Thread #108655751
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I Love LDG Edition
Discussion and Development of Local Image and Video Models
Previous: >>108652848
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/
>Qwen
https://huggingface.co/collections/Qwen/qwen-image
>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
>Misc
Local Model Meta: https://rentry.org/localmodelsmeta
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
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
311 RepliesView Thread
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>mfw Resource news
04/21/2026
>MegaStyle: Constructing Diverse and Scalable Style Dataset via Consistent Text-to-Image Style Mapping
https://jeoyal.github.io/MegaStyle
>UDM-GRPO: Stable and Efficient Group Relative Policy Optimization for Uniform Discrete Diffusion Models
https://github.com/Yovecent/UDM-GRPO
>Noise-Adaptive Diffusion Sampling for Inverse Problems Without Task-Specific Tuning
https://github.com/NA-HMC/NA-HMC
>Evolutionary Negative Module Pruning for Better LoRA Merging
https://github.com/CaoAnda/ENMP-LoRAMerging
>DuQuant++: Fine-grained Rotation Enhances Microscaling FP4 Quantization
https://github.com/Hsu1023/DuQuant
>Generalizable Face Forgery Detection via Separable Prompt Learning
https://github.com/OUC-YER/SePL-DeepfakeDetection
>Adaptive receptive field-based spatial-frequency feature reconstruction network for few-shot fine-grained image classification
https://github.com/ICL-SUST/ARF-SFR-Net.git
>ComfyUI-DiffAid-Patches: Inference-time Diff-Aid-inspired text-conditioning patches for ComfyUI
https://github.com/xmarre/ComfyUI-DiffAid-Patches
>modl: Train LoRAs and generate images on your own GPU. Web UI + CLI
https://github.com/modl-org/modl
>ComfyUI-KleinRefGrid: Turns reference images into reference_latents
https://github.com/xb1n0ry/ComfyUI-KleinRefGrid
>node-banana: Free and open node based generative workflows
https://github.com/shrimbly/node-banana
>Extending One-Step Image Generation from Class Labels to Text via Discriminative Text Representation
https://github.com/AMAP-ML/EMF
04/20/2026
>Elucidating the SNR-t Bias of Diffusion Probabilistic Models
https://github.com/AMAP-ML/DCW
>(1D) Ordered Tokens Enable Efficient Test-Time Search
https://soto.epfl.ch
>Frequency-Aware Flow Matching for High-Quality Image Generation
https://github.com/OliverRensu/FreqFlow
>From Zero to Detail: A Progressive Spectral Decoupling Paradigm for UHD Image Restoration with New Benchmark
https://github.com/NJU-PCALab/ERR
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>mfw Research news
04/21/2026
>DreamShot: Personalized Storyboard Synthesis with Video Diffusion Prior
https://arxiv.org/abs/2604.17195
>Speculative Decoding for Autoregressive Video Generation
https://arxiv.org/abs/2604.17397
>LIVE: Leveraging Image Manipulation Priors for Instruction-based Video Editing
https://arxiv.org/abs/2604.17021
>AdaCluster: Adaptive Query-Key Clustering for Sparse Attention in Video Generation
https://arxiv.org/abs/2604.18348
>Coevolving Representations in Joint Image-Feature Diffusion
https://arxiv.org/abs/2604.17492
>Reward Score Matching: Unifying Reward-based Fine-tuning for Flow and Diffusion Models
https://arxiv.org/abs/2604.17415
>UniGeo: Unifying Geometric Guidance for Camera-Controllable Image Editing via Video Models
https://arxiv.org/abs/2604.17565
>FlowC2S: Flowing from Current to Succeeding Frames for Fast and Memory-Efficient Video Continuation
https://arxiv.org/abs/2604.17625
>ReCap: Lightweight Referential Grounding for Coherent Story Visualization
https://arxiv.org/abs/2604.18575
>UniCSG: Unified High-Fidelity Content-Constrained Style-Driven Generation via Staged Semantic and Frequency Disentanglement
https://arxiv.org/abs/2604.17850
>Towards Robust Text-to-Image Person Retrieval: Multi-View Reformulation for Semantic Compensation
https://arxiv.org/abs/2604.18376
>mEOL: Training-Free Instruction-Guided Multimodal Embedder for Vector Graphics and Image Retrieval
https://scene-the-ella.github.io/meol
>Depth Adaptive Efficient Visual Autoregressive Modeling
https://arxiv.org/abs/2604.17286
>When Text Hijacks Vision: Benchmarking and Mitigating Text Overlay-Induced Hallucination in Vision Language Models
https://arxiv.org/abs/2604.17375
>Cross-Modal Attention Analysis and Optimization in Vision-Language Models: A Study on Visual Reliability
https://arxiv.org/abs/2604.17217
>Spatiotemporal Sycophancy: Negation-Based Gaslighting in Video Large Language Models
https://arxiv.org/abs/2604.17873
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>>108655785
>>108655793
stop deblessing /ldg/ thread schizo
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mogged
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>>108655803
here's the context lol
>>108654985
>>108655069
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Why people are so naive or ignorant when it comes to NSFW AI generated content, I always get asked "what AI you use bro?" when I share something on reddit or X, they think I just write a prompt on a site and then AI does all the magic?
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>>108656011
For context, this OF whore wrote me a DM asking me how I generate my videos (I use wan, VACE, LTX, post processing, etc, etc), I tell her that I have a local setup and I use several workflows, that is not that simple but I'm happy to collab (for money ofc) and then she writes me that crap >>108656011
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>>108656011
>they think I just write a prompt on a site and then AI does all the magic?
yes? the future is AI models using tools to correct themselves and build all pieces together (like here, GPT Image-2 makes an image -> looks at it -> notices the issues -> fixes those issue with an image edit process) >>108655670
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>>108656085
Have you not learned anything from the past few years? That's not how it works, especially with SaaS (tools get nerfed, rugpulled by the big corpos) and even more with NSFW content and we're talking about today, not the future you idiot
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>>108656105
>not the future
definitely the future, the /lmg/ fags are incorporating tools on gemma 4, as usual /ldg/ is completly clueless about the news and how to move forwards, it's filled with retards like you
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>>108656122
AI doesn't think so any workflow based on AI "thinking" to itself will just end in piles of aesthetic trash. Even the best models still can't handle 2000 lines of code without going schizo on the task and that's code that is relatively simple, recursion destroys most models same with complex A() -> F() -> C() -> E() -> D() relationships
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It's over for local
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>>108656122
I can tell you that any serious genner/trainer (myself included) is using gemma4, you're just ignoring my original post that was that people overlook the process of generating NSFW AI content, especially images and videos, LLM and text/code based crap is easy as shit thats why /lmg/ threads are filled with happy people and /ldg/ is filled with frustrated anons that can't generate anything that other few anons can
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>>108656165
yes, cute cat
prompt:
>generate cat image
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>>108656011
>>108656084
Total OF whore death
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>>108656165
>Can anon share some gens?
no, there's a thread for that and the images are already shared here >>108653190
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>>108656227
>its always the same cycle
there's even a name for that
https://en.wikipedia.org/wiki/
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>>108656227
No it's the costs, they are expensive to run so the first they do is cut compute, that's outside of the safety. Nano Banana is so bad because they do bullshit like switch you to fast mode even though it's completely shit. Also the core model just got worse slowly but surely.
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Tested GPT-Image in the API.
Can do celebs by attaching picture (edit mode).
No NSFW as expected though, maybe allows limited artistic stuff but didn't bother pushing too much.
Was able to give a woman cleavage by cloth swapping, but that's the extent of what I got.
Dogshit for style transfers, hallucinates what's style, what's content, omits or makes up details. 4 years into this and still not a single good model on this front.
Can make detailed infographics with text without slopping the text, for whatever that's worth.
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>>108656320
lmao
https://en.wikipedia.org/wiki/Enshittification
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>>108656153
>no?
yes >>108656365
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>>108656227
nope, its different now
google finally has a worthy image gen competitor, so they wont be able to fuck around with their users anymore.
here's whats going to happen. very soon, google will release nbp 2, which will be better than gpt image 2
it will look similar to the vibecoding war between claude and codex. if either of them starts to enshittify their model, then users will just jump ship.
apichads won, and as a consequence, localcucks will benefit since the chinese models will train off the api outputs
you're welcome
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>>108656383
https://github.com/gazingstars123/Anima-Standalone-Trainer
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>>108656383
https://github.com/gazingstars123/Anima-Standalone-Trainer
I'm using this on Linux but it shows Binbows support. No idea if it's any good on Winblows but try it I guess.
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>>108656389
>localcuks benefit since chinese models will train off the api outputs
fuck that shit dude, China must stop eating the shit of API western models and do the Z-image turbo way (the kino way)
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>>108656389
>words words words
APIcucks cant meme
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>>108656398
>>108656391
Thanks and you can replicate the same settings tdrusell shows in his official Anima Lora?
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>>108656376
>I want to make an anime style LoRA. I checked the official repository, but it seems like the program is only compatible with Linux. Is there another workaround?
sd-scripts supports it. I think it works on Windows, not sure.
>How about copyrighted anime characters?
I am done testing for today but I wouldn't expect it to be too pissy about it. If anything you are more likely to run into issues with Disney, Sony, Nintendo etc. characters.
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>>108656165
A plain prompt "Warhammer 40k crossover with one piece"
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>>108656426
Well I can't replicate the exact lora as he (understandably) does not provide the images used but the settings he provides seem like sane defaults. No "catastrophic" forgetting or anything I've heard claimed about training loras on it.
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>>108656466
What I mean is that TDRussell shared some LoRA training settings to use in his only Linux compatible workflow. My question is whether I can select the same settings here >>108656391
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>>108656165
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reminder that if you want to talk about that model you have to go here, this is a fucking local thread in case you forgot
>>108653190
>>108653190
>>108653190
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Cloudcucks, I dedicate this one to you (generated by yours truly, ACEStep XL 0.7 Merge)
https://vocaroo.com/15lInkgzMLR4
What good is a censored and gated model? VISA/Mastercard ain't changing any time soon, cloud is forever cucked and just a toy that waits 2-3 years for local to catch up.
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>>108656513
Ok the level of detail mogs local to oblivion, sure.
But there are lots of errors too, such as everyone but the Drama Queen shirt girl having fucked hands.
Honestly they seem to have overtuned the detail during the iterative generation process.
Anyway this still proves that the local needs:
1) Autoregressive generation that iterates on the prompt
2) A smart VLM that inspects and guides the generation throughout it
3) Non-slop training dataset
If it wants to compete with API.
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>>108656598
>Ok the level of detail mogs local to oblivion, sure.
it mogs everything, the lmarena ranking is absurd, never seen such a gap before >>108656174
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>>108656591
>ACEStep XL just needs a merge to match the best cloud has to offer in terms of overall audio quality, not even a LoRA
Local audio is saved. Also, I've tested a few LoRAs with it, and even though they're all underbaked, it's absolutely insane at replicating style/voice, far trumps the earlier version.
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>>108656671
>can you make latina dance music
Holy shit kek, prompt/lyrics included moans and it just killed it
https://vocaroo.com/1iwOck91jlFh
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>>108656749
https://huggingface.co/scragnog/ace-step-1.5-gguf-merge-models/tree/ma in
I'm using ACEStep cpp.
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>>108656591
>Cloudcucks, I dedicate this one to you
I won't be listening to this shit the quality is awful
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>>108656911
Show us your definition of "quality"
Oh that's right, you can't even properly meme with audio
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>>108657082
>>108657100
got 'em bubblin' kek
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>>108657125
Because its a meme, the only good thing cloudkeks are good for
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chatgpt, generate me a good local video model
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>>108657342
Autoregressive image models
These generate images piece by piece, like language models generate text token by token.
Instead of predicting the whole image at once, they predict image tokens sequentially.
Strengths:
clean probabilistic setup
often good prompt alignment
Weaknesses:
can be slower at high resolution
image tokenization quality matters a lot
Many newer multimodal systems use this family, especially with tokenized images.
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>>108657376
wait, openai image gen 2.0 was released today?
https://www.youtube.com/watch?v=-7JSa_luc6k
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>>108657387
howling.
>the most accurate information
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>>108657400
Compare Encyclopedia Britanica. NOT AI.
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>>108656513
Local can do way better than that with inpainting, controlnet and Photoshop though. I mean, sure the initial image is impressive but if you think one can't locally get good text on a wall don't kid yourself.
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>>108657567
Not much to see, it just requires basic Photoshop skill and editing a gen. Initial image -> Z-Image, then go from there. It would take several hours, so of course I'm not just shitposting it, but it's possible.
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holy shit... and local models don't even know a single one of these characters without loracoping. plus it gets the logos right too. saas has advanced so much that their models actually think and review the outputs
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>>108657583
>It would take several hours
no rush, we can wait
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>>108657583
>Not much to see
He did the meme!
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>>108657614
>>108657400
I'm not a biology person, but just based on idk "feel" I spotted that in their rapid fire slideshow. It's one of their best...
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>>108657601
Ever heard of Ernie? Anyways local can only get better as a result of this. Now BFL, the Chinese and anyone else will be forced to train on stuff they forbid if they want to compete. And it's not a matter of if they will censor this, it's a matter of when.
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>>108657601
Ichi the killer doesn't have Ichi the killer, sad!
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>>108656995
There appears to be support for the model itself, dunno about gguf (though ACEStep 1.5 was considerably faster on cpp version, I might check Comfy again to see of that's changed)
https://blog.comfy.org/p/ace-step-15-xl-commercial-grade-music
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>>108657932
what tool did it call for this?
>>108657400
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trololololol
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>>108657925
>>108657932
Seems like it's grabbing every image from some kind of promotional poster or something.
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>>108658009
>MsPaint illustration of a morbid man, employed as reddit moderator, he is dressed as Hatsune Miku and wearing a wig with blue twintails. He has unfortunate round and flat face with patches of beard. He is wearing arm patch with a white face Reddit Logo. The color palette is lively and naturalistic.
No lora needed
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>>108657601
but can it do goon stuff?
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>>108657932
>yep, it's just some tool calling
this concept is wildly outside the imagination of the average poster see: >>108658104 they have no idea how to hook up and image generator to a language model let alone get it to pull from the web
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>i love wasting time connecting noooodes to do tasks than saas can do in seconds
localkeks have adopted the same role as the luddite inkcels they laughed at. API models have intrinsic intelligence and don't need controlnet copium or custom nodes to understand what Jojo's Bizarre Adventure looks like.
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>>108658111
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>>108658288
kid rock is good, though
https://youtu.be/rKFx0MMqb48
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anyway, the point of ACE STEP is it has mad good adherence. I guess suno is good now, but when I say "cabbage fat yo yo eat that" I don't want approximately that.
why?
For memorization. It's incredible for this, add to that idk, I use veo, to make a music video. You just stretch a clip to fit the portion, that makes it slow down. It's really easy.
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>>108658374
yeah, ultimatevocalremover and replayai. I mostly use them to remove vocals but it might pick up noise. there's no prompt though so it might not work at all it depends on the noise. it splits files into drums, vocals, synths, and other. the noise might get captured in other and you could fix this but like I said this is just a wild hair in my butt guess
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Thead CURSED
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since the api diffusion thread can't give me an answer, what's the current meta for an unfiltered/uncensored model that's at least better than any current finetuned/lora sdxl? don't need any fancy anatomically correct sex positions, just want a nude portrait with proper clothing context and composition. it's mostly for my dynamic game characters. anime/photoreal is fine.
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>>108658468
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>>108658444
thanks, anon. i'll try anima. doesn't matter if it's anime or realistic Tbh. i'm just kinda lazy to make game assets just for a porn game. if i wanted something artistically good, i'd just pick any high-rated game from dlsite, or lurk f95 with non-aicg tags
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>>108658468
>Nothing in this image makes sense, nonsensical architecture, chair, pose, even the trees.
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>>108658518
Kate Upton
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>>108658639
anima + zit
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Can I generate anything with my lmao 16 gigs of VRAM, 9070xt in a somewhat reasonable time?
I think I tried to mess around some time ago but I really couldn't get anything special out and I gave up pretty quickly. Some plz spoon feed me a bit.
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>>108658709
yes you can use ltx2.3 to generate 1080p kinos which are 15 seconds long within 10 minutes
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>everyone is laughing at me because how retarded I am
>t-they must be seething
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anima is so cool
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>>108658744
They tried with ZLUDA but nvidia acted rapidly and killed it
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>>108658767
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>>108658677
All this Anima->ZIT stuff really shows that Anima desperately needs a proper realism finetune. It's doing like 95% of the work here, ZIT just fixes up the textures and details. Anima could easily be made to do it all on its own. You would have the model that Chroma should have been.
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>>108655751
>do this shit for fun
>find out some make patreons for this
>"lmao why? you can prompt for free"
>one has 4000 paypigs and making like 32k a month
Why? the quality is ass he doesn't even check the number of fingers on the stuff, the retards even praise his "art style" which is generic anime girl covered in oil, he's not doing any weird fetish shit either. I'm not even mad at the guy I just don't get who is paying for this when you can make your own and there's already tons of AI goon material out there for free, is it just some scam?
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>>108658862
See thats retarded too but the e-thot is real and afaik is all about the parasocial relantionship crap and gooners' mental gymnastics thinking thats like having a gf, but in this case simps are paying for stuff they could make themselves, for free even.
That guy's stuff is low quality too, he's not even making stuff like this >>108658677 look how bad the eyes are, the lack of detail, the blurry print on her shirt, why even pay for this?
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>>108658887
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>>108658856
its because he appreciates that there are people who seek knowledge. maybe his knowledge is flawed. maybe your knowledge eclipses his. but the difference between him and you is he said "I want to give people knowledge" and put effort towards that goal. you didn't. and you won't. so why are you mad? you could choose to do what he's doing but you're too lazy for all that. but maybe that's you're real gripe. you're smart but lazy, and he's dumb but motivated. in your might, you think you should win by default because you have a gift he doesn't. the truth is that the people who win are the people who try
so will this motivate anon to try? or will anon just post about how unfair it all is and go back to gooning in his basement?
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>>108658856
>when you can make your own
You vastly overestimate the abilities of the average internet user.
>>108658906
Leave, fag.
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>>108658856
>>108658897
anon, you overestimate what people can do, some people have real jobs, life, w/e, they don't have the time and resources to learn all this AI crap, coomers with money are the best really..
I'm looking at this new DA profile that has one month and its selling the most slop low-effort ai videos ever, he spammed over 700 videos and he's already selling crap, keep in mind tho that DA is already doing something about the AI spammers tho..
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>>108658910
>You vastly overestimate the abilities of the average internet user.
Point taken
>>108658906
Found the retard that's paying instead of prompting.
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>>108658932
>some people have real jobs, life, w/e
>coomers
I do get the point about most people being dumb and/or lazy tho, specially brainrotten gooners. Still for every AI goon patreon I see making big bucks there's a ton making nothing, specially furry ones for some reason.
>DA is already doing something about the AI spammers tho.
Doing what exactly? I heard they been banning anyone posting anything beyond softcore for a while now.
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>>108658903
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>>108658954
yeah hardcore realistic is a big no-no from what I know, those accounts don't last too much, what I mean is they are doing something about those accounts that upload 1000s of videos/images per day, even tho I think DA doesn't care tbqh since they are the most prolific they have ever been thanks to AI slop, but eventually they will do something since Idk how their servers can host so much crap
https://www.tubefilter.com/2026/04/17/deviantart-paying-artists-ai-con troversy-user-increase/
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>>108658922
Nope it's just genuinely a concern. The Chinese are open weighting/sourcing text models that are pretty much on the heels of frontier but image and video have stagnated hard. The character sheets and comic making ability of gpt image 2 is crazy in comparison to what anima puts out.
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>>108658856
>32k a month
Totally jealous here... how many make any decent money though? I have to assume it's the OF situation everywhere else where a few make millions per month and the rest fight over the scraps.
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>>108655751
requesting this in any scenery and any effects, please
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>>108656011
>>108656084
Where the hell are you posting that an OF whore found you?