>mfw Resource news

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

>DetectZoo: A Unified Toolkit for AI-Generated Content Detection Across Text, Audio, and Image Modalities
https://github.com/sadjadeb/DetectZoo

>ComfyUI KSampler Matrix Lab
https://github.com/btitkin/ComfyUI-KSampler-Matrix-Lab

06/03/2026

>Ideogram 4.0: Open model at the forefront of design
https://ideogram.ai/blog/ideogram-4.0

>JoyAI-Echo: Pushing the Frontier of Long Audio-Visual Generation
https://echo-team-joy-future-academy-jd.github.io/Echo-LongVideo-Page

>Follow-Your-Preference++: Rethinking Preference Alignment for Image Inpainting
https://github.com/shenytzzz/Follow-Your-Preference

>LongLive-RAG: A General Retrieval-Augmented Framework for Long Video Generation
https://github.com/qixinhu11/LongLive-RAG

>MAI-Image-2.5
https://microsoft.ai/models/mai-image-2-5

>AAD-1: Asymmetric Adversarial Distillation for One-Step Autoregressive Video Generation
https://aad-1.github.io

>Inference-Time Scaling for Joint Audio-Video Generation
https://jung-jaemin.github.io/ITS-AVGen-Proj

>Video-Mirai: Autoregressive Video Diffusion Models Need Foresight
https://y0uroy.github.io/Video-Mirai

>Order within Chaos: Capturing Intrinsic Energy Anomalies for AI-Manipulated Image Forgery Localization
https://github.com/phoenixnir/FLAME

>VISReg: Variance-Invariance-Sketching Regularization for JEPA training
https://haiyuwu.github.io/visreg

>HumanNOVA: Photorealistic, Universal and Rapid 3D Human Avatar Modeling from a Single Image
https://HumanNOVA.github.io

>Cosmos 3: Omnimodal World Models for Physical AI
https://research.nvidia.com/labs/cosmos-lab/cosmos3

>TGV-KV: Text-Grounded KV Eviction for Vision-Language Models
https://github.com/Danielement321/TGV-KV

>JAVEDIT: Joint Audio-Visual Instruction-Guided Video Editing with Agentic Data Curation
https://ryanchenyn.github.io/projects/JAVEdit

>mfw Research news

06/04/2026

>Imagine Before You Draw: Visual Prompt Engineering for Image Generation
https://arxiv.org/abs/2606.04457

>Efficient and Training-Free Single-Image Diffusion Models
https://haojunqiu.github.io/efficient-SID

>DSA: Dynamic Step Allocation for Fast Autoregressive Video Generation
https://arxiv.org/abs/2606.04432

>Activation Steering of Video Generation Models via Reduced-Order Linear Optimal Control
https://arxiv.org/abs/2606.04775

>MeshFlow: Efficient Artistic Mesh Generation via MeshVAE and Flow-based Diffusion Transformer
https://mesh-flow.github.io

>Video2LoRA: Parametric Video Internalization for Vision-Language Models
https://arxiv.org/abs/2606.04351

>UniCanvas: A Diffusion-base Unified Model for Text-in-Image Joint Generation
https://arxiv.org/abs/2606.04264

>Crafting Your Evolving Dreams: Concept-Incremental Versatile Customization
https://arxiv.org/abs/2606.04797

>InstantRetouch: Efficient and High-Fidelity Instruction-Guided Image Retouching with Bilateral Space
https://openimaginglab.github.io/InstantRetouch

>ChannelTok: Efficient Flexible-Length Vision Tokenization
https://channeltok.github.io

>Controllable Dynamic 3D Shape Generation via 3D Trajectories and Text
https://cvlab-kaist.github.io/T2Mo

>MaCo-GAN: Manifold-Contrastive Adversarial Learning for Single Image Super-Resolution
https://arxiv.org/abs/2606.05068

>MAOAM: Unified Object and Material Selection with Vision-Language Models
https://jadenpark0.github.io/project_pages/maoam

>Impostor: An Agent-Curated Benchmark for Realistic AIGC Manipulation Localization
https://arxiv.org/abs/2606.04545

>An Empirical Study of Data Scale, Model Complexity, and Input Modalities in Visual Generalization
https://arxiv.org/abs/2606.04409

>Transferable Multi-Bit Watermarking Across Frozen Diffusion Models via Latent Consistency Bridges
https://arxiv.org/abs/2603.20304

>containment general

>>108981345
Does cartoon/anime style like this use less resources? All I have is an rtx3060 12gb and 16gb ram system.
Also, can SD do isometric perspective for making vidya assets?

File: 1768165152218664.png (2.2 MB)

>>108981372
i use a lora for that style, so the lora means i use slightly more recources.
i have a gtx 1080, that is 8gb vram, and i manage.
no idea about isometric, i guess it can.

File: ChatGPT Image Jun 4, 2026, 02_13_16 PM.png (1.5 MB)

>>108981389
thanks, anon.
I really like what google and chatgpt give me, but I need to gen more so local here I come.

File: debo_lr_anima1_00054_.png (2.7 MB)

>>108981409
welcome aboard!

>>108981409
>>>/g/ldg

File: ummuhhhwat.gif (779.4 KB)

>>108981386
who keeps making these images? a woman with a number of creatures loitering around her draped in schizo themes? are you okay? are you not taking your meds? is it a bot? some form of shit post that is beyond my comprehension? just because? I dont understand...plz help.

File: debo_lr_anima1_00055_.png (3.1 MB)

>>108981485
show us your latest gen

File: scene (12).png (1.6 MB)

>>108981526
k. can I have my answer now?

File: 00000211-561728997828769-z-turbo-mt.jpg (1.4 MB)

>>108981485
>>108981565
yes

File: ohokay.jpg (18.0 KB)

>>108981573
so just schizo? fair enough.

File: debo_lr_anima1_00057_.png (2.7 MB)

>>108981698
wow, rare brap anon post

File: Z-00236-Gouache painting, Liminal space, The End library, adorable quokka wearing hazmat suit, hazmat helmet, carrying tiny shotgun, great angle, perspective makes subject looks smaller compared to background, heavy brushing.png (1.3 MB)

Afternoon anons

File: debo_lr_anima1_00058_.png (2.8 MB)

>>108981869
ga
>infinite backrooms is actually finite and there's vending machines
well thats a pleasant surprise.

>ga

File: 1780617765046_a53d3611-3a36-4085-8ba3-3bd4053171bf.png (1.3 MB)

P1 quokka interacts with quokka NPC
>>108981904
I actually thought it had another name or level number but when I looked it up, turns out it just called "the end"

File: artistism2-zit-2026-06-04_00140_.png (2.7 MB)

comfy desktop is tryin to go all in on the cloudshit. i hope they didn't vibecode this migration process too much. who am i kidding? this shit is gonna fuck up hard fml

File: file.png (7.2 KB)

they're calling it "Comfy Legacy Desktop" which is a fell omen indeed

File: sekhmet-anima-2026-06-04_00003_.png (2.9 MB)

well i'll be damned it worked. i take back nothing i said

File: 00000239-412837913976165-z-turbo-mt.jpg (1.2 MB)

>>108982456
>>108982465
>>108982509
what happen?

File: sekhmet-anima-2026-06-04_00009_.png (2.2 MB)

>>108982536
i did what you always say not to: updated comfy lol

File: 00000245-499195587451219-z-turbo-mt.jpg (1.2 MB)

>>108982550
>he pulled

File: debo_gn_anima1_00002_.png (3.1 MB)

>>108982210
>>108982287
>>108982367
#notmychromagirl
different lora config or something?

>>108982550
>updated comfy
are you suicidal?

File: 00000248-43031616708758-z-turbo-mt.jpg (1.2 MB)

>>108982684
huh, does she look different?

File: debo_gn_anima1_00010_.png (3.4 MB)

>>108982706
her identity has been rather unstable lately

File: 00000251-526683023639819-z-turbo-mt.jpg (1.3 MB)

>>108982736
always was unstable

File: debo_gn_anima1_00013_.png (2.8 MB)

>>108982782
I spose thats true

File: 00000256-648490644120977-z-turbo-mt.jpg (1.3 MB)

>>108982849
if anything the lora is having more influence now due to certain changes in a few nodes (not the lora strength tho)

File: 00000261-329105493491878-z-turbo-mt.jpg (1.0 MB)

gn all

File: sekhmet-anima-2026-06-04_00082_.png (2.2 MB)

>>108983047
gn

File: debo_gn_anima1_00015_.png (3.1 MB)

>>108983047
gn

>>108983120
redpill me on opencode (again)

File: sekhmet-anima-2026-06-04_00066_.png (2.3 MB)

>>108983131
ah, well it's open source. u can use openai subscription, if u don't have that (you should) they have a $10/month OpenCode Go thing that has a bunch of chinese models which i've heard are pretty good now. tui or web interface, extensible. no vendor lockin. i use mostly that and lately claude code bc we got it at work now and it's the only one that can do remote ssh workspaces (not a big fan of anthropic in general tho). tui is more performant than claude code, it isn't vibe coded or not very much (claude code is 100% vibecoded and it shows)

File: file.png (457.7 KB)

>>108983152
all the agents harnesses are pretty similar now, but really the fact that you can use your openai sub is the highlight and i guess i got used to it before codex got decent. if it had the remote ssh workspaces i'd never use anything else. it works in vscode which is nice. gpt-5.5 is really really really good and the usage limits are far more generous than anthropic. i only have Plus and i've never ran into usage issues. with opus u get like 3 messages and ur done unless u shell out for the expensive plans

File: debo_gn_anima1_00016_.png (2.4 MB)

>>108983152
so you're not using go? you're just using gpt? which models/reasoning do you use?
>and lately claude code
sonnet? I haven't been having the best experience with it in vscode.. opus is too expensive for me

>>108983183
>he agents harnesses are pretty similar now
I was reading that models tend to work better within their own harness (gpt likes codex, claude like claude code, etc). but I think you've said you've never fucked around with codex, no?
>openai sub
you're on the max plan, right? do you bump into the usage limits at all?
>it works in vscode which is nice
I might deprecate vscode in my workflow cuz I canceled copilot. I'm trying to figure out which service to pivot into tho

File: sekhmet-anima-2026-06-04_00089_.png (2.4 MB)

>>108983194
no i just use my ChatGPT Plus ($20/month). in CC i've been using Opus but not for anything super heavy. I could put myself on the $125 premium seat at work if i wanted to but meh.
opencode puts work into making a lot of models work well, i haven't noticed any big difference between it and codex. with gpt-5.5, i mostly stick with medium but i hear the way to go is planning w/ high/xhigh then implementation with low/medium. as for vscode, it's my standard text editor, tacking on agents is a bonus. go with OpenAI, start with plus and see how that goes. If i ever manage to talk you into talking to LLMs 5.5-thinking Extended (with friendly/warm persona) is bae and codex usage is separate from chatgpt. in terms of usage, i may not be representative

File: debo_gn_anima1_00018_.png (3.0 MB)

>>108983214
>go with OpenAI, start with plus and see how that goes
thats what I've been thinking. worst case scenario, I just cancel after a month

File: sekhmet-anima-2026-06-05_00003_.png (2.1 MB)

>>108983242
maybe you'll be tempted to talk to it and get a little ai psychosis in ur life :)

File: debo_gn_anima1_00020_.png (2.6 MB)

>>108983282
and waste my tokens? I need those tokens to center divs

File: sekhmet-anima-2026-06-04_00095_.png (2.2 MB)

>>108983292
good news! chatgpt and codex usage is separate!

What is the official name for a split square bandeau bikini top?

File: dtg.png (1.8 MB)

https://arxiv.org/abs/2605.30431
This looks good, would be useful if it's released.

File: 000000_73530_.png (2.1 MB)

G'mornin Anons, have a great day!
>Ideogram4 Flux2_vae leaves a white boarder around image.

i miss schizo anon

File: 00001-comfyui-cfg=1.0-steps=8-z_image_turbo_bf16s-2026-06-05-083915.jpg (369.9 KB)

>>108983668
couldn't resist

>>108984795
gm - same anon.

File: 00000001-515586480038629-z-turbo-mt.jpg (1.3 MB)

>>108984795
>>108985218
gm

File: 00004-comfyui-cfg=1.0-steps=8-z_image_turbo_bf16s-2026-06-05-084608.jpg (349.0 KB)

>>108985225
nice
are those Boltzmann brains?

File: 00000002-717728158884762-z-turbo-mt.jpg (1.2 MB)

>>108985248
heh no, they are zit hallucinations

>gm

File: 00009-comfyui-cfg=1.0-steps=8-z_image_turbo_bf16s-2026-06-05-085423.jpg (455.6 KB)

>>108984074
>enhance
>enhance
>ah got the license plate
...will become a reality

File: 00000007-833967391239364-z-turbo-mt.jpg (1.2 MB)

no funny business allowed

What's the minimum recommended hardware to create images that are actually satisfying? Do I need to get a 3090?

>>108985966
>>>/g/ldg

I'd like to generate some movie trailers or movie scenes, is such thing possible yet or nah?

Now that civitai banned all coom content were you guys are going to find degen models like loras and poses, etc?

>>108986235
>>108986443
See >>108986006

File: file.png (1.8 MB)

this is my first image i made with my gpu
its shit
idk if i need to get immensely better at prompting or i need a better model
grok told me to use flux1-schenell-q5_0.gguf for my 4070
the picture is shit but its my first so it has something a little special to it.