>containment general

>mfw Resource news

06/06/2026

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

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

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

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

06/05/2026

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

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

>Can We Predict The Human Preference For Text-to-Image Content Prior To Generation And Is It Even Useful To Do So?
https://github.com/LSU-ATHENA/HPM-Predict

>SAM-Flow: Source-Anchored Masked Flow for Training-Free Image Editing
https://github.com/chwbob/Sam-Flow

>Geometry-Aware Dataset Condensation for Diffusion Model Training
https://github.com/2018cx/GADC

>StoryVideoQA: Scaling Deep Video Understanding with a Large-Scale, Multi-Genre and Auto-Generated Dataset
https://github.com/nercms-mmap/StoryVideoQA

>Lightricks to split into two companies as it cuts 75 jobs
https://www.calcalistech.com/ctechnews/article/r1dgjt5gmg

>Akium Sampler: Custom k-diffusion sampler for Stable Diffusion Forge / A1111
https://github.com/AkiumAI/akium-sampler

>When AI builds itself: Our progress toward recursive self-improvement, and its implications
https://www.anthropic.com/institute/recursive-self-improvement

>U.S. Government Officials In Talks To Acquire Shares In AI giants
https://www.notus.org/technology/trump-ai-stake-openai

06/04/2026

>Echo-Infinity: Learning Evolving Memory for Real-Time Infinite Video Generation
https://echo-team-joy-future-academy-jd.github.io/Echo-Infinity

>mfw Research news

06/06/2026

>Physics-Informed Video Generation via Mixture-of-Experts Latent Alignment
https://arxiv.org/abs/2606.04737

>Real-Time Generation of Streamable Talking Portrait Video with Reference-Guided Deep Compression VAEs
https://arxiv.org/abs/2606.01620

>SymTRELLIS: Symmetry-Enforced Voxel Latents for 3D Generation
https://arxiv.org/abs/2606.04108

>Resonant Minds: Closed-Loop Social Avatars with Theory of Mind
https://arxiv.org/abs/2606.05896

>Pool-Select-Refine: Allocation-Aware Generative Dataset Distillation with Soft-Label-Guided Latent Refinement
https://arxiv.org/abs/2606.01920

>MeshWeaver: Sparse-Voxel-Guided Surface Weaving for Autoregressive Mesh Generation
https://arxiv.org/abs/2606.04688

>CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences
https://arxiv.org/abs/2606.00931

>Diversity Matters: Revisiting Test-Time Compute in Vision-Language Models
https://arxiv.org/abs/2605.30713

>Beyond False Stability: High-Noise Drift Gating for Test-Time Adversarial Defenses in Vision-Language Models
https://arxiv.org/abs/2606.03730

>Density-Aware Translation of Spurious Correlations in Zero-Shot VLMs
https://arxiv.org/abs/2606.01710

>Splatshot: 3D Face Avatar Generation from a Single Unconstrained Photo
https://arxiv.org/abs/2606.01493

>Disentangling Visual and Factual Correctness in LVLMs' Visualization Literacy
https://arxiv.org/abs/2606.03142

>Chroma Clues: Leveraging Color Statistics to Detect Synthetic Images
https://arxiv.org/abs/2606.02224

>Beyond Encoder Accumulation: Measuring Encoder Roles in Multi-Encoder VLMs
https://arxiv.org/abs/2606.03879

>P2-DPO: Grounding Hallucination in Perceptual Processing via Calibration Direct Preference Optimization
https://arxiv.org/abs/2606.03376

>Visual Persuasion: What Influences Decisions of Vision-Language Models?
https://arxiv.org/abs/2602.15278

File: Z-00238-Gouache painting, Liminal space, Level 14 - Paradise, adorable quokka wearing hazmat suit, hazmat helmet, carrying tiny shotgun, great angle, perspective makes subject looks smaller compared to background, heavy brushing.png (1.5 MB)

Afternoon anons.
>>108993405
Cute OP
>2027
It's a gen from the future

>ga

More loli given access to evil magic. Dragon Age: Origins style witch but in modern childrens clothes

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>>108994644
>Art By a Be(e)

File: beebee.gif (30.4 KB)

>>108994662
hehe problem?

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/tg/ discarded gen.

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>>108994766
cool style

comfyui with flux 1 dev

prompt is:

Donald Trump standing tall naked. We see his back and we see his ass cheeks, we are looking at his rear side, he turns his head to look back at us and he is using his hands to spread his own ass cheeks wide open and expose his ass hole to us. We see his ass hole pooping diarrhea in a stream hitting the floor.

Person 1: Donald Trump

i really want him to be like stretching his asshole open goatse style though and chunks of shit coming out violently. the idea is to eventually do a shitting on jannies kinda thing. can i get some help with prompts? im new to this

>>108995786
>>108995802
you should maybe try klein 9b/zimage turbo (or base) with loras for that
or chroma if you can figure it out
or sdxl finetunes if you are vramlet
flux1 without loras is not gonna really work for that

>>108995830
also this is a blue board, so enjoy your vacation
check civitai.red for nsfw loras and workflows

>>108995805
i mean it is producing a great donald trump. he just isnt spreading his ass cheeks open. and the shit is not coming out of the hole. its just coming out off the cheeks

File: debo_i_fia_00021_.png (2.8 MB)

>>108995786
>i really want him to be like stretching his asshole open goatse style though and chunks of shit coming out violently
the ambition of your artistic vision is to be truly celebrated, anon
unfortunately, companies spend millions of dollars to have minimum wage workers to trawl through their training datasets to remove stuff like assholes, piles of shit, and all other kinds of gross stuff. the model won't understand your prompt because none of those concepts survived dataset pruning
you'll need a lora or a reference-image based workflow to achieve your vision

>>108995842
yah, not a lot of models are trained with "shit coming out of their ass" images, you know?
try chroma instead, since a furry made it

>>108995848
what kind of lora adds the ability to spread ass cheeks and shit everywhere anon pls help

>>108995859
asshole / scat loras probably

>>108995865
okay i am downloading
https://huggingface.co/thecakeisal1e/ily-scat-smear/blob/main/ily-scat-smear.safetensors
and
https://civarchive.com/models/1954733?modelVersionId=2212452
and
https://civarchive.com/models/2217653?modelVersionId=2496754

but now what do i do with them i have no idea what im doin bros all i know is i wanna make hillary tongue trumps shitting anus and also i wanna do niggers tonguing my anus too. i want pepe shitting on the janny and the janny eating his asshole etc. maybe even janny eating his own ass and balls since hes a dog and all

File: 00000055-737953171445822-z-turbo-mt.jpg (1.8 MB)

>>108995879
you know the latter two are for a video model right? and the first one is illustrius so you'll need that
maybe look at some of the guides in OP like
https://rentry.org/localmodelsmeta
also >>>/b/degen/ might have more experience with that particular subject and

>>108995912
okay if i find a klein 9b lora and use flux 2 klein 9b it will generate a nice shitting asshole?
can it be a hairy asshole with like dinglechunks on the hair strands

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>>108995952
yah, i dont see why not

File: debo_i_fia_00023_.png (2.2 MB)

>>108996045
>come with me, we've got a galaxy to save

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>>108996116
try describing instead of naming things

File: 00000043-488283760307186-z-turbo-mt.jpg (1.2 MB)

time to crash
gn all

File: cowgirl-anima-2026-06-07_00023_.png (2.2 MB)

>>108997146
gn pardner

File: debo_i_fia_00031_.png (3.2 MB)

>>108997146
gn

File: 1780810411112_9d1c1e91-1a1f-4080-a313-b2ded3811f48.png (1.3 MB)

>>108997146
Gn anon

File: cowgirl-anima-2026-06-07_00033_.png (2.3 MB)

>>108997167
this is a cute premise btw, my favorite was >>108995206, and in the process of finding that i found out i missed some bellend posting nude trump shitting and pissing? what the fuck? that guy can VOTE. nice system

File: sekhmet-anima-2026-06-06_00457_.png (2.2 MB)

i think i like sekhmet better

File: debo_i_fia_00032_.png (2.6 MB)

>>108997199
>this is a cute premise
tyty, i'm playing around with a anima checkpoint. its sharp, but it destroys artist tags
>i missed some bellend posting nude trump shitting and pissing?
yeah, thats my favorite poster. I hope he captures his artistic ambitions

File: cowgirl-anima-2026-06-07_00051_.png (2.6 MB)

>>108997308
he needs a more positive hobby. like devote that weird energy to making blue board approved 1girls or something bro! no one even cares about your trolling and you just get oneshotted by some janny

File: debo_i_fia_00033_.png (2.4 MB)

>>108997342
dont stifle his creative vision

File: cowgirl-anima-2026-06-07_00055_.png (2.8 MB)

>>108997380
what's up spiderbatman?

File: 20029264920228.png (4.0 MB)

>>108997413
N'm, u?

File: sekhmet-anima-2026-06-06_00594_.png (1.4 MB)

>>108997416
livin' the dream

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>>108997419
Nice

File: debo_i_fia_00035_.png (2.8 MB)

>>108997428
can you do japanese spidergwen?

File: 000000_73819_.png (3.5 MB)

>I tried Idiotgram4 and every other image got censored..lol back to Flux2KleinNEIN!!

i miss schizo anon

File: 294345.jpg (532.1 KB)

Got the basics of Stable Diffusion down for my /tg/ activites. The actual thread on /tg/ is dead so I'll ask here;
Is there a model out there good for genning specifically very heavy metal 40k scifi/horror images?
Or is it something I can achieve with a general model and very specific prompting?

>>108999558
>>>/g/ldg

>>108999558
look up the artist names of people who do the style you want, then see if your model knows the artist. if not, you can look around civit.ai for loras

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gm

happy sunday

>gm

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seeems everyone's jumping on using anima or ideagram, what's up with that? both models seem... lesser than either f2k or zib/zit?
>>108999720
gm

>>108999720
>>108999722
good morning saaar

File: debo_i_fia_00036_.png (2.8 MB)

>>108999720
gm

>>109000125
new toys are more fun than old toys

>gm

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>>109000270
>new toys are more fun than old toys
i'm too old to have the attention span of a goldfish

File: debo_i_fia_00037_.png (2.8 MB)

>>109000364
maybe you're too old to be excited about new things

File: 00000066-831682615025956-z-turbo-mt.jpg (1.0 MB)

>>109000401
novelty =/= quality
anima is a good example of that
and ideagram is a joke
maybe some finetunes will improve them but i'm not holding my breath. this bandwagon too will pass

File: 00033-comfyui-cfg=1.0-steps=8-z_image_turbo_bf16s-2026-06-07-115929.jpg (298.1 KB)

>>109000401
I like new toys until they're no longer fun.

>>108993405
Why do I think of Nevada? Anyways, Nevada's feet belong on my face.

>>109001006
You're so heck'in cute and valid

File: debo_i_fia_00042_.png (3.2 MB)

he never calls me heckin cute...

File: chibis-anima-2026-06-07_00457_.png (2.2 MB)

>>109001012
true

>>108993405
That dude needs a haircut

File: Z-00239-Gouache painting, Liminal space, Level 36 Timeless Airport. adorable quokka wearing hazmat suit, hazmat helmet, carrying tiny shotgun, great angle, perspective makes subject looks smaller compared to background, heavy brushing.png (1.2 MB)

Afternoon anons

>ga

>>109002150
>gave up on the lettering after 3 or 4 letters

File: 1780868353141_86de4ba4-5b4a-433b-a187-14178b59b8ba.png (1.5 MB)

>>109002220
>Liam Lnal Space
My favorite artist!

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told you to watch out for earthquakes

File: debo_s_fia_00010_.png (2.1 MB)

>>109004108
you said micronovas and sun stuff