Every creator in this index is aggregated from collected cases, and each entry traces back to representative work, sources, and retest signals.
Worth learningAI Coding (UI)Stable output
#01
viktoroddy
viktoroddy focuses on production-ready AI interfaces and publishes across X and X / 𝕏. “Responsive 3D Character Carousel UI” is the current representative case, built with Claude Sonnet with a 92% stability reference.
Cases
18
Source heat
73
Stability
92
Latest work 07/28/2026
Representative case
Responsive 3D Character Carousel UI
A complete React implementation brief for a full-screen 3D figurine carousel, including assets, responsive behavior, animation timing, layout, and styling.
servasyy_ai focuses on production-ready AI interfaces and is active on X / 𝕏. “Image to 3D” is the current representative case, built with Claude Sonnet with a 93% stability reference.
Cases
1
Source heat
100
Stability
93
Latest work 05/10/2026
Representative case
Image to 3D
A real coding/UI case that links to the open-source 3DCellForge project, turning image input into an interactive 3D workflow.
chetaslua focuses on AI video production and publishes across X and X / 𝕏. “Professor at the Chalkboard” is the current representative case, built with Veo with a 90% stability reference.
Cases
2
Source heat
86
Stability
90
Latest work 07/28/2026
Representative case
Professor at the Chalkboard
A professor writes and explains a trigonometric proof on a traditional chalkboard. The case is useful for testing legible writing, instructional pacing, and continuity between speech and equations.
umesh_ai focuses on AI video production and is active on X / 𝕏. “Arrow-to-Microworld Battlefield” is the current representative case, built with Veo with a 91% stability reference.
Cases
1
Source heat
91
Stability
91
Latest work 04/08/2026
Representative case
Arrow-to-Microworld Battlefield (Umesh)
The camera follows a released arrow through an ancient battlefield, then pushes into a miniature war on the shaft. One continuous movement carries the scene from a vast battlefield to a microscopic civilization.
aimikoda focuses on AI video production and is active on X / 𝕏. “Elemental Merlin Kung Fu” is the current representative case, built with Seedance 2.0 with a 86% stability reference.
Cases
1
Source heat
93
Stability
86
Latest work 05/13/2026
Representative case
Elemental Merlin Kung Fu
A character-led action sequence that combines martial-arts choreography with elemental effects. It is useful for studying motion continuity, effect timing, and character consistency.
oggii_0 focuses on AI image making and is active on X / 𝕏. “Funny Ugly Doodle” is the current representative case, built with GPT Image with a 86% stability reference.
Cases
1
Source heat
88
Stability
86
Latest work 05/15/2026
Representative case
Funny Ugly Doodle
A transformation prompt that turns a photo into an intentionally rough, childlike, meme-ready doodle with awkward proportions and visible marker strokes.
TechieBySA focuses on AI video production and is active on X / 𝕏. “Making a French Croissant” is the current representative case, built with Seedance 2.0 with a 85% stability reference.
Cases
1
Source heat
86
Stability
85
Latest work 05/11/2026
Representative case
Making a French Croissant
An eight-shot storyboard and generation prompt that compresses the croissant-making process into a clear 12-second sequence, ending on the flaky tear reveal.
harboriis focuses on AI image making and is active on X / 𝕏. “Dark Fantasy Forest Portrait” is the current representative case, built with GPT Image with a 94% stability reference.
Cases
1
Source heat
79
Stability
94
Latest work 05/15/2026
Representative case
Dark Fantasy Forest Portrait
A cinematic fashion portrait pairing a young woman with an oversized tiger in a foggy pine forest, using detailed styling, lighting, lens, and mood constraints.
chesnyfcb focuses on AI image making and is active on X / 𝕏. “Watercolor Sports Portrait Poster” is the current representative case, built with GPT Image with a 92% stability reference.
Cases
1
Source heat
80
Stability
92
Latest work 05/17/2026
Representative case
Watercolor Sports Portrait Poster
A reusable sports-poster prompt that combines an athlete portrait, ink sketch lines, watercolor splashes, team colors, and editorial typography.
Goodmanprotocol focuses on AI image making and is active on X / 𝕏. “Retro Travel Poster Collage” is the current representative case, built with GPT Image with a 90% stability reference.
Cases
1
Source heat
75
Stability
90
Latest work 05/17/2026
Representative case
Retro Travel Poster Collage
A six-panel editorial travel-poster system built from one prompt, with consistent typography, warm vintage color, landmarks, and modular city placeholders.
azed_ai focuses on AI image making and is active on X / 𝕏. “Translucent Glass Fruit” is the current representative case, built with GPT Image with a 91% stability reference.
Cases
1
Source heat
66
Stability
91
Latest work 05/16/2026
Representative case
Translucent Glass Fruit
A product-style image recipe for sculpting fruit from tinted glass, with controlled refraction, micro-bubbles, crisp highlights, and a pure white background.
Dorksense focuses on production-ready AI interfaces and is active on X. “One-Line Neobrutalist Webpage” is the current representative case, built with Gemini 3 Pro with its stability retest open to votes.
Cases
1
Source heat
86
Stability
Vote to retest
Latest work 11/13/2025
Representative case
One-Line Neobrutalist Webpage
Three sentences — a style name, a push-the-limits intensity cue and two technical constraints — are enough because neobrutalism is a visual language the model already has abundant training data for.
LudovicCreator focuses on AI video production and publishes across X and X / 𝕏. “A City Builds Itself at Sunrise” is the current representative case, built with Veo with a 84% stability reference.
Cases
3
Source heat
58
Stability
84
Latest work 07/26/2026
Representative case
A City Builds Itself at Sunrise
An empty plain becomes a complete city in real time as structures, roads, vehicles, and lights assemble around a moving camera.
Ian Goodfellow focuses on production-ready AI interfaces and is active on X. “Image-to-Code Voxel Art Scene in Three.js” is the current representative case, built with Gemini 3 Pro with its stability retest open to votes.
Cases
1
Source heat
82
Stability
Vote to retest
Latest work 11/19/2025
Representative case
Image-to-Code Voxel Art Scene in Three.js
Style information lives entirely in an uploaded reference image; the text only names the task and the output format, testing cross-modal image-to-code ability rather than prompt-writing skill.
愚瞳 | winterx focuses on production-ready AI interfaces and is active on X. “Real-Time Laser Eye Effect With Mediapipe and Three.js” is the current representative case, built with Gemini 3 Pro with its stability retest open to votes.
Cases
1
Source heat
81
Stability
Vote to retest
Latest work 11/20/2025
Representative case
Real-Time Laser Eye Effect With Mediapipe and Three.js
A three-line tech-stack list doubles as the implementation plan — camera feed, Mediapipe landmarks, Three.js rendering — with a clear data flow between each step instead of a description of the visual effect.
ヤノ focuses on AI image making and is active on X. “Black-and-White Rough Project Style” is the current representative case, built with GPT Image 2 with its stability retest open to votes.
Cases
1
Source heat
95
Stability
Vote to retest
Latest work 07/22/2026
Representative case
Black-and-White Rough Project Style
A technical prompt for generating minimalist black-and-white hand-drawn project storyboards, with rough sketch lines, designed for animation planning and motion-logic optimization.
Mr.pinecone focuses on AI image making and is active on X. “Character Identity Reference Sheet” is the current representative case, built with GPT Image 2 with its stability retest open to votes.
Cases
1
Source heat
95
Stability
Vote to retest
Latest work 07/30/2026
Representative case
Character Identity Reference Sheet
A three-layer reference sheet — nine body angles, nine expressions, fourteen fine-grained identity anchors — built to feed an image model a locked character identity, paired with an exhaustive negative-prompt list to stop identity drift.
Sharon Riley focuses on AI video production and is active on X. “Cinematic Paris Fashion Campaign, Five Shots” is the current representative case, built with Seedance 2.0 with its stability retest open to votes.
Cases
2
Source heat
93
Stability
Vote to retest
Latest work 08/02/2026
Representative case
Cinematic Paris Fashion Campaign, Five Shots
Five three-second Paris street shots anchored to named landmarks, with one pink handbag repeated in every scene so the model has an identity anchor to hold onto through rapid cuts.
BubbleBrain focuses on AI video production and is active on X. “Handheld Travel Vlog From Apartment to Beach” is the current representative case, built with Seedance 2.5 with its stability retest open to votes.
Cases
1
Source heat
93
Stability
Vote to retest
Latest work 08/02/2026
Representative case
Handheld Travel Vlog From Apartment to Beach
A 30-second handheld travel vlog that locks one woman's face and body across five everyday scenes, using camera-imperfection language instead of a cast or a plot to sell the friend-filmed feeling.
ChatGPT focuses on AI image making and is active on X. “Chibi Character Transformation” is the current representative case, built with GPT Image 1.5 with its stability retest open to votes.
Cases
1
Source heat
78
Stability
Vote to retest
Latest work 12/17/2025
Representative case
Chibi Character Transformation
A prompt that transforms a subject (person, object, animal, or scene) into a cute chibi character. It specifies features such as a large head, small body, big sparkling eyes, soft rounded traits, gentle color gradients, and preserving the original subject's recognizable characteristics.
zayan focuses on AI video production and is active on X. “Cinematic Martial Arts Duel Scene” is the current representative case, built with Seedance 2.0 with its stability retest open to votes.
Cases
2
Source heat
86
Stability
Vote to retest
Latest work 07/25/2026
Representative case
Cinematic Martial Arts Duel Scene
A detailed cinematic prompt about a high-intensity martial arts duel in a ruined temple, including realistic combat mechanics and dynamic camera movement.
Kashberg focuses on AI image making and is active on X. “Forced-Perspective Luxury Product Ad” is the current representative case, built with GPT Image 2 with its stability retest open to votes.
Cases
1
Source heat
88
Stability
Vote to retest
Latest work 07/23/2026
Representative case
Forced-Perspective Luxury Product Ad
A luxury advertising prompt that uses forced perspective to highlight products such as headphones and perfume, with a minimalist architectural background.
Ai Girllie focuses on AI video production and is active on X. “Wuxia Temple Warrior: A Golden Energy Dance” is the current representative case, built with Seedance 2.0 with its stability retest open to votes.
Cases
1
Source heat
85
Stability
Vote to retest
Latest work 07/30/2026
Representative case
Wuxia Temple Warrior: A Golden Energy Dance
A single unbroken block of martial-arts choreography that earns its supernatural energy ribbons by building physical credibility first — a rare case of Chinese wuxia aesthetics landing cleanly on a Western video model.
Zyro focuses on AI video production and is active on X. “Luxury Skincare Commercial” is the current representative case, built with Seedance 2.0 with its stability retest open to votes.
Cases
1
Source heat
85
Stability
Vote to retest
Latest work 07/16/2026
Representative case
Luxury Skincare Commercial
A 15-second skincare brand commercial prompt, including a shot-by-shot breakdown and a high-end beauty aesthetic style.