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File: 1791526570556459.jpg (1.55 MB, 1889x2314)
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Discussion anhd Development of Local Image, Video, and Audio Models

Previous: >>110012667

https://rentry.org/ldg-lazy-getting-started-guide

>UI
ComfyUI: https://github.com/comfyanonymous/ComfyUI
SwarmUI: https://github.com/mcmonkeyprojects/SwarmUI
SDWebUI: https://rentry.org/ldg-lazy-getting-started-guide#the-stable-diffusion-web-ui-lineage
Wan2GP: https://github.com/deepbeepmeep/Wan2GP
Neural-Pixel (sd.cpp): https://github.com/Luiz-Alcantara/Neural-Pixel

>Checkpoints, LoRAs, & Upscalers
https://huggingface.co/models
https://huggingbay.xyz
https://civitai.com
https://civitaiarchive.com
https://openmodeldb.info

>Tuning
https://github.com/spacepxl/demystifying-sd-finetuning
https://github.com/ostris/ai-toolkit
https://github.com/Nerogar/OneTrainer
https://github.com/tdrussell/diffusion-pipe
https://github.com/kohya-ss/sd-scripts
https://github.com/kohya-ss/musubi-tuner

>Qwen Image 2.1
https://huggingface.co/Qwen/Qwen-Image-2.1

>Minimax H3
https://huggingface.co/Comfy-Org/MiniMax-H3
https://neta.art/use-cases/en/h3-1000-prompt-list

>Anima
https://huggingface.co/circlestone-labs/Anima
https://animastyles.thetacursed.com
https://tagexplorer.github.io/
https://animadex.net

>Krea 2
https://huggingface.co/krea/Krea-2-Raw
https://huggingface.co/krea/Krea-2-Turbo
https://lumenastrum.github.io/clio-style-preview/gallery/

>Klein
https://huggingface.co/collections/black-forest-labs/flux2

>Misc
Share Metadata: https://catbox.moe | https://litterbox.catbox.moe/
Txt2Img Plugin: https://github.com/Acly/krita-ai-diffusion
Archive: https://rentry.org/sdg-link
Collage: https://rentry.org/neo_collage

>Neighbors
>>>/aco/csdg
>>>/b/degen
>>>/gif/vdg
>>>/d/ddg
>>>/e/edg
>>>/h/hdg
>>>/trash/slop
>>>/vt/vtai
>>>/u/udg

>Local Text
>>>/g/lmg
>>
>baking before limit again after be just got banned for it
kek
>>
Blessed thread of frenship
>>
>>110035468
Troll bake, fag spammer in collage
>>
>>110035468
Thanks for bakering anon.
>>
>>110035487
His gens are decent even if you dislike the fetish.
>>
File: iss.gif (1.79 MB, 320x260)
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>>110035474
>>
>>110035496
I dont mind but I dislike constant spam
>>
POV in H3/wan is so tricky some japanese dude who pretends to have solved it 100% asks to be paid to show you.

https://note.com/hinon/n/n97fee835179c?hl=en
>>
File: KREA2_00321_.png (2.73 MB, 1184x1776)
2.73 MB PNG
Blessing this thread
>>
So why does this guy hate the links at the end of OP so much? No one even looks that far down.
>>
>>110035502
isnt there a lora for this? i saw a male and a female pov lora while browsing civit
>>
>>110035502
I would if I hadn't lost my wallet...
>>
>>110035502
That's weird. I think my first H3 gen was a POV boxing match.
>>
File: KREA2_00323_.png (2.33 MB, 1184x1776)
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>>110035508
>>
>>110035510
redddit speaks about a lora yes, haven't tested it yet.
I've been trying to crack this for hours with anon's help with mild results.
>>
>>110035468
Thank you for baking this thread, anon
>>110035483
Thank you for blessing this thread, anon
>>
>mfw Resource news

10/10/2026

>NVIDIA rumored to end RTX 5090 production and replace RTX 5080 16GB with 24GB model
https://videocardz.com/newz/nvidia-reportedly-discontinuing-rtx-5090-gb202-gpus-to-be-reserved-for-rtx-pro-series

>Frameforge: Local video studio for creating scene-based AI videos with ComfyUI
https://github.com/spacesimeco-hue/Chain-Motion-AI-Video-Editor

>Qwen Image 2.1 Anime FUSAL
https://huggingface.co/MicksHF/Qwen-Image-2.1-Anime-Fusal

10/09/2026

>ComfyUI Iris: Native Iris-3B pixel-space inference
https://github.com/envy-ai/ComfyUI-Iris

>Iris-3B GGUFs
https://huggingface.co/realrebelai/iris-3b_GGUFs

>SyncTile for MiniMax H3
https://github.com/alaintural/synctile-h3

>refmodBuilder: Native Qt desktop app for building MiniMax H3 reference packages with ComfyUI
https://github.com/cyberworm1/refmodBuilder

>Anima Kawai Inpaint ControlNet-LLLite
https://huggingface.co/kawaimasa/Anima_Kawai_Inpaint_ControlNet-LLLite

>Qwen-Image 2.1: Repackaged model files for ComfyUI
https://huggingface.co/Comfy-Org/Qwen-Image-2.1

>Qwen-Image-2.1-Turbo Official
https://huggingface.co/Qwen/Qwen-Image-2.1-Turbo

>GenIA: Generative Reconstruction with Test-Time Input Alignment
https://facebookresearch.github.io/GenIA

>Transforming Image Editors into Video Editors
https://github.com/wangf3014/AVE

>From Video Clips to Creation Trajectory: Sora100K for AI-Native Video Creation
https://huggingface.co/datasets/ysicong/Sora100K

>WorldCast: Distributed Multiplayer World Models
https://ziyang-ye.github.io/WorldCast-Page

>Rubric-CEPR: Self-Evolving Image Editing via Reward-Verified Self-Distillation
https://riteshthawkar.github.io/Rubric-CEPR

>TKCAM: Text and Keyframe to Camera Trajectory Generation
https://github.com/linearalgebrayhz/TKCAM

>MiniMax-H3 Prompt Rewriter for ComfyUI
https://github.com/pytraveler/MiniMax-H3-Prompt-Rewriter-ComfyUI

>Realtime Conversation Video
https://github.com/animede/Realtime_Conversation_Video
>>
>>110035522
what kind of thing are you trying to do a pov for?
>>
>mfw Research news

10/10/2026

>Using AI for just 10 minutes erodes your ability to persist at hard things
https://news.berkeley.edu/2026/10/09/using-ai-for-just-10-minutes-erodes-your-ability-to-persist-at-hard-things

>Conditional Residual Prediction: Improving Autoregressive Video Diffusion without a Bidirectional Teacher
https://arxiv.org/abs/2610.11479

>It's Always 10:10: Reference Images Break a Bias That Prompts Only Dent
https://arxiv.org/abs/2610.11320

>VisualErase: Dual-Branch Visual Trajectory Redirection for Robust Concept Erasure in Text-to-Image Diffusion Models
https://qianlong0502.github.io/VisualErase-Homepage

>SpaceFlow: Locally Controllable 3D Generation
https://arxiv.org/abs/2610.12399

>SpectralCache: Accelerating Diffusion-Based World Models via Spectral Feature Caching
https://arxiv.org/abs/2610.02660

>Streaming-Aware Diffusion for Real-Time Video Super-Resolution via Cross-Step Attention
https://arxiv.org/abs/2610.11746

>From Prompting to Composing: A Spatial Canvas Interface for Poster Generation
https://snowflakewang.github.io/Compo-Page

>Expression-Diverse References for Identity-Preserving Video Generation
https://arxiv.org/abs/2610.11023

>Relative Patch Response Learning for Generalizable AI-Generated Image Detection
https://arxiv.org/abs/2610.11876

>Few-Step Generation via Data-Space Iteration
https://arxiv.org/abs/2610.12102

>SemCam: Semantic Camera Motion Control for Video Generation
https://arxiv.org/abs/2610.05141

>Enhancing Long-Video VLM Embeddings with Query-Aware Streaming Latent Reasoning
https://arxiv.org/abs/2610.04864

>CtrlCache: Accelerating Interactive Video World Models with Control-Aware Caching
https://wrecklong.github.io/CtrlCache

>ScribbleEdit: A Benchmark for Scribble-Only Image Editing
https://arxiv.org/abs/2610.09382

>AnyBottle: A Recipe to Only Keep the Concepts You Really Need
https://arxiv.org/abs/2610.08552

>Velocity Scaling in Flow Matching
https://arxiv.org/abs/2610.10823
>>
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>>
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>>
>>110035487
spam aside, schizo baker has a very low bar for quality unsurprisingly
>>
>>110035533
I am trying to make a girl kiss a man from the man pov.
I manage to trick the model by positioning the female's nose on the screen...
>>
File: KREA2_00333_.png (2.97 MB, 1184x1776)
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Sleep well anons
>>
File: KREA2_00334_.png (2.39 MB, 1184x1776)
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bonus pic
>>
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>>
>>110035571
the way i make faces get close to the perspective is by prompting "her face gets very close to the perspective, partially darkening the frame"
>>
>>110035468
>Maintain Thread Quality
https://rentry.org/debo
https://rentry.org/animanon

TextFusion v2 came out for Krea de-safety-ing the other day. Subjectively it feels like I might be getting CG humans more often, but it also removes the guy's pants more often, so maybe it is improving.
>>
>>110035530
>>110035537
Thanks bro
>>
>>110035530
>>110035537
Nigger dick status? ;]
>>
>>110035607
yes something like that.
I am trying "head mounted camera footage, wide fisheye lens".
>>
>>110035635
saaar you wil receive the ban saaar
>>
>>110035641
four in my butt
>>
>>110035647
man, i used to have tests which were related to that kind of stuff, but i didn't save them. i will modify one of my prompts to include that "partially darkens the frame" thing to show you how it looks
>>
Anonymouses please kindly share your top notch qwen 2.1 tips&tricks thank you
>>
What was the Connelly lora link in nuked thread
>>
sooo with the giant warner bros leak how much longer until people start using it in their datasets
>>
depends - is judy hopps included in it?
>>
ah hell naw what unc doing to the dawgs, bruh
>>
i've only been using LLMs for now
how do i use my GPU/RAM for anime cooms
asking for a friend
>>
>>110036008
comfyui
Illustrious / NoobAI / Anima
>>
>>110036047
>>>/co/155837953
>>
this kino is dangerously based
>>
cozy breas
>>
>>110036047
Stop burning phone's IP you moron, you're not alone.
What a fucking annoying cunt.
Go be a dickhead somewhere else.
>>
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>>110036345
>>
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an upscale
>>
ive been using krea2, after only ever using novelai, and still cant figure out how to inpaint to fix small areas. can i do that in krea2 or do I need a completely different thing? using comfyui desktop. I have anima installed as well but so far like krea 2 more even if sometimes I wish I could just booru tag my image to work.

And is it worth it to make a character lora? I feel like each image I gen even with the same very long description is slightly off, and note sure how to get the same consistency I see others getting.
>>
>>110036896
Qwen2.1 can use reference images as input, no lora needed. Just saying.
>>
>>110036918
how consistent is it? and is it good for hentai or will I need qwen loras and text refusal nodes like krea.
>>
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>>
>>110036955
Idk about hentai but it works well for realistic versions of cartoon characters
>>
>>110036970
so you load it as a ref image like you would in h3 or similar text prompt the pose etc and it pops out something similar?
is that the base template on comfy or do I need the specific one off civ or hugging?
>>
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>>
schizophrenia status? :]
>>
>>110036726
>>110036960
>>110037046
What is this garbage?
>>
>>110036977
yes, like h3
https://github.com/Comfy-Org/workflow_templates/blob/main/templates/image_qwen_image_2_1_image_edit.json
>>
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>>
>>110037139
does this use any custom nodes I have to hunt for or is it all there in the workflow?
>>
tell me about longcat avatar 1.5. how much vram for that?
>>
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>>110036896
you can use booru style captions for making character loras for krea2. It's 100% worth the effort in making character loras for krea 2 when you actually put the effort into making it. Avoid rushing the captioning and training process.
you can check my civitai page if your curious about krea2 loras.
https://civitai.red/user/obinna7713/models
>>
>>110037313
worked for me after updating comfy
>>
>>110037397
how strong a machine do i need? never made a lora but looking into it I might need something with more ram (16/32 on my machine)
>>
>>110037454
best to have 24-32gb of vram and 48-64gb of ram. There are settings for 16gb vram/32gb of ram builds for krea2 lora training but I'm not familiar with those. My 5090/128gb ram build is an overkill future proof investment. I always aim for 1024 res training, enable caching latents to disk and change the quantization format to qint8 for the transformer model and text encoder. The vram consumption is usually around 20.8-21.6gb throughout the training. You can always use runpod and rent a gpu. The ai toolkit setup on runpod is very simple.
>>
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>>
thanks to your guys on here, I use ollama qwen 14B with my 6900xt and I like it. i know this is laughable to most of you but I use it for troubleshooting and it's sufficient, for now. my question is, van I use that huggingface qwen 2.1 7B with my GPU?
>>
>>110037567
fml, on my setup i can only get ~30s/it when training a krea 2 lora. 1MP and int8 @ 16 vram + 32 ram.
>>
Comfyui replacement when?
>>
>>110038280
in the works. people are tired of python bloat. with ai coding as good as it is now there really is no reason to poothon trash
>>
>>110037035
>>110038224
>>
lodestones/Kroma
verdict?
>>
>>110038302
first post is absolutely true. can you disprove it?
>>
>>110038323
>first post is absolutely true.
can you prove it?
>>
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>>
35
>>
Is it post your IQ day?
>>
37*
>>
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>>
>>110038319
Very ok
>>
File: anime-base.jpg (100 KB, 1444x697)
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Anyone has any idea what settings I set up wrong to get this result when generating an image?
>>
>>110038457
wrong vae
>>
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>>110038481
Thanks, worked wonder! Gemini was retarded and wouldn't figure out the issue.
>>
>>110038492
why is this bitch so ugly
>>
File: ComfyUI_00004_.png (735 KB, 1024x1024)
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>>110038503
No clue, I just used the base prompt to test to see if the AI worked. It's slow (my gpu is old now), but it works. Probably next I need to figure out if there's a way to make ComfyAI to do it slower while making the GPU work less hard since it's old now.
>>
>>110038492
surprising how flash/svg that looks considering that wasn't specified
>>
>>110038492
comfy really is a blessing
>>
>>110038492
are comfyui outputs getting worse or something? this looks like shit
>>
>>110038590
skill issue
>>
>>110038609
I thought the whole point of diffusion was to eliminate the skill for making good looking pictures? Did comfy not get the memo?
>>
>>110038590
>>110038621
That's just base anima, a really small and outdated model nobody really uses except for a few new's and jeets. Has nothing with the backend to do
>>
>>110038590
told you long ago cumfart is regressing
>>
>>110038626
What do oldfags use?
>>
>>110038635
We started drawing and abandoned ai. That and H3
>>
A good craftsman never blames his tools
>>
>he still suffers from comfies latent washbacks
skill issue
>>
>>110038648
a good tool works ootb without needing to do a humiliation ritual
>>
>>110038554
are you the guy who wanted the "moku" style? the timing is right. i hope you're able to achieve what you're after :)
>>
>>110038669
>a good tool works ootb without needing to do a humiliation ritual

Try Cialis®
>>
>>110038694
I accept your concession
>>
File: Krea2_turbo_01946_.png (1.17 MB, 1024x1024)
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>>
>>110038691
If you mean that old cunny artist, then yes. I'm still testing around though.
>>110038626
I used anima because I want to make nsfw anime loli pictures too.
>>
crazy things are happening at the kinoplexatorium
>>
>>110038764
>If you mean that old cunny artist, then yes. I'm still testing around though.
i mean the one who asked me to make something in the lmg thread
>>
>>110038763
fuck off catjack you lost
>>
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>>
>>110038803
she really didn't
she managed to chase out everyone interested in the tech with her endless retardbrain drama
>>
>>110038791
Yeh that's me then. Honestly didn't even know there were 2 threads for images and text.
>>
>>110038827
there's several regular ai-related thread on /g/ now.
just so you're aware, since the issue you had suggests you might know, when i said in the other thread that the "workspace" is "in" the picture i posted, i mean you can drag+drop the png file into your comfyui browser tab and it will show the exact setup i used to generate it. normally this extra information is stripped away by 4chan, which is why some people will ask for catbox links, what they mean in threads like these is that they want the embedded workflow data so they know how someone made an image specifically
>>
>>110038873
>might know
might not* know
>>
>>110038873
workflow, not workspace. i'm getting too drunk to post, don't mind me
you get the point, if you drag the file you downloaded from catbox into comfyui you'll get literally exactly what i used to make it. i.e. the first generation (before it randomises the seed again) will be the one i posted.
>>
I'm glad we have finally matured as a general and put that embarrassing rentry nonsense behind us. Now we just need to add AniStudio back to the OP where it belongs like /adt/.
>>
keep crying, schizo
>>
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>>110039005
lololololol :D
>>
>>110035474
show me the rules that state you can't create a thread early. Since this seems to be some tism thing you mental obsess over. show me the rules. not shit post, not sperg out, not melty seethe for 5 hours. do not accuse me of being some boogeyman in your head or some troll and show me the outright 4chan rules that state you can't make threads early.
>>
>>110039065
NARF!
>>
>>110039005
everything was fine when it was in the op btw, was before catjak came back from prison and started seething
>>
holy melti
>>
>>110039078
Now that's what i call a reference
>>
>>110039162
what is the reference?
>>
>>110039068
10. No spamming or flooding of any kind. No intentionally evading spam or post filters.
>>
woke up from a month long coma, do we finally have a good krea workflow?
>>
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>>110039065
ani is so nice and cute when he posts
i just feel sad that the schizo targeted him and tried to discredit him and his works
it sucks but envy is a powerful motivation i guess
miserable people here
>>
>>110039172
i guess i can't be sure if this is what he meant, but it's something pinky says in Pinky and the Brain, first aired in 1995
>>
>>110037454
>16/32 on my machine
not possible
>>
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good afternon anons
>>
>>110039198
very sloppy
>>
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>>
>>110039298
very slopey
>>
idk I feel like I'm dropping out of that hobby, I upgraded 3 years ago and it was fun but now I have to undergo elaborate humiliation rituals to run the current models and can't train shit(which was the cool part of it all) and I'm not gonna rent a GPU which defeats the entire point of local or shell out 10k just to gen cool images while I can run all games on full, and I guess I'm not the only one, I'm pretty sure the number of people doing local stuff is shrinking not growing
>>
>>110039355
Yeah maybe you should leave then demoralization-anon
>>
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>>
>>110039355
>shrinking not growing
Try Cialis.
>>
>>110039355
>shell out 10k just to gen cool images
A 16GB card is plenty, nobody has to spend 10k to gen cool images.
>>
>>110039369
It's not demoralization, new models only get harder to run while GPUs aren't scaling alongside, death of local is the logical and inevitable end result
>but my 5090 can run it
yeah enjoy your local community of 3 people
>>
>>110039389
No anon, local is perfectly fine, you can run some obsolete model with int8 precision and turbo loras and it only takes 80 seconds for a 1024x1024 picture!
>>
>>110039355
Just take a break, I took several
But yeah in any case, even if hardware was cheap and abundant, people would still drop out of this because it becomes kinda boring. Most people who are left just use it for masturbation, it was pretty different vibe back when it all started with SD1. It felt like real exploration. The threads were amazing also
>>
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>>110038873
Thanks, I didn't know indeed. I'll have a look at that!
>>
>>110039404
The problem is that no one actually cares about local and thus no one develops models tailored for it, all "local" models are just ads for API and thus all come with their own problems, are too big, etc and thus forgotten after novelty wears off and the cycle repeats. XL was a freak accident and I'm pretty sure developers are making a conscious effort to make sure that never happens again.
>>
>>110039467
>XL was a freak accident
The model itself was fucking garbage though. It was shat on by everyone at the start. It got so popular only because it was small enough to run and train on for reasonable money but big enough to be better than SD 1.x which was just really rough and small.
>>
>>110039179
>reads it a few times
hmm, yes now that is about spam and has zero to do with someone making a thread early. I said show me the rules about making threads early and youre going and showing me a rule about spam. making a thread early is not spamming, flooding, nor evading spam nor filters. in fact making a thread early has nothing to do with those things. you're doing that thing you do where you're thinking of the trolls and yourselves and going oh well i'll use those examples and.....stil no rules shown about making threads early anon. 2/10 you wasted time posting the wrong rules.
>>
>>110039484
>it was small enough to run and train on for reasonable money
and that's exactly what developers are trying to avoid after XL happened
never again
>>
>flooding the catalog is not flooding
alrighty then. guess those threads were just deleted cause the mods were bored
>>
kill ani
>>
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>>110035647
sorry for the wait, i was developing new technology for the kinoplexatorium
>>
>>110039534
now that's just rude, who's going to pay for cleaning
>>
>>110039534
rude
>>
>>110039534
you ok anon?
>>
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>>110039548
the same guy that cleaned up hundreds of other bodies
>>
>>110039583
you are the notorious 4chan twitter warned me about
>>
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>>110039583
>>
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Is the nightmare finally over? Are we back?
>>
>>110039534
hows life over at >>>/lgbt/ ?
>>
>>110039601
This gif always gives me boner for some reason
>>
>>110039619
it was really disappointing to learn that she's just some journo
>>
>>110039602
yes, this is a cozy bake.
>>
>>110039625
it's the choke-able neck and facial abuse
>>
>>110039602
Her fingers look like dicks.
>>
>>110039640
hot
>>
File: 09837-2249288592.png (1.22 MB, 1280x1280)
1.22 MB PNG
>>110039534
>>
>>110039640
you probably spend too much time looking at dicks. now everything looks like a dick to you.
>>
File: file.png (2.52 MB, 960x1344)
2.52 MB PNG
>>
its so nice to have peace here
finally



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