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>mfw Resource news

04/10/2026

>JoyAI-Image-Edit now supports ComfyUI
https://github.com/jd-opensource/JoyAI-Image#-news

>Two Front Doors: Civitai.com, Civitai.red, and What's Next
https://civitai.com/articles/28369/two-front-doors-civitaicom-civitaired-and-whats-next

>Uni-ViGU: Towards Unified Video Generation and Understanding via A Diffusion-Based Video Generator
https://fr0zencrane.github.io/uni-vigu-page

>PrivFedTalk: Privacy-Aware Federated Diffusion with Identity-Stable Adapters for Personalized Talking-Head Generation
https://github.com/mazumdarsoumya/PrivFedTalk

>AVGen-Bench: A Task-Driven Benchmark for Multi-Granular Evaluation of Text-to-Audio-Video Generation
http://aka.ms/avgenbench

>Cross-Modal Emotion Transfer for Emotion Editing in Talking Face Video
https://chanhyeok-choi.github.io/C-MET

>ChenkinNoob-XL-V0.5
https://modelscope.ai/models/ChenkinNoob/ChenkinNoob-XL-V0.5

>Control Order & Free Memory: Controls the order of node execution with device-agnostic memory management
https://github.com/mkim87404/ComfyUI-ControlOrder-FreeMemory

>DMax: Aggressive Parallel Decoding for dLLMs
https://github.com/czg1225/DMax

04/09/2026

>MAR-GRPO: Stabilized GRPO for AR-diffusion Hybrid Image Generation
https://github.com/AMAP-ML/mar-grpo

>HybridScorer: Score, sort, and cut large sets down fast with GPU-accelerated AI review
https://github.com/vangel76/HybridScorer

04/08/2026

>OrthoFuse: Training-free Riemannian Fusion of Orthogonal Style-Concept Adapters for Diffusion Models
https://github.com/ControlGenAI/OrthoFuse

>MIRAGE: Benchmarking and Aligning Multi-Instance Image Editing
https://github.com/ZiqianLiu666/MIRAGE

>Few-Shot Semantic Segmentation Meets SAM3
https://github.com/WongKinYiu/FSS-SAM3

>PoM: A Linear-Time Replacement for Attention with the Polynomial Mixer
https://github.com/davidpicard/pom

>mfw Research news

04/10/2026

>MegaStyle: Constructing Diverse and Scalable Style Dataset via Consistent Text-to-Image Style Mapping
https://jeoyal.github.io/MegaStyle

>Multimodal Large Language Models for Multi-Subject In-Context Image Generation
https://arxiv.org/abs/2604.07422

>Personalizing Text-to-Image Generation to Individual Taste
https://arxiv.org/abs/2604.07427

>EditCaption: Human-Aligned Instruction Synthesis for Image Editing via Supervised Fine-Tuning and Direct Preference Optimization
https://arxiv.org/abs/2604.08213

>LPM 1.0: Video-based Character Performance Model
https://large-performance-model.github.io

>Lighting-grounded Video Generation with Renderer-based Agent Reasoning
https://arxiv.org/abs/2604.07966

>Guiding a Diffusion Model by Swapping Its Tokens
https://arxiv.org/abs/2604.08048

>ImVideoEdit: Image-learning Video Editing via 2D Spatial Difference Attention Blocks
https://arxiv.org/abs/2604.07958

>FlowGuard: Towards Lightweight In-Generation Safety Detection for Diffusion Models via Linear Latent Decoding
https://arxiv.org/abs/2604.07879

>Phantom: Physics-Infused Video Generation via Joint Modeling of Visual and Latent Physical Dynamics
https://arxiv.org/abs/2604.08503

>Mitigating Entangled Steering in LVLMs for Hallucination Reduction
https://arxiv.org/abs/2604.07914

>SAT: Selective Aggregation Transformer for Image Super-Resolution
https://arxiv.org/abs/2604.07994

>RewardFlow: Generate Images by Optimizing What You Reward
https://plan-lab.github.io/rewardflow

>LINE: LLM-based Iterative Neuron Explanations for Vision Models
https://arxiv.org/abs/2604.08039

>SOLAR: Communication-Efficient Model Adaptation via Subspace-Oriented Latent Adapter Reparametrization
https://arxiv.org/abs/2604.08368

>GaussiAnimate: Reconstruct and Rig Animatable Categories with Level of Dynamics
https://cookmaker.cn/gaussianimate

>DSCA: Dynamic Subspace Concept Alignment for Lifelong VLM Editing
https://arxiv.org/abs/2604.07965

>>108575720
>>108575735
Fuck off from /ldg/ and stay in your containment general

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>>108575738
try to find something that will give your life meaning

>>108575757
You dont get it, that's all he has.

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Does any of you take requests? I made this in Gemini but it looks like fucking garbage from all the weird ugly AI artifacts.
Does anyone here have a good enough workflow to make it look like a photograph?

>>108575915
No
Fuck off

>>108575938
:( ok

>>108575915
try nano banana directly on aistudio. even the free one should be better than that. the paid ones even better

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Afternoon anons

>ga

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>>108575915
My show is better

>>108575720
Anybody try JoyAI out?

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>>108577159
a token vendor?

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>>108577838
schwing!

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>>108577838
nice 1girl

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>>108578413
ty

these weren't so nice, I had to restrain them.

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I wonder how much an "ARA" hand is worth

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The cards are kinda messed up but this is pretty sick

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>>108579262
I can't be positive but I think this guy might be cheating

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>>108579352
He is looking for that +4/color change

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hello

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>>108579681
hello

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the news went over my head again

>>108575691
Kik Epp23g

I'd let you make a Lora of my Asian gf

>>108579796
make it and i'll put it in the op

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my choice
no one tells me what to do
https://suno.com/s/keTP3Z6jaGyvBRNw
https://youtu.be/ttTHrH3Tb3U

i miss schizo anon

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gm

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G'mornin Anons, gunna go swap my seasonals, bbiab.

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>>108582214
gm

>gm

>>108582214
>swap my seasonals
whats this mean

>>108582581
Slang for removing my winter tires and putting on summer tires.

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trying an llm prompt refiner in the mix but I'm not convinced its worth the extra minute per gen

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>>108583483
try one that doesn't reason, i like kimi-k2-0905 (on openrouter)

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>>108583591
you mean do reduce gen time? or does non-reasoning produce better imgen prompts for some reason?

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>>108583609
gen time. i haven't done a ton of eval but the times i have tried using reasoning ones they don't do significantly better. worth exploring i guess, fix a seed and run output from 5-6 different ones and see what you get

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Morning Anons

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>>108584008
hi!

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>>108584008
Nice.

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very low success rate prompt

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>>108584417
whats the prompt look like?

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>>108584614
llm slop

Cinematic golden-age low-budget sci-fi lightsaber duel set in a frozen ice planet’s glacial caverns, rendered on vintage film stock with visible scratches, grain, and amber tinted highlights.  

Low-angle shot, elevated perspective capturing the fight as seen through a retro VHS aesthetic—sharp edges, soft focus, and flickering light effects that emphasize motion and drama.  

A blind mystic warrior clad in immaculate white temple robes stands poised at the edge of danger, surrounded by stealthy royal guards wielding weapons meant to silence them. In an instant, they unleash a fierce clash: the mystic wields a glowing staff that spins rapidly, absorbing and redirecting the enemy's blade before slipping into a swift counterattack.  

Action unfolds dynamically—backwards sliding movement, boot soles smoldering with heat, caught mid-motion under intense pressure. Camera tilts sharply downward, emphasizing the visceral impact of momentum and force.  

As one fighter evades using a Force-enhanced dodge, another flings the sword across space like a comet; each blow countered with elegance and precision, clothing rippling outward due to magical energy waves. A burst of radiant light erupts around both combatants—a shimmering dance between power and grace.  

Even the ambient environment reflects this stylized atmosphere: harsh but deliberate artificial station illumination casting sharp shadows and producing faint sensor blooms across surfaces, enhancing depth and realism within the frame.  

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>>108584641
for zit i don't like it to be so wordy.

this thing needs a proper style block, but it seems to work ok.

Cinematic golden-age low-budget sci-fi lightsaber duel, amber-tinted vintage film stock with scratches and grain, retro VHS sharp edges, soft focus, flickering motion-light effects, low-angle elevated perspective, inside glacial ice-cavern of frozen planet, harsh station lights casting razor shadows and sensor blooms.

Blind mystic warrior in pristine white layered temple robes, spinning glowing staff that absorbs and redirects incoming blades, sliding backwards with soles smoldering on ice, Force-enhanced dodges sending ripples through fabric, launching swift counters with radiant light burst around figure.

Stealth royal guards in dark tailored uniforms, silent blades flashing, one flinging sword across space like comet, elegant parries and strikes under flickering glow, ice walls glinting amber, dynamic mid-motion freeze of clashing weapons, safe for work, no nudity

>>108584826
>>108584641
https://pastebin.com/458e6xxs

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>>108584826
>i don't like it to be so wordy.
I can maybe iterate on the llm prompt some but I might not be motivated to continue experimenting with this

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>>108584417
>Love the background, texture, colour.

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I hate the tax man

>>108586082
ty, it ok
this satyr has a very large face

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X

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>>108586679
trying the llm changes you suggested and its a bit cleaner on average. I think the prompt content itself just isnt great

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>>108586737
I usually avoid putting too much of the style in the part that goes to LLM, and instead use concatenate node to prepend the llm output w/ the style prompt. another thing I've been doing is including a specific gen prompt like "Rewrite the scene to be what hell looks like for dogs" or something like that at the top of the wildcard prompt. that way the harmonizer (or whatever) has a better idea about what it's supposed to be doing. i mean no reason you couldn't put that directly as llm instructions by itself, but i like making sure it has some idea of what a prompt is supposed to look like

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>>108586793
>instead use concatenate node to prepend the llm output w/ the style prompt
ooo, thats good thinking. I was doing that with the lora trigger but it makes sense to do that for the whole style
idk why people still train style loras with triggers btw

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>>108587272
what's his problem??

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>>108587272
wb
the dino in the back partied too hard

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>>108587288
>>108587295
>a Torosaurus dinosaur. The creature is rendered with precise, scaly skin textures, depicted in the act of soiling itself, with a detailed splash of waste rendered on the dusty ground beneath its heavy hind legs
i guess puking counts as "soiling" oneself, god knows i've been there
a torosaurus does not look like that tho lol. in fact i never heard of "torosaurus" until today. are tehy getting lazy with toro? doesnt that mean bull or cow in spanish?
then again there appear to be at least 3 different depictions

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uhhh.. whole different prompt
>a massive Chimaera is crouched low to the ground, its lion-like head drooling thick, viscous strings of saliva that glisten under the harsh light.
sensing a pattern...

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>>108587351
i like the doll sticking out of his head

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>>108587361
heh
facedetailer strikes again

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>>108587337
>depicted in the act of soiling itself
I had no idea your wildcards were like that

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>>108587409
oh that one's tame lol
they really are all over the place
>as intended
but really taht's the post llm (gemma-4 now) expansion. it probably just said "shit self" or something
i need to re-do that system prompt for gemma, it's tuned to qwen for now

>>108578076

surly you ment shwinn

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>>108587956
heil cubeler

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Good evening, anons! I hope everyone is doing well :]
I've missed you all!

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>>108588628
Oh wow long time friend. Was up doing some ai art at the moment. I've been super busy and haven't posted much lately.

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>>108588666
It's been so long huh!!! Nice!
Yeah same here hahaha I've been super busy as well! I'm so glad to be back! Also nice digits LOOL
How have you been? :]

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I'm good actually. Been keeping busy with life. Still doing various work with characters and creation and putting more into notes. Chatbot stories have really added up to some interesting history for people. I also have been doin a ton of tests with chatbots in regards to various ways things go and outcomes and that's help when working on characters. I dont always need to adhere to how things get done. plus my world is a bit more lax how some of the genres are handled. Quite fun with how art and ai chat is moving and getting better. And since it handles more people at once the groups and team chats have been wild. some of the history of people between them is rather festive.

I'm actually cleaning up a character right now. Been putting off adding some stuff from their history in and finally doing it.
>>108588706
>666
well shiiii.

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>>108588720
Ohhhhh Perchance anon??
I had a feeling but didn't know for sure!!!!
I'm so glad everything is going well for you!
I need to try that again haha I agree, everything is moving super fast huh? It's pretty exciting!!
What kind of character are you working on now? o:
It's so good to see you again!!

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>>108588768
Indeed. Been keeping Low profile due to real life. But not in a negative way just oh hey life has me doing things thats cool. And you should get back on more creation if you can. you make music also something I have not in forever. (ponders). and yeah I saw you post and went doh ho ho it's been a moment.

As for what I am working on it's one of my high tier ones. you know how it goes. the mortal realm a few more than god and than cosmic and beyond. I'm working on a high tier. A guy that in a sense would be a reality janitor of sorts.

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>>108588816
I totally get that!!
I've also been away due to how busy life has gotten! Ohhh you must have seen my latest silly song hahaha!! You totally should!! Making music is hella fun! If you do, send me a link!!

Ohhhhh that sounds really exciting!! Like a being that keeps the order, hmm?
I'm so glad that you're still keeping at it! That sounds super fun!

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>>108588855
I will check your songs out when I can. sounds fun. right now im taking a break from things and sitting here just listening to a few songs and checking email.

ha yeah I dont know if i'll ever actually stop or not. just enjoy creating and having stories.
I also have had a chance i've got enouhg people setup I have been tossing a bunch of characters into their stories or tossing them into stories. I had some very interesting stuff in what if tests involving the dc comics mutiverse injustice timeline. (bad superman over bad joker and death of lois) and wew I learned my people do not fuck around. too many aight superman has engaged them and....he's dead. ok well noted. lets try the next group. lol.

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>>108589032
Hahaha kk!! This is the silly song in question btw!
https://suno.com/s/KB4TQIrmcgd8whBF

Ohh still listening to phonk? I believe that's what you were into haha!
There's no need to stop or even think about doing so! We're both kinda doing what we like, regardless of time hmm? Do what you enjoy! :]
Hahaha that sounds super fun!! LOOL
It's so great speaking to you again!!

i miss schizo anon

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>>108589342
Hahahaha I'm home!

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>>108589150
Indeed I am still listening to Phonk. I just added more more genres into it and more lists. Electro-Swing and other similar. Also added a side thing with 1920s/1930s music which is great on it's own and has me also doing art scenes from it and thats becoming a thing to add to my universe (but im getting into multiple reality now and things and people in them. it's hilarious on some levels.) so my music and various genre's now start being used for the base of a character I envision off a song or a scene in my head to the beat becoming a character.

Its like woo now the fan has increased. But ive been finding a bunch of things to add to the setup of my universe.
And ive also been finding inspiration with public domain stuff and making new stuff out of it (and finding uses for the public domain stuff also).

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>>108587628
I said what I said
https://www.youtube.com/watch?v=0xAjpdkO-6o
https://en.wiktionary.org/wiki/schwing

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>>108589444
Hahaha more numbers!
That's cool! I remember you hella liked that!
Ohhh I love 20s/30s music!!!
That's cool! Like some theme music or something, huh? Haha!
How fun! Your world just keeps expanding hahaha!

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>>108589374
hi pw
gm

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>>108589713
oh hello pw, long time no see

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>>108589696
No shwing, but I like the accent hahaha!
>>108589752
Heyyyy Good morning!! How are you? :]

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>>108589758
Heyyyy!!! Yeah it's been hella long hahaha how are you? :]

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>>108589774
doing awesome ty - hope all is well with you

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>>108589785
not too bad
been spending too much time interacting with the new gemma4, it's very good for a 31b model
what image model are you using? almost everyone on /sdg/ has jumped to zit

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>>108589828
>31b model
Are you using a quantized version? I'm playing with e4b.

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>>108589822
I'm SO glad to hear that!! Thanks so much! All is well :]
Amazing gen LOOL
>>108589828
Ohhhhh I must be super behind hahaha cause I haven't heard of that!
I think ZIT is the last thing I was using, and what I'm using now hahaha
That's a super cool gen! I love the fit and hair (of course)!!

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>>108589852
q8_0 and bf16 mmproj
tha'ts a trippy gen lel
>>108589969
as is this lol

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>>108589713
aww shiii 444.
yeah I have a ton of things I enjoy. and yes 20s/30s music is great. I actually got a bunch of mp3 of old 1930s comedy shows and acts. man some of that stuff is hilarious especially if you get the context of the era.

and yes my world is crazy. My self inself has some fun powers and just sits in his little pocket dimension and beating up people in stories. doubt he'll be in the universe past a few times in his realm helping somehow. but making that got me on other places and side spots. so a few things are going on. also setup some of the core rules of the afterlife and it having a bit more lax of rules. also going to be causing major seethe for comic fans as my reality is not going to pull that lame marvel and dc bs of oh no raising the dead breaks reality and....shhh bitches respawn deal with it. lol.

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>>108590000
That's super cool!!!! Also numbers! LOL
>>108590024
It's so great, right??
Hahaha sounds fun! Yeah I totally think you should go your own way on that! Your universe is your own!

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>>108590128
Exactly. And I hate how raising the dead is treated like cant do. pssh i am not making a just comic hero world. plus I can do this with some modifiying more. either way its coming along great and I like what it's becoming.

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>>108590194
I mean, you can do what you want tho right? Hahaha!
It's your universe after all!

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>>108590296
Indeed. Im going to have some dumb stories now with some of the characters and fill in more lore. Got music playing also.

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>>108590296
what da heck
real pw?

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>>108590128
>also numbers!
didnt even notice lol

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>>108590369
Hahaha well it'll be fun tho!!
>>108590372
DEBO!!!! Omg I missed you so much!!!
How are you? :']
>>108590419
Hahahaha I usually don't either but today is a special occasion!

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>>108590484
I'm doing alright. last time you came through, I was taking a break cuz I thought sdg was dead. but chromagirlanon and lumi refused to let it die long enough for me to come back. now you're back too, or maybe you're just checking in? nice to see you either way, I hope life has been good to you over the months

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>>108590544
I take no credit at all!!
When I heard you left I felt super sad and kinda lost hope haha
You're kinda the uhmmn, Idk how to say it
but you're super important here!! To me, anyways! I tried reaching out to you on suno actually when I head you left haha
I'm so glad you're back tho! More so to talk to you again!! Chroma and Lumi are the best! I've been keeping in touch with Lumi a bit lately, and he told me that we're still here
I was extremely happy to hear that desu! I love you all so much!!!
I'm so glad to see you again, Debo! ;A;

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>>108590625
> I heard you left I felt super sad and kinda lost hope
sorry about that. maybe I felt similar after so many people disappeared. but cga and lumi were too stubborn, and I ended up missing reading/posting the news, lol
>I tried reaching out to you on suno
I'm sure I would have responded if I saw. classic suno notifications not working
>Chroma and Lumi are the best!
the real champions of sdg. koff did his part too
>I'm so glad to see you again
same. come by more often, we're all around. but knowing you, you're probably up to working 9 days a week now
OH, what instrument(s) are you playing lately? or have you picked up another hobby? or another kitten? it could be anything with you xD

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>>108590767
No need to feel sorry!! I completely understand, even though I didn't like it hahaha
Honestly I have place to speak cause I kinda disappear periodically ;A;
>I'm sure I would have responded if I saw. classic suno notifications not working
It's totally fine, I took no offence! I just missed you honestly hahaha
>the real champions of sdg. koff did his part too
Omg I love Koff so much! His music gets me through most of my days desu hahaha! Smash My Skull and I Feel Like (Parasite), are daily songs for me LOOL
>same. come by more often
Hahahaha I'm trying to downgrade my hours hahaha! I was supposed to work today but the new guy wanted more hours so i'm off now!
Uhmm I play guitar, bass, drums and keys now hahaha! Primarily bass, and the rest i'm just okay at haha
No new hobbies! I guess recording more stuff, I've been singing a lot more lately actually! I have 2 microphones
>or another kitten
Idk if I mentioned the kitten I picked up lately to you, but she's pregnant LMAO 3 cats is enough
Buuuuuuut Ima try to get rid of em... except 1 x;
4 cats isn't too much right? LOL

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Morning anons

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>>108590956
hi!

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>>108590849
lmao what is this gen. she is very menacingly presenting this otter. what does she know...
>Omg I love Koff so much!
he's around but hes posting to ldg lately. I'd buy him a suno sub but suno devs refuse to add gifting
>I'm trying to downgrade my hours
hope you succeed, but also maybe working all the hours is a good idea before the economy completely implodes, lol.. how new is the new guy?
>she's pregnant LMAO 3
oh yikes. you've failed bob barker's ghost
lumi keeps trying to gas me up to get cats. maybe just fedex me your extras

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>>108591015
>lumi keeps trying to gas me up to get cats. maybe just fedex me your extras
(^. .^)⟆

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>>108590956
Good morning, Quokkanon!!! It's so great to see you again! :'D
>>108591015
Did you know that otters hold hands when they sleep so they don't drift apart? :]
Also, my friend John said that people who take the 16 bus are honest!
>I'd buy him a suno sub but suno devs refuse to add gifting
Ugh I wish they would' cause I TOTALLY would right now!!
>before the economy completely implodes, lol.. how new is the new guy?
I'll just drive away when the war starts here LOOOL
He's great! He has another job so he's constantly tired but aren't we all hahaha! He asked for more hours so it kinda works out for me
I'll just pick up hours later in the week!
>oh yikes.
LMAO she got out one day and it was pretty bad!! But I mean... KITTENS LOOOL ahhhhhhhhh
>maybe just fedex me your extras
Don't tempt me, I honestly will LMAO!
You should have a cat or two.. or three! Cats are the best thing ever!!! Except my shirt right now...
My shortest hair cat is the most sheddy, which is crazy LOL
Super cool gens btw omg!
>>108591063
I love this style!!!

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>>108591086
>Did you know that otters hold hands when they sleep so they don't drift apart? :]
yes, its just about the cutest thing in the world
>LMAO she got out one day and it was pretty bad!!
wow, one quick escape and squeezed in a whole sordid affair. what a rollercoaster life she's living
>You should have a cat or two
when I buy a cabin in the middle of the woods and become a hermit, I'll get a bunch of cats. maybe around the same time you're driving away from the wars and the world is collapsing. that'll be a good time to have cats, lol

>>108591240
do you prompt for this specific face style somehow?

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>>108591338
yeah kinda, it wasn't cooperating so i threw "chibi style" in there and it started doing it a bit more. plus i'm curating what posts so y'all ain't seein the dogshit lol. the rest is my usual "rewrite the scene to be good bruh" thing

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omg low poly kots

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>>108591240
Cute!!
>>108591338
>yes, its just about the cutest thing in the world
Right?!?!
>what a rollercoaster life she's living
I'M HAVING KITTENS TODAY LOOL OMG like rn!!!
>that'll be a good time to have cats, lol
There'll be room in my bunker for you :] always

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>>108591603
>I'M HAVING KITTENS TODAY LOOL OMG like rn!!!
oh shit, thats crazy. good luck with that. the rollercoaster continues, lol
>>108591603
>There'll be room in my bunker for you
pw will have to coolest bunker. full compliment of random instruments, chef selected canned foods, and a dozen cats apparently

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hurray for kittens

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>>108591618
I'll take pictures omg!! One already came out hahahaha!!
Yes!! I'll cook for you and I have literally any instrument we need!!
LMAOO I hope not that many!!
>>108591655
I'm SO happy right now omg hahaha

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New Thread!!!
>>108591653
>>108591653
>>108591653