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Made with veizik

Our own output, on real hardware.

Images and video the engine produced — from a datacenter GPU down to a Raspberry Pi, each from the model’s own checkpoint. Every item names the engine, the model and the machine that made it. This set grows as each render set is cleared for publishing.

Made with veizik · image to video

A still becomes a story.

A single still image of an AI-generated person, animated into a 720×1280 vertical clip — identity-stable across the whole take, one unbroken shot. The two experts of the A14B model swap mid-render, so a single 24 GB RTX 3090 renders the full 14-billion-parameter image-to-video end to end.

AI-generatedRooftop portrait, animated — 720×1280, one unbroken take

Rendered by Veizik for NVIDIA 1.2.92 (shipped, image-to-video path) · Wan2.2-I2V-A14B · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

Reproduce it in two steps — generate the still, then animate it. Both run on the same engine; the still is a flag away from the video.

Step 1 · the still image — FLUX.1-schnell, 4 steps

A candid editorial advertising photograph of a cheerful young adult Korean woman with a fresh, wholesome look and a gentle closed-lip smile, holding a smartphone and glancing at its screen. She wears a modest rose-pink one-piece dress and stands on a sunny rooftop garden at golden hour, warm backlight rimming her hair, the mood airy and bright. Shot on an 85mm lens at f1.8 with soft natural daylight and a shallow depth of field, high-end Korean commercial advertising photography, vertical full-body-friendly composition.
veizik run fluxschnell --prompt "<the prompt above>" --seed 61 --width 768 --height 1344 --steps 4 --mode quality

Step 2 · the motion — WAN 2.2 image-to-video

She is quietly absorbed in her smartphone, a small private smile just beginning to form. Then something on the screen delights her and she slowly lifts her gaze to look directly into the camera; her eyes brighten in a genuine, playful surprise and a warm smile blooms across her face as she gently raises both hands near her cheeks in a sweet, wholesome gesture. The camera eases into a slow, smooth push-in and the golden light warms as her expression brightens. Natural, lively, gentle continuous motion; one unbroken take.

Settings — 720×1280 · 81 frames · 16 fps · seed 42 · 40 steps · quality mode.

veizik run wan22_i2v_a14b --image step1.png --prompt-file motion.txt --width 720 --height 1280 --frames 81 --steps 40 --seed 42 --mode quality
On NVIDIA GPUs · FLUX.1

FLUX.1, from the shipped build.

FLUX.1 runs on veizik for NVIDIA today. The image below is FLUX.1-schnell (Apache-2.0), drawn on a single RTX 3090 from the model’s own checkpoint. The full FLUX.1 family ships in one package; the seven FLUX.1-dev-family models are non-commercial, so their render settings are listed without a published image. Powered by Black Forest Labs.

A tranquil alpine lake at sunrise with mirror reflections of snow-capped peaks and a pine-forest shoreline — AI-generated with FLUX.1-schnell on veizik (NVIDIA RTX 3090).
AI-generatedAlpine lake at sunrise — FLUX.1-schnell, quality mode (9-bit), seed 7, 4 steps, 1024²

Image rendered by Veizik for NVIDIA · FLUX.1 1.0.4 · Powered by Black Forest Labs (Apache-2.0) · FLUX.1-schnell · NVIDIA RTX 3090

Render settings — the eight FLUX.1 pipelines

All at 1024², seed 42, one run each; conditioning inputs are user-supplied. The shipped --mode ladder is quality (9-bit) / balanced (8-bit) / fast (4-bit). Render times are not shown — a single cold-load render is not a performance figure, and warm throughput is a separate serve benchmark. No comparison or ranking is implied.

CLI keyModelTaskStepsModeConditioningPrompt
fluxschnellFLUX.1-schnellFast text-to-image4balanced (8-bit)—A lone lighthouse on a rocky cliff at dawn
flux1devFLUX.1-devText-to-image (flagship)28balanced (8-bit)—A lone lighthouse on a rocky cliff at dawn
fluxkreaFLUX.1-Krea-devAesthetic text-to-image28balanced (8-bit)—A cozy reading nook by a rain-streaked window
fluxkontextFLUX.1-Kontext-devInstruction image-edit28balanced (8-bit)+ imagePlace the subject in a sunlit wildflower meadow, golden hour, keep the composition
fluxcannyFLUX.1-Canny-devCanny-edge control28balanced (8-bit)+ edge-mapA sleek futuristic sports car, neon rim lighting, polished studio floor
fluxdepthFLUX.1-Depth-devDepth control28balanced (8-bit)+ depth-mapAn ancient mossy stone archway in a misty forest
fluxfillFLUX.1-Fill-devInpaint / outpaint28balanced (8-bit)+ image + maskA steaming cup of fresh coffee on the table, photorealistic
fluxreduxFLUX.1-Redux-devImage variation28balanced (8-bit)+ SigLIP imageimage-only — no text prompt
On NVIDIA GPUs · Stable Diffusion 3.5

Stable Diffusion 3.5, from the shipped build.

Six images from the shipped SD3.5 build (veizik install sd35), drawn on a single RTX 3090 across the large and medium models and the balanced, quality and ultrafast modes. Powered by Stability AI.

A serene alpine lake at dawn, mist over glassy water with pine forest and snow-capped peaks — AI-generated with SD3.5-large on veizik (NVIDIA RTX 3090).
AI-generatedAlpine lake at dawn — SD3.5-large, balanced

Image rendered by Veizik for NVIDIA · SD3.5 1.0.0 (shipped) · SD3.5-large · NVIDIA GeForce RTX 3090 · Powered by Stability AI

A futuristic city skyline at dusk with neon reflections on rain-wet streets — AI-generated with SD3.5-medium on veizik (NVIDIA RTX 3090).
AI-generatedNeon city at dusk — SD3.5-medium, balanced

Image rendered by Veizik for NVIDIA · SD3.5 1.0.0 (shipped) · SD3.5-medium · NVIDIA GeForce RTX 3090 · Powered by Stability AI

A macro photograph of a dew-covered spider web at sunrise with creamy bokeh — AI-generated with SD3.5-large on veizik (NVIDIA RTX 3090).
AI-generatedDew-covered spider web — SD3.5-large, balanced

Image rendered by Veizik for NVIDIA · SD3.5 1.0.0 (shipped) · SD3.5-large · NVIDIA GeForce RTX 3090 · Powered by Stability AI

A cozy cabin in a golden birch forest with warm glowing windows and falling leaves — AI-generated with SD3.5-large on veizik (NVIDIA RTX 3090).
AI-generatedCabin in a birch forest — SD3.5-large, quality

Image rendered by Veizik for NVIDIA · SD3.5 1.0.0 (shipped) · SD3.5-large · NVIDIA GeForce RTX 3090 · Powered by Stability AI

A vibrant coral reef with tropical fish and sun rays through turquoise water — AI-generated with SD3.5-medium on veizik (NVIDIA RTX 3090).
AI-generatedCoral reef — SD3.5-medium, ultrafast

Image rendered by Veizik for NVIDIA · SD3.5 1.0.0 (shipped) · SD3.5-medium · NVIDIA GeForce RTX 3090 · Powered by Stability AI

A lone lighthouse on a rocky cliff in a dramatic storm with a shaft of light through moody clouds — AI-generated with SD3.5-large on veizik (NVIDIA RTX 3090).
AI-generatedLighthouse in a storm — SD3.5-large, quality

Image rendered by Veizik for NVIDIA · SD3.5 1.0.0 (shipped) · SD3.5-large · NVIDIA GeForce RTX 3090 · Powered by Stability AI

Render settings

All at 1024² on an RTX 3090, one run each. SD3.5-medium also ships a low-memory mode (not pictured). Render times are not shown — a single render is not a performance figure. No comparison or ranking is implied.

ModelModeSeedResolutionPrompt
SD3.5-largebalanced10011024²A serene alpine lake at dawn, mist over glassy water, pine forest, snow-capped peaks
SD3.5-mediumbalanced10021024²A futuristic city skyline at dusk, neon reflections on rain-wet streets
SD3.5-largebalanced10031024²Macro photograph of a dew-covered spider web at sunrise, creamy bokeh
SD3.5-largequality10051024²A cozy cabin in a golden birch forest, warm glowing windows, falling leaves
SD3.5-mediumultrafast10061024²A vibrant coral reef with tropical fish, sun rays through turquoise water
SD3.5-largequality10071024²A lone lighthouse on a rocky cliff in a dramatic storm, a shaft of light through moody clouds
On NVIDIA GPUs · characters

Cute characters, at a full 1024×1024.

Modern character art on a single RTX 3090, each drawn straight from the checkpoint on the shipped FLUX.1 build.

A chubby baby seal with huge sparkling eyes, 3D Pixar/Disney style, soft cinematic studio lighting.
AI-generatedA Pixar-style baby seal

Image rendered by Veizik for NVIDIA · veizik-flux 1.0.4 (glowbit_x render base, compute-identical) · FLUX.1-schnell · NVIDIA RTX 3090

A cyberpunk anime character with glowing neon pink and blue hair, stylish futuristic streetwear, cinematic.
AI-generatedA cyberpunk anime character

Image rendered by Veizik for NVIDIA · veizik-flux 1.0.4 (glowbit_x render base, compute-identical) · FLUX.1-schnell · NVIDIA RTX 3090

A fluffy Pomeranian puppy wearing tiny stylish sunglasses, soft pastel gradient background, kawaii product photography.
AI-generatedA Pomeranian in sunglasses

Image rendered by Veizik for NVIDIA · veizik-flux 1.0.4 (glowbit_x render base, compute-identical) · FLUX.1-schnell · NVIDIA RTX 3090

A cute round little robot with big glowing cyan eyes giving a peace sign, soft pastel 3D render, minimalist modern studio.
AI-generatedA robot giving a peace sign

Image rendered by Veizik for NVIDIA · veizik-flux 1.0.4 (glowbit_x render base, compute-identical) · FLUX.1-schnell · NVIDIA RTX 3090

An adorable baby red panda with huge sparkling eyes holding a tiny maple leaf, 3D Pixar/Disney style, soft warm studio lighting.
AI-generatedA baby red panda

Image rendered by Veizik for NVIDIA · veizik-flux 1.0.4 (glowbit_x render base, compute-identical) · FLUX.1-schnell · NVIDIA RTX 3090

A cute chibi astronaut floating with a big happy smile, glowing helmet visor reflecting stars, soft pastel 3D render, kawaii.
AI-generatedA chibi astronaut

Image rendered by Veizik for NVIDIA · veizik-flux 1.0.4 (glowbit_x render base, compute-identical) · FLUX.1-schnell · NVIDIA RTX 3090

On NVIDIA GPUs

Video and image, on a single RTX 3090.

Text-to-video with WAN 2.2 and still images with Stable Diffusion 3.5, generated on one consumer card. The speed modes of the video are explained on the engineering pages; here they are shown as output. Stable Diffusion 3.5 runs on veizik for NVIDIA today. Powered by Stability AI.

AI-generatedText-to-video, quality mode — WAN 2.2

Rendered by Veizik for NVIDIA 1.2.0 development build (not sealed, linux x86_64) · Wan2.2-T2V-A14B · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedText-to-video, ultrafast mode — WAN 2.2

Rendered by Veizik for NVIDIA 1.2.0 development build (not sealed, linux x86_64) · Wan2.2-T2V-A14B · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

A lone snow leopard on a windswept Himalayan ridge at golden dawn, breath misting in the cold air, dramatic cinematic light.
AI-generatedA snow leopard on a Himalayan ridge at dawn

Image rendered by Veizik for NVIDIA, development build (linux x86_64) · SD3.5-medium · NVIDIA RTX 3090 · Powered by Stability AI

A falcon banking against a clear sky, every feather distinct, photorealistic detail.
AI-generatedA falcon banking against a clear sky

Image rendered by Veizik for NVIDIA, development build (linux x86_64) · SD3.5-medium · NVIDIA RTX 3090 · Powered by Stability AI

A desert canyon at golden hour, cross-bedded sandstone walls above a dry wash of pale cobbles.
AI-generatedA desert canyon at golden hour

Image rendered by Veizik for NVIDIA, development build (linux x86_64) · SD3.5-large · NVIDIA RTX 3090 · Powered by Stability AI

An autumn gorge in low sun, moss-covered boulders and fallen leaves along a braided green river.
AI-generatedA river gorge

Image rendered by Veizik for NVIDIA, development build (linux x86_64) · SD3.5-large · NVIDIA RTX 3090 · Powered by Stability AI

An alpine meadow of lupine and paintbrush under torn cloud, a stream threading toward a snow-streaked ridge.
AI-generatedA mountain meadow

Image rendered by Veizik for NVIDIA, development build (linux x86_64) · SD3.5-large · NVIDIA RTX 3090 · Powered by Stability AI

Flooded rice terraces at dawn, young seedlings in rows breaking a mirror of water, mist filling the valley behind.
AI-generatedA terraced hillside

Image rendered by Veizik for NVIDIA, development build (linux x86_64) · SD3.5-large · NVIDIA RTX 3090 · Powered by Stability AI

Image to video · NVIDIA

A still becomes a clip — three speed modes.

WAN 2.2 image-to-video on a single RTX 3090: each still animates into an 81-frame clip. The distilled Lightning path runs it in three modes — a full warm render of about 226 s at quality, 201 s balanced and 158 s ultrafast across these five scenes, with a one-time cold start adding roughly 110 s on the first clip. Shown as output; the distilled Lightning image-to-video model is arriving.

A cat

AI-generatedQuality

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedBalanced

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedUltrafast

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

A guitarist

AI-generatedQuality

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedBalanced

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedUltrafast

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

An astronaut

AI-generatedQuality

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedBalanced

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedUltrafast

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

A bird

AI-generatedQuality

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedBalanced

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedUltrafast

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

A landscape

AI-generatedQuality

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedBalanced

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

AI-generatedUltrafast

Rendered by Veizik for NVIDIA 1.2.92 (shipped, official-default path) · Wan2.2-I2V-A14B (distilled Lightning) · NVIDIA RTX 3090 · Powered by Wan-AI/Alibaba

On a Raspberry Pi

The same engine, on a Pi 5 CPU.

Stable Diffusion 1.5 with a few-step LCM-LoRA — photoreal to painterly — plus a distilled SDXS still and a short diffusion video, all on the Raspberry Pi 5 CPU. The measured figures are on the edge page.

A cinematic portrait of an elderly fisherman at golden hour, rendered by veizik on a Raspberry Pi 5 with Stable Diffusion 1.5 and a few-step LCM-LoRA.
AI-generatedPortrait — an elderly fisherman at golden hour

Image rendered by veizik edge (CPU-NEON) · Stable Diffusion 1.5 + LCM-LoRA · Raspberry Pi 5

A cozy Tokyo alley at night with neon reflections on wet pavement, rendered by veizik on a Raspberry Pi 5 with Stable Diffusion 1.5 and a few-step LCM-LoRA.
AI-generatedA Tokyo alley at night, neon in the rain

Image rendered by veizik edge (CPU-NEON) · Stable Diffusion 1.5 + LCM-LoRA · Raspberry Pi 5

A moody forest path in autumn fog with volumetric light, rendered by veizik on a Raspberry Pi 5 with Stable Diffusion 1.5 and a few-step LCM-LoRA.
AI-generatedA forest path in autumn fog

Image rendered by veizik edge (CPU-NEON) · Stable Diffusion 1.5 + LCM-LoRA · Raspberry Pi 5

A still life of fruit and wine in Dutch-master lighting, rendered by veizik on a Raspberry Pi 5 with Stable Diffusion 1.5 and a few-step LCM-LoRA.
AI-generatedStill life — Dutch-master lighting

Image rendered by veizik edge (CPU-NEON) · Stable Diffusion 1.5 + LCM-LoRA · Raspberry Pi 5

A watercolor-style Alpine mountain village, rendered by veizik on a Raspberry Pi 5 with Stable Diffusion 1.5 and a few-step LCM-LoRA.
AI-generatedA watercolour Alpine village

Image rendered by veizik edge (CPU-NEON) · Stable Diffusion 1.5 + LCM-LoRA · Raspberry Pi 5

A serene mountain lake at sunrise with mist and reflection, rendered by veizik on a Raspberry Pi 5 with Stable Diffusion 1.5 and a few-step LCM-LoRA.
AI-generatedA mountain lake at sunrise

Image rendered by veizik edge (CPU-NEON) · Stable Diffusion 1.5 + LCM-LoRA · Raspberry Pi 5

A snow-capped mountain reflected in a calm lake at sunset, rendered by veizik on a Raspberry Pi 5.
AI-generatedA snow-capped mountain over a lake — SDXS, 1 step

Image rendered by veizik edge (CPU-NEON) · SDXS-512-DreamShaper · Raspberry Pi 5

AI-generatedOcean waves, sixteen frames — on the Pi 5 CPU

Rendered by veizik edge (CPU-NEON) · DreamShaper-8 + AnimateDiff-Lightning · Raspberry Pi 5

On a Jetson AGX Orin

FLUX.1, on a single edge module.

Five wholly different styles from FLUX.1-schnell on an NVIDIA Jetson AGX Orin — no datacenter GPU — each with its full prompt and a measured cold render time. Powered by Black Forest Labs.

Extreme macro of a dew-covered jumping spider on a leaf at dawn, iridescent eyes, water droplets refracting light — AI-generated with FLUX.1-schnell on veizik, rendered on an NVIDIA Jetson AGX Orin.
AI-generatedA dew-covered jumping spider — photorealistic macro

Image rendered by Veizik edge (dep0 FLUX.1-schnell, image path) · Jetson AGX Orin · Powered by Black Forest Labs (Apache-2.0) · FLUX.1-schnell · NVIDIA Jetson AGX Orin (sm_87)

An Art Nouveau decorative poster in the style of Alphonse Mucha — an elegant woman wreathed in white lilies, ornate golden halo, floral border — AI-generated with FLUX.1-schnell on veizik, rendered on an NVIDIA Jetson AGX Orin.
AI-generatedAn Art Nouveau poster in the style of Mucha

Image rendered by Veizik edge (dep0 FLUX.1-schnell, image path) · Jetson AGX Orin · Powered by Black Forest Labs (Apache-2.0) · FLUX.1-schnell · NVIDIA Jetson AGX Orin (sm_87)

A rain-soaked cyberpunk megacity at night from a rooftop, holographic billboards in magenta and cyan, neon haze, light trails — AI-generated with FLUX.1-schnell on veizik, rendered on an NVIDIA Jetson AGX Orin.
AI-generatedA cyberpunk megacity at night

Image rendered by Veizik edge (dep0 FLUX.1-schnell, image path) · Jetson AGX Orin · Powered by Black Forest Labs (Apache-2.0) · FLUX.1-schnell · NVIDIA Jetson AGX Orin (sm_87)

A delicate botanical watercolour of a flowering magnolia branch, antique herbarium-plate style, blush-pink petals on cream paper — AI-generated with FLUX.1-schnell on veizik, rendered on an NVIDIA Jetson AGX Orin.
AI-generatedA botanical watercolour of a magnolia branch

Image rendered by Veizik edge (dep0 FLUX.1-schnell, image path) · Jetson AGX Orin · Powered by Black Forest Labs (Apache-2.0) · FLUX.1-schnell · NVIDIA Jetson AGX Orin (sm_87)

A charming isometric low-poly 3D render of a tiny floating island with a windmill, pastel cube trees and a pond — AI-generated with FLUX.1-schnell on veizik, rendered on an NVIDIA Jetson AGX Orin.
AI-generatedAn isometric low-poly floating island

Image rendered by Veizik edge (dep0 FLUX.1-schnell, image path) · Jetson AGX Orin · Powered by Black Forest Labs (Apache-2.0) · FLUX.1-schnell · NVIDIA Jetson AGX Orin (sm_87)

Reproduce it

Hardware: NVIDIA Jetson AGX Orin (sm_87), JetPack 6, 64 GB unified LPDDR5. Model: FLUX.1-schnell (Apache-2.0). Precision: W8 (xint8 balanced — a veizik moat format, not a plain integer width). Each image: 1024², 4 steps, seed 42. Cold render about 166 s per image (145–221 s by prompt); hypercache warm loading is measured and published separately. Oracle anchor c8fb7f6f (prompt “A red colored car.”, bit-reproducible).

veizik run fluxschnell --prompt "<one of the prompts below>" --seed 42 --steps 4
StylePrompt
MacroExtreme macro photograph of a dew-covered jumping spider on a green leaf at dawn, huge iridescent eyes reflecting the sky, water droplets refracting light, National Geographic wildlife style, ultra-sharp focus stacking, soft morning bokeh.
Art NouveauArt Nouveau decorative poster in the style of Alphonse Mucha, an elegant woman with flowing auburn hair wreathed in white lilies, an ornate golden circular halo, a soft pastel panel, an intricate symmetrical floral border, flat decorative linework, Belle Epoque elegance.
CyberpunkSprawling rain-soaked cyberpunk megacity at night from a rooftop, towering holographic billboards in magenta and cyan, volumetric neon haze, flying vehicles streaking light trails, reflective wet asphalt, cinematic wide establishing shot, highly detailed digital matte painting.
WatercolourDelicate botanical watercolour illustration of a flowering magnolia branch, soft translucent washes, fine ink linework, antique scientific herbarium plate style, cream paper, muted blush-pink petals and sage leaves, loose confident brushwork.
Low-polyCharming isometric low-poly 3D render of a tiny floating island with a windmill, a winding path, pastel cube trees and a pond, soft global-illumination lighting, clean matte materials, pastel mint-and-peach palette, crisp ambient occlusion, blender-style render.

Every image and video here is veizik’s own render, named with the engine, model and machine that produced it. Models are used under their published licences (CreativeML OpenRAIL-M / Open RAIL++-M, Stability AI Community License and others, each noted with its render); generated media is subject to those licences’ use restrictions. veizik’s sub-byte quantization is a proprietary format — the output is shown, the format internals are not. Figures and method live on the benchmarks and edge pages. Raspberry Pi is a trademark of Raspberry Pi Ltd.; veizik is not affiliated with or endorsed by it.