Cryptid mining in latent space
“Crungus” may sound familiar, like something from a fairy tale or half-forgotten children's movie, but the word was originally meaningless by design. It was coined in June 2022 by Guy Kelly, who found that entering “crungus” into the DALL·E mini image generator produced reliably monstrous results: some kind of ogrish creature, clawed, horned and hairy, like an orc from The Lord of the Rings.
Kelly's experiment was widely replicated, and the crungus became famous as the first cryptid of latent space. Today, the term continues to generate monstrous imagery across AI models. For this project, we had 122 different models on Replicate produce 100 different images of the crungus for each of the prompts “crungus” and “a picture of a crungus”, without any style instructions or fixed seeds.
The resulting menagerie reflects the many and varied shades of modern monstrousness, spanning the medieval and the alien, the creepy and the kawaii, the malevolent and the misunderstood.
Browse 24,400 images from 122 models, explore the atlas, or use the eigencrungi sliders to examine variation. About the research and collection method.
Years identify model releases; all outputs were generated for this project. The strip below selects one image per release year by its average similarity to the others in that group.
The archive
order by
2021
2022
2023
2024
2025
bytedance/sdxl-lightning-4step
openai/gpt-image-1
prunaai/sdxl-lightning
black-forest-labs/flux-schnell-lora
black-forest-labs/flux-dev
black-forest-labs/flux-dev-lora
black-forest-labs/flux-schnell
prunaai/hidream-l1-dev
prunaai/hidream-l1-full
prunaai/wan-2.2-image
nvidia/sana-sprint-1.6b
black-forest-labs/flux-krea-dev
google/gemini-2.5-flash-image
tencent/hunyuan-image-3
ideogram-ai/ideogram-v2
ideogram-ai/ideogram-v2-turbo
ideogram-ai/ideogram-v2a
ideogram-ai/ideogram-v2a-turbo
ideogram-ai/ideogram-v3-balanced
ideogram-ai/ideogram-v3-quality
ideogram-ai/ideogram-v3-turbo
luma/photon-flash
minimax/image-01
recraft-ai/recraft-v3
recraft-ai/recraft-v3-svg
stability-ai/stable-diffusion-3.5-large
stability-ai/stable-diffusion-3.5-large-turbo
stability-ai/stable-diffusion-3.5-medium
prunaai/flux-fast
black-forest-labs/flux-pro
black-forest-labs/flux-kontext-max
black-forest-labs/flux-kontext-pro
retro-diffusion/rd-fast
retro-diffusion/rd-plus
bytedance/seedream-4
black-forest-labs/flux-2-dev
2026
black-forest-labs/flux-2-klein-4b
qwen/qwen-image
openai/gpt-image-1.5
bria/fibo
bria/image-3.2
google/nano-banana
xai/grok-imagine-image
recraft-ai/recraft-v4
recraft-ai/recraft-v4-pro
recraft-ai/recraft-v4-pro-svg
recraft-ai/recraft-v4-svg
bytedance/seedream-5-lite
qwen/qwen-image-2
black-forest-labs/flux-2-max
black-forest-labs/flux-2-pro
wan-video/wan-2.7-image
wan-video/wan-2.7-image-pro
prunaai/hidream-l1-fast
black-forest-labs/flux-1.1-pro-ultra
black-forest-labs/flux-2-flex
xai/grok-imagine-image-quality
recraft-ai/recraft-v4.1
recraft-ai/recraft-v4.1-pro
recraft-ai/recraft-v4.1-utility
recraft-ai/recraft-v4.1-utility-pro
bytedance/seedream-4.5
ideogram-ai/ideogram-v4-balanced
ideogram-ai/ideogram-v4-quality
google/nano-banana-2-lite
openai/gpt-image-2
leonardoai/lucid-origin
google/nano-banana-2
google/nano-banana-pro
xai/grok-imagine-image-2
prunaai/p-image-lora
prunaai/p-image
prunaai/z-image-turbo
alibaba/qwen-image-3
alibaba/qwen-image-3-pro
bytedance/seedream-5-pro
openai/gpt-image-2.5-flare
openai/gpt-image-2.5-sunburst
prunaai/p-image-ideogram
ideogram-ai/ideogram-4-5
black-forest-labs/flux-3-image
google/imagen-3
google/imagen-3-fast
google/imagen-4
google/imagen-4-fast
google/imagen-4-ultra
google/nano-banana-2.1
qwen/qwen-image
pixray/text2image
nightmareai/disco-diffusion
openai/gpt-image-2.5-flare
jack000/glid-3-xl
leonardoai/lucid-origin
openai/gpt-image-1.5
openai/gpt-image-1
ideogram-ai/ideogram-4-5
xai/grok-imagine-image-2
bytedance/seedream-5-lite
ideogram-ai/ideogram-v4-balanced
ideogram-ai/ideogram-v4-quality
xai/grok-imagine-image
retro-diffusion/rd-fast
black-forest-labs/flux-2-pro
black-forest-labs/flux-2-max
openai/gpt-image-2.5-sunburst
fofr/latent-consistency-model
black-forest-labs/flux-2-dev
black-forest-labs/flux-2-flex
retro-diffusion/rd-plus
google/nano-banana
google/nano-banana-2.1
google/gemini-2.5-flash-image
kuprel/min-dalle
minimax/image-01
black-forest-labs/flux-schnell
nvidia/sana-sprint-1.6b
black-forest-labs/flux-2-klein-4b
openai/gpt-image-2
lucataco/open-dalle-v1.1
datacte/proteus-v0.2
black-forest-labs/flux-1.1-pro-ultra
qwen/qwen-image-2
google/nano-banana-2-lite
black-forest-labs/flux-schnell-lora
ai-forever/kandinsky-2
black-forest-labs/flux-dev-lora
black-forest-labs/flux-pro
cjwbw/anything-v3.0
bria/fibo
borisdayma/dalle-mini
bria/image-3.2
fofr/sticker-maker
stability-ai/stable-diffusion-3
adirik/realvisxl-v3.0-turbo
recraft-ai/recraft-v4.1-utility
black-forest-labs/flux-1.1-pro
black-forest-labs/flux-dev
prunaai/z-image-turbo
google/imagen-3-fast
datacte/proteus-v0.3
prunaai/hidream-l1-fast
google/imagen-3
google/imagen-4
xai/grok-imagine-image-quality
google/imagen-4-fast
google/imagen-4-ultra
prunaai/flux-fast
recraft-ai/recraft-v4.1-utility-pro
recraft-ai/recraft-v3-svg
google/nano-banana-2
prunaai/hidream-l1-dev
google/nano-banana-pro
stability-ai/stable-diffusion-3.5-medium
ai-forever/kandinsky-2.2
recraft-ai/recraft-v3
alibaba/qwen-image-3-pro
playgroundai/playground-v2-1024px-aesthetic
tstramer/midjourney-diffusion
lucataco/dreamshaper-xl-turbo
ideogram-ai/ideogram-v3-turbo
prunaai/p-image-ideogram
prunaai/p-image-lora
stability-ai/stable-diffusion-3.5-large-turbo
ideogram-ai/ideogram-v3-quality
black-forest-labs/flux-3-image
ideogram-ai/ideogram-v3-balanced
luma/photon-flash
lucataco/ssd-1b
sdxl-based/realvisxl-v3-multi-controlnet-lora
recraft-ai/recraft-v4-pro-svg
alibaba/qwen-image-3
recraft-ai/recraft-v4.1-pro
recraft-ai/recraft-v4.1
stability-ai/stable-diffusion-3.5-large
bytedance/seedream-4.5
luma/photon
playgroundai/playground-v2.5-1024px-aesthetic
bytedance/sdxl-lightning-4step
cjwbw/waifu-diffusion
recraft-ai/recraft-v4-svg
prunaai/wan-2.2-image
bytedance/seedream-4
wan-video/wan-2.7-image
prunaai/sdxl-lightning
ideogram-ai/ideogram-v2a
andreasjansson/deepfloyd-if
black-forest-labs/flux-krea-dev
recraft-ai/recraft-v4-pro
fofr/sdxl-emoji
recraft-ai/recraft-v4
prompthero/openjourney
wan-video/wan-2.7-image-pro
bytedance/seedream-5-pro
ideogram-ai/ideogram-v2a-turbo
black-forest-labs/flux-kontext-pro
stability-ai/sdxl
prunaai/hidream-l1-full
black-forest-labs/flux-kontext-max
stability-ai/stable-diffusion
tstramer/material-diffusion
fofr/sdxl-multi-controlnet-lora
cjwbw/stable-diffusion-v2
lucataco/realistic-vision-v5.1
tencent/hunyuan-image-3
ideogram-ai/ideogram-v2
nvidia/sana
ideogram-ai/ideogram-v2-turbo
cjwbw/stable-diffusion-v1-5
prunaai/p-image
The sound of crungus
The audio collection uses “crungus” and “the sound of a crungus”: 310 clips from 16 models, in the sound archive, or shuffled end to end on crungus radio.
The eigencrungi
Explore variation in the archive through pixel and CLIP feature sliders: the eigencrungi.