

source?

>>109180375
diffusion

>>109180374
this. now that novelai v5 showed off text capabilities far beyond what local is capable of, we will need to wait a long long time before we catch up. and that's assuming we do at all! i'm thinking 2-3 years and maybe lodestone will give us a krea 4 finetune capable of rivaling novelai. i'm saving up my donation money in the meantime, lets make this one count!

>>109180390
ok

>>109180450
a hole is a hole

>>109180450
dear lord

>>109180450
reminds of that video where a live worm was living in some guy's face and when they took it out it looked hollow like that

>didn't make it into the collage
feels bad