>mfw Resource news

10/28/2025

>More Than Generation: Unifying Generation and Depth Estimation via Text-to-Image Diffusion Models
https://github.com/H-EmbodVis/MERGE

>ComfyUI-DyPE: Brings DyPE to FLUX, enabling artifact-free 4K+ image generation
https://github.com/wildminder/ComfyUI-DyPE

>MoCha: End-to-End Video Character Replacement without Structural Guidance
https://github.com/Orange-3DV-Team/MoCha

>SceneDecorator: Towards Scene-Oriented Story Generation with Scene Planning and Scene Consistency
https://lulupig12138.github.io/SceneDecorator

>Alias-Free ViT: Fractional Shift Invariance via Linear Attention
https://github.com/hmichaeli/alias_free_vit

>T2SMark: Balancing Robustness and Diversity in Noise-as-Watermark for Diffusion Models
https://github.com/0xD009/T2SMark

>WAON: Large-Scale and High-Quality Japanese Image-Text Pair Dataset for Vision-Language Models
https://speed1313.github.io/WAON

>FlowOpt: Fast Optimization Through Whole Flow Processes for Training-Free Editing
https://orronai.github.io/FlowOpt

>MonarchAttention: Zero-Shot Conversion to Fast, Hardware-Aware Structured Attention
https://github.com/cjyaras/monarch-attention

>Daydream Scope v0.1.0a4: Customize real-time, interactive generative AI pipelines and models
https://github.com/daydreamlive/scope/releases/tag/v0.1.0a4

>OpenAI Restructures as For-Profit Company
https://www.nytimes.com/2025/10/28/technology/openai-restructure-for-profit-company.html

>The next chapter of the Microsoft–OpenAI partnership
https://blogs.microsoft.com/blog/2025/10/28/the-next-chapter-of-the-microsoft-openai-partnership

>ComfyUI-WanAnimate-Enhancer
https://github.com/wallen0322/ComfyUI-WanAnimate-Enhancer

10/27/2025

>Sparser Block-Sparse Attention via Token Permutation
https://github.com/xinghaow99/pbs-attn

>Visual Diffusion Models are Geometric Solvers
https://kariander1.github.io/visual-geo-solver

>mfw Research news

10/28/2025

>A Video Is Not Worth a Thousand Words
https://arxiv.org/abs/2510.23253

>UniAIDet: A Unified and Universal Benchmark for AI-Generated Image Content Detection and Localization
https://arxiv.org/abs/2510.23023

>FARMER: Flow AutoRegressive Transformer over Pixels
https://arxiv.org/abs/2510.23588

>FreeFuse: Multi-Subject LoRA Fusion via Auto Masking at Test Time
https://future-item.github.io/FreeFuse

>Adaptive Stochastic Coefficients for Accelerating Diffusion Sampling
https://arxiv.org/abs/2510.23285

>Autoregressive Styled Text Image Generation, but Make it Reliable
https://arxiv.org/abs/2510.23240

>CoMo: Compositional Motion Customization for Text-to-Video Generation
https://como6.github.io

>Revisiting Multimodal Positional Encoding in Vision-Language Models
https://arxiv.org/abs/2510.23095

>M{3}T2IBench: A Large-Scale Multi-Category, Multi-Instance, Multi-Relation Text-to-Image Benchmark
https://arxiv.org/abs/2510.23020

>Nested AutoRegressive Models
https://arxiv.org/abs/2510.23028

>Self-Attention Decomposition For Training Free Diffusion Editing
https://arxiv.org/abs/2510.22650

>LightBagel: A Light-weighted, Double Fusion Framework for Unified Multimodal Understanding and Generation
https://ucsc-vlaa.github.io/LightBagel

>FairJudge: MLLM Judging for Social Attributes and Prompt Image Alignment
https://arxiv.org/abs/2510.22827

>VALA: Learning Latent Anchors for Training-Free and Temporally Consistent
https://arxiv.org/abs/2510.22970

>FastJAM: a Fast Joint Alignment Model for Images
https://bgu-cs-vil.github.io/FastJAM

>FAME: Fairness-aware Attention-modulated Video Editing
https://arxiv.org/abs/2510.22960

>AesCrop: Aesthetic-driven Cropping Guided by Composition
https://arxiv.org/abs/2510.22528

>Open Multimodal Retrieval-Augmented Factual Image Generation
https://arxiv.org/abs/2510.22521

>FastVLM: Self-Speculative Decoding for Fast Vision-Language Model Inference
https://arxiv.org/abs/2510.22641

>mfw MORE Research news

>GRPO-Guard: Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping
https://arxiv.org/abs/2510.22319

>Hollywood Town: Long-Video Generation via Cross-Modal Multi-Agent Orchestration
https://arxiv.org/abs/2510.22431

>Top-Down Semantic Refinement for Image Captioning
https://arxiv.org/abs/2510.22391

>VisJudge-Bench: Aesthetics and Quality Assessment of Visualizations
https://arxiv.org/abs/2510.22373

>GeoDiffusion: A Training-Free Framework for Accurate 3D Geometric Conditioning in Image Generation
https://arxiv.org/abs/2510.22337

>T2I-RiskyPrompt: A Benchmark for Safety Evaluation, Attack, and Defense on Text-to-Image Model
https://arxiv.org/abs/2510.22300

>Diffusion-Driven Two-Stage Active Learning for Low-Budget Semantic Segmentation
https://arxiv.org/abs/2510.22229

>GALA: A GlobAl-LocAl Approach for Multi-Source Active Domain Adaptation
https://arxiv.org/abs/2510.22214

>LongCat-Video Technical Report
https://arxiv.org/abs/2510.22200

>Scaling Non-Parametric Sampling with Representation
https://arxiv.org/abs/2510.22196

>HARMONY: Hidden Activation Representations and Model Output-Aware Uncertainty Estimation for Vision-Language Models
https://arxiv.org/abs/2510.22171

>Sprint: Sparse-Dense Residual Fusion for Efficient Diffusion Transformers
https://arxiv.org/abs/2510.21986

>Caption-Driven Explainability: Probing CNNs for Bias via CLIP
https://arxiv.org/abs/2510.22035

>Mint: A Simple Test-Time Adaptation of Vision-Language Models against Common Corruptions
https://arxiv.org/abs/2510.22127

>GRAID: Enhancing Spatial Reasoning of VLMs Through High-Fidelity Data Generation
https://ke7.github.io/graid

>Discovering Latent Graphs with GFlowNets for Diverse Conditional Image Generation
https://arxiv.org/abs/2510.22107

>LUQ: Layerwise Ultra-Low Bit Quantization for Multimodal Large Language Models
https://arxiv.org/abs/2509.23729

>>107034220
Comfyui was so easy for me to setup with a Windows GUI on my laptop. But my brother broke it when he found pics of me accidentally fucking his fiancé. Now I look at options like runpod and it all looks convulated.

I used to just download models and place checkpoints and loras in some folders. And it was done. How do I do that with terminal?

File: WAN2.2-00012-joaquinsorol(...).mp4 (1 MB, 832x480)

1 MB MP4

Morning anons

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2.72 MB PNG

>>107034845
gm

File: 1761675832374_5bffa2da-29(...).png (1.93 MB, 1024x1536)

1.93 MB PNG

>>107034845
WAN added black dots on the eyes, it originally looked like thi

>>107034220
Where do people get their LORAs from nowadays? I haven't been able to keep up to date for a while and apparently civit started heavily censoring shit a while ago.

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>>107031647
looking forward to it!

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>>107035883
civit is still pretty much the only game in town. no one wants to deal with the legal headaches of hosting loras with potential lawsuits attached to them

File: deHH_cHD_00029_.png (3.08 MB, 1728x1075)

3.08 MB PNG

my gmail account automatically sends gemini ai emails to spam. I'm humored by the idea of a google product thinking another google product is spam

>mfw Resource news

10/28/2025

>More Than Generation: Unifying Generation and Depth Estimation via Text-to-Image Diffusion Models
https://github.com/H-EmbodVis/MERGE

>ComfyUI-DyPE: Brings DyPE to FLUX, enabling artifact-free 4K+ image generation
https://github.com/wildminder/ComfyUI-DyPE

>MoCha: End-to-End Video Character Replacement without Structural Guidance
https://github.com/Orange-3DV-Team/MoCha

>SceneDecorator: Towards Scene-Oriented Story Generation with Scene Planning and Scene Consistency
https://lulupig12138.github.io/SceneDecorator

>Alias-Free ViT: Fractional Shift Invariance via Linear Attention
https://github.com/hmichaeli/alias_free_vit

>T2SMark: Balancing Robustness and Diversity in Noise-as-Watermark for Diffusion Models
https://github.com/0xD009/T2SMark

>WAON: Large-Scale and High-Quality Japanese Image-Text Pair Dataset for Vision-Language Models
https://speed1313.github.io/WAON

>FlowOpt: Fast Optimization Through Whole Flow Processes for Training-Free Editing
https://orronai.github.io/FlowOpt

>MonarchAttention: Zero-Shot Conversion to Fast, Hardware-Aware Structured Attention
https://github.com/cjyaras/monarch-attention

>Daydream Scope v0.1.0a4: Customize real-time, interactive generative AI pipelines and models
https://github.com/daydreamlive/scope/releases/tag/v0.1.0a4

>OpenAI Restructures as For-Profit Company
https://www.nytimes.com/2025/10/28/technology/openai-restructure-for-profit-company.html

>The next chapter of the Microsoft–OpenAI partnership
https://blogs.microsoft.com/blog/2025/10/28/the-next-chapter-of-the-microsoft-openai-partnership

>ComfyUI-WanAnimate-Enhancer
https://github.com/wallen0322/ComfyUI-WanAnimate-Enhancer

10/27/2025

>Sparser Block-Sparse Attention via Token Permutation
https://github.com/xinghaow99/pbs-attn

>Visual Diffusion Models are Geometric Solvers
https://kariander1.github.io/visual-geo-solver

>mfw Research news

10/28/2025

>A Video Is Not Worth a Thousand Words
https://arxiv.org/abs/2510.23253

>UniAIDet: A Unified and Universal Benchmark for AI-Generated Image Content Detection and Localization
https://arxiv.org/abs/2510.23023

>FARMER: Flow AutoRegressive Transformer over Pixels
https://arxiv.org/abs/2510.23588

>FreeFuse: Multi-Subject LoRA Fusion via Auto Masking at Test Time
https://future-item.github.io/FreeFuse

>Adaptive Stochastic Coefficients for Accelerating Diffusion Sampling
https://arxiv.org/abs/2510.23285

>Autoregressive Styled Text Image Generation, but Make it Reliable
https://arxiv.org/abs/2510.23240

>CoMo: Compositional Motion Customization for Text-to-Video Generation
https://como6.github.io

>Revisiting Multimodal Positional Encoding in Vision-Language Models
https://arxiv.org/abs/2510.23095

>M{3}T2IBench: A Large-Scale Multi-Category, Multi-Instance, Multi-Relation Text-to-Image Benchmark
https://arxiv.org/abs/2510.23020

>Nested AutoRegressive Models
https://arxiv.org/abs/2510.23028

>Self-Attention Decomposition For Training Free Diffusion Editing
https://arxiv.org/abs/2510.22650

>LightBagel: A Light-weighted, Double Fusion Framework for Unified Multimodal Understanding and Generation
https://ucsc-vlaa.github.io/LightBagel

>FairJudge: MLLM Judging for Social Attributes and Prompt Image Alignment
https://arxiv.org/abs/2510.22827

>VALA: Learning Latent Anchors for Training-Free and Temporally Consistent
https://arxiv.org/abs/2510.22970

>FastJAM: a Fast Joint Alignment Model for Images
https://bgu-cs-vil.github.io/FastJAM

>FAME: Fairness-aware Attention-modulated Video Editing
https://arxiv.org/abs/2510.22960

>AesCrop: Aesthetic-driven Cropping Guided by Composition
https://arxiv.org/abs/2510.22528

>Open Multimodal Retrieval-Augmented Factual Image Generation
https://arxiv.org/abs/2510.22521

>FastVLM: Self-Speculative Decoding for Fast Vision-Language Model Inference
https://arxiv.org/abs/2510.22641

>mfw MORE Research news

>GRPO-Guard: Mitigating Implicit Over-Optimization in Flow Matching via Regulated Clipping
https://arxiv.org/abs/2510.22319

>Hollywood Town: Long-Video Generation via Cross-Modal Multi-Agent Orchestration
https://arxiv.org/abs/2510.22431

>Top-Down Semantic Refinement for Image Captioning
https://arxiv.org/abs/2510.22391

>VisJudge-Bench: Aesthetics and Quality Assessment of Visualizations
https://arxiv.org/abs/2510.22373

>GeoDiffusion: A Training-Free Framework for Accurate 3D Geometric Conditioning in Image Generation
https://arxiv.org/abs/2510.22337

>T2I-RiskyPrompt: A Benchmark for Safety Evaluation, Attack, and Defense on Text-to-Image Model
https://arxiv.org/abs/2510.22300

>Diffusion-Driven Two-Stage Active Learning for Low-Budget Semantic Segmentation
https://arxiv.org/abs/2510.22229

>GALA: A GlobAl-LocAl Approach for Multi-Source Active Domain Adaptation
https://arxiv.org/abs/2510.22214

>LongCat-Video Technical Report
https://arxiv.org/abs/2510.22200

>Scaling Non-Parametric Sampling with Representation
https://arxiv.org/abs/2510.22196

>HARMONY: Hidden Activation Representations and Model Output-Aware Uncertainty Estimation for Vision-Language Models
https://arxiv.org/abs/2510.22171

>Sprint: Sparse-Dense Residual Fusion for Efficient Diffusion Transformers
https://arxiv.org/abs/2510.21986

>Caption-Driven Explainability: Probing CNNs for Bias via CLIP
https://arxiv.org/abs/2510.22035

>Mint: A Simple Test-Time Adaptation of Vision-Language Models against Common Corruptions
https://arxiv.org/abs/2510.22127

>GRAID: Enhancing Spatial Reasoning of VLMs Through High-Fidelity Data Generation
https://ke7.github.io/graid

>Discovering Latent Graphs with GFlowNets for Diverse Conditional Image Generation
https://arxiv.org/abs/2510.22107

>LUQ: Layerwise Ultra-Low Bit Quantization for Multimodal Large Language Models
https://arxiv.org/abs/2509.23729

>>107036460
This sounds AI generated

>>107036505
nigbobot, the images are certainly gaymotated

>>107036515
Ok

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>>107036503
???

>>107034220
Shit OP
Why do you even bother?

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>>107036531
I've never been able to figure out why he reposts the news sometimes. my assumption has been that he hopes it catches a spam ban and somehow gets me mixed up in it? idk

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>>107036629
nice
>>107036642
wow, exactly captures my basement at night

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>>107036642
ah ofc

>>107036680
thanks, tryin out some new stuff

>>107036707
can you please shit out over 70 slop gens again so this edition of /slop diffusion general/ is over sooner? the gens here are all shit (no offense)

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>>107036773
for you? anything

>>107036778
thanks
i allow you to start the garbage dump now

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>>107036955
We found you.

This is a sorry sight

6 days

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>>107037527
>>107024534

File: deHH_cHD_00033_.png (2.81 MB, 1728x1075)

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>>107037369
btw I binged alien earth. liked it

>>107037606
Nice.

>>107037778
Shit

>>107034220
I have a Custom Tower and a 8 year old laptop without a CUDA-based GPU. Will using sdg tools like to fuck around and test AI tools fuck up my Tower components?

i'm a nigbophile

>>107036596
its sloptober, its only gonna go downhill from here

>>107039447
Are you me?

>>107037839
Generally it's the heat that damages components. High heat or repetitive heat cycles where the component is getting hot then cooling down rapidly can fuck it up. If you're worried about that you can use software to underclock the voltages on your gpu slightly, make sure you have a bracket supporting the gpu and that you have sufficient cooling. Keep an eye on temps with GPU-Z. You should be fine.

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>>107039450
maybe

File: deRA_cHD_00041_.png (3.12 MB, 2150x1229)

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i have some more of these

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>>107039447
i'll never get it to do this again

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the wheel crop is looking good this year

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>>107036531
very sexy!

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>>107039787
so that's where they come from!

File: deRA_cHD_00044_.png (3.27 MB, 2150x1229)

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>>107039821
and the farmer is a total fox too

File: 00053-662682391.png (1.87 MB, 1792x1024)

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>>107039815
follow the white rabbit...

Should I continue using ReForge or is Comfy really that much better?

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>>107039961
comfy can do more stuff but can be more annoying to get it to do stuff too

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>>107039961
comfy is better in the sense that it's faster, but the tradeoff is damn near bare metal abstraction so you'd better read up on how this shit actually works. i think it's clunky as fuck

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>>107040037
lazy bums, the lot of 'em

File: deRA_cHD_00047_.png (3.95 MB, 2150x1229)

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>>107040041
give her a pet bat

>>107040048
you cant call them lazy. they clearly have tools and are just on break

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Beneath Your Tongue
https://suno.com/s/6VfLTbeZP4M9LcPU
https://youtu.be/b0sNHkGuu-M

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>>107040051
they were but a means to an end. but a proper vamp is a great idea.

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2.74 MB PNG

I must slep
I'm sure the moment I leave, all the other anons will show up

>>107040142
wouldnt a vampire be afraid of a lit cigarette? vamps prob love zins n shit

File: 00152-4256065829.png (2.19 MB, 1792x1024)

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>>107040166
uh, yes i thought about this (not lit cigs per se) but vampire status... and i decided she's not exactly a vampire... but has pointy teeth. anyway, i'm workin on it lol

and gn!

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I have four dollars and seventeen cents in my bank account because a third party USB C charger fried my phone and I had to buy a brand new one. Dont take a change with Amazon's recommended USB C cables bros.

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good ... uh whatever

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who am i? the time police? haha if only...

File: 00199-3040803805.png (1.95 MB, 1792x1024)

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i prefer to think of it as conjuring from the slop dimension.

>>107040350
nta... any shop/kirta involved or just 2 images + nano?

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>>107040857
the latter, more or less

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>>107040929
>the latter, more or less
looks pretty good. I should give nano a try sometime.

I just did a quick halloween edit on one of his images from a while back. qwen image edit is about the best we can get for local running at the moment.

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>>107040957
i swing the other way, baby

for >>107040350
i took >>107040274
and a local reference. prompted them in le propaganda style
i barely know what i'm looking at. some comfy gobbledeegook.

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i try to inpaint first, but most mistakes i don't care much about

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these are just whatever.

anyway, gn
https://youtu.be/b0sNHkGuu-M

>>107041025
>i swing the other way, baby
well the only part to notice really is just the text prompt in the green box, no noodles required.

anyway, thanks info and have a good night!

i miss schizo anon

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>>107041066
Goodnight

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>>107036778
trying it out

>>107034220
>>Beginner UI
>SwarmUI
Nigger, what

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Have a good one guys

>>107039868

to the australia?

>gm

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>>107042403
You too

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its wednesday my dudes

>vibe killed

File: river night pumpkins 2.webm (3.62 MB, 1920x960)

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>>107043173
Happy Wednesday

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The desire for honor removes a person from this world

>The raped in thread form

5 days

File: deHH_cHD_00035_.png (2.62 MB, 1728x1075)

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>>107043833
>>107037583

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Morning anons

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>>107044608
gm

>gm

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>>107044608
Cheese dance!

>>107044764
scary stuff going on in the minimap

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>>107044764
the speedlines sell it
I'm hearing cheese-flavored hardstyle in my head

>>107035883
I hate civit so much it's unreal. Their infinite scroll search breaks every five seconds.

What are some ways to make text unreadable to AI OCR but still remain readable for humans?
I tried searching for this but every search engine instead gives me results for "how to hide the fact that text was AI generated".

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>>107045908
classic

mh

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behold, Jellyfish Man

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>>107045989
he's just wearing a jellyfish as a hat. you can't fool me

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>>107046089
lower your tone when mech-elephant is around

i'm so ready for a fist fight

>>107046853
i would love to go on schizophrenic adventures with you
just saying

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>>107045989
with girl playing a random accordion
Nice

Where's IT guy

i'm a nigbophilian

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we're gonna need to stop pumpin a bit so we can get the news up

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goose with an oar?

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>>107049938
That's a swan and a shovel

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>>107049964
thats more alliterative so its certainly more correct

>>107049987
You are talking with words now.

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>>107050115
thats my secret
I always talk with words

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I had the most insane dream and then I woke up freezing. Weird.

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>>107050303
maybe it was the opposite. you were freezing and that beget an insane dream because your subconscious was processing an unexpected physical state
I have lots of experiences like that. but also sometimes you just have crazy dreams

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>>107050337
Very well could be. How are you these gens are so cozy looking.

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>>107050365
they're actually constructing a new popeyes a block away from me, but I'm gonna move out before they finish it
I'm good, I'm chillin. week is flying by
> these gens are so cozy looking
yeah I'm actually rerunning a super cozy prompt I did last week, but w i d e r

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>>107050394
Idk whether so say congrats or sorry on the move. Some people live a fresh start some hate leaving familiarity. Either way I hope it goes smoothly. Didn't you say you were getting a new phone or am I misremembering

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>>107050410
I'm moving cuz I dont like this property much. amenities and location are nice but the people and management tend to be awful. I'd rather just leave and try to find a nicer place.
yep, I got a new phone at the beginning of the month. I miss my tiny old phone but the new phone was a major upgrade (I still just use it for youtube tho lol)

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>>107050452
Sorry to hear about the management and bad people. Negative social interactions can certainly put a damper on a good environment. Hope the move goes well.

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>>107050464
moving is annoying but someday I'll move to the perfect place and stay there forever. maybe this next move is the one! (its not)
>debo coffee vanilla flavor
you know me too well lol

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>>107050491
Hope it is! Glad you like the coffee gens :)

Next Thread

>>107050530
>>107050530
>>107050530

>>107050519

Let's hit this one a bit sooner.

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>>107050532
thanks! I wouldn't have been able to sleep with all this news burning a hole in my pocket, lol

>>107050521
I can almost smell it brewing. 100% classic debo beans. now I need to bed so I can get to my morning coffee faster, lol. gn

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>>107049439
>>107049485
>>107049626
>>107049723
>>107049832
These are beautiful.

>>107050946
>>107050976
>>107051001
>>107051026
>>107051047
If I can tell it's AI It's not good AI

For anyone still lurking, the next thread is already up...

>>107050530
>>107050530
>>107050530