Model DNA
Generative AI models differ based on:
Training distribution (dataset it was trained on)
Internal aesthetic priors (different creative directors)
Prompt parsing philosophy (composition keywords vs materials / lighting vs narrative metaphors)
Atlas
Base Prompt
an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, resting on a flat surface, closed, low angle shot, realistic materials,
soft ambient light,
clean composition,
balanced and readable structure,
neutral background,
Then build modular prompts (base structure): [subject] + [composition] + [lighting] + [style intent] + [constraints]
Run on all models & Do NOT tweak per model
Styles
Fantasy : stylized fantasy art
Cinematographic : cinematic lighting, dramatic shadows, high contrast
Hyper Realistic : ultra realistic, photorealistic, natural lighting, high detail textures
Illustration : stylized illustration, hand-painted look, simplified shapes
Bright / whimsical : vibrant colors, soft light, whimsical atmosphere
Graphic / Design : minimalistic, flat lighting, clean shapes, product design aesthetic
Painterly / Fine Art : oil painting style, visible brush strokes, artistic texture, classical painting
Technical / Scan-Like : neutral lighting, flat illumination, orthographic feel, no shadows, documentation style
Alternatives : Abstract / symbolic and Product-like / clean
Light
Soft : soft natural lighting
High Contrast : strong directional light, deep shadows, high contrast lighting
Volumetric / fog : volumetric lighting, light rays, subtle fog, atmospheric depth
Neon / emissive : neon lighting, emissive glow, colored light accents, subtle bloom
Low key / dark / moody : very low light, dark environment, minimal illumination, moody shadows
Overexposed / bright : bright lighting, soft overexposure, high key, washed highlights
Complexity
Keep the core part :
an old worn book with a thick leather cover, slightly weathered edges and visible page layers, simple embossed details on the cover, closed, low angle shot, realistic materials, cinematographic, soft natural light,
Isolated
Structured composition : carefully arranged objects, balanced composition, clear spacing, readable layout
Multi-object interaction : natural arrangement, slight overlap, coherent composition, readable subject
Dense environment : rich environment, layered elements, moderate visual density, subject remains identifiable, depth
Controlled clutter : cluttered desk, uneven arrangement, overlapping objects, semi-chaotic but still readable
Chaos / fragmentation : chaotic scene, scattered objects, fragmented layout, unbalanced composition, visual disorder, reduced readability
Keep a single style (cinematographic, neutral) and probe through the different layers of complexity. Look for :
Subject priority : Does the book stay the focus? Or does it get lost?
Spatial intelligence : believable placement? gravity respected? overlaps make sense?
Composition control : does it still “frame” the image? or just fills space randomly?
Noise management : clean vs messy ? intentional vs accidental clutter ?
Conflict tests
Structural conflict : closed book, visible open pages
Compositional conflict : chaotic scene, clean composition
Visual hierarchy conflict : dense environment, subject remains dominant, reduced emphasis on subject
Model List
Model specific Workflows
Other Models
Runway : Video generation and Manipulation
Latted : pay-as-you-go video models. Unified timeline and tools
Image Generating
Style: Specify realism, lighting, camera angle, color tone, etc.
Ratio References
Camera Views
| Eye-Level Shot | Low-Angle Shot | High-Angle Shot | Bird's Eye View |
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| Neutral, natural perspective. Great baseline | Makes subject feel powerful or imposing | Makes subject feel small or vulnerable | Strong composition, look down on subject |
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| Worm's Eye View | Over-the-Shoulder Shot | Close-up | Extreme Close-up |
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| More extreme than low angle, very stylized | Great for storytelling and interaction | Emotion, detail, texture | Hyper focus on a detail |
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| Medium shot | Full shot (full body) | Wide shot | Extreme wide shot (establishing shot) |
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| Waist-up framing, very stable composition | Shows character + posture | Subject in environment | Environment dominates |
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| Dutch angle (tilted shot) | Isometric view | POV shot (first-person) | Macro shot |
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| Adds tension, instability | Very popular in generative AI, super clean results | Immersive, game-like | Tiny subjects, strong depth of field effects |
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| Aerial Shot | Tracking shot (implied motion) | | |
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| Less vertical than bird’s-eye, more cinematic landscape | Works surprisingly well even in stills | | |
Style
Subject
Describe the subject in detail. Shape, size, how things are positioned.
Colors
Specify the desired dominant colors or mood board.
Materials
Viewing Distance
Extreme Long Shot
Very Long Shot
Long Shot/Wide Shot
Full Shot
Medium Long Shot
Medium Shot
Medium Close-up Shot
Close-up Shot
Extreme Close-up Shot
Viewing Angle
Focal Length
18mm : Super wide, capture a lot in the frame. Good for big landscapes or tight spaces. Adds depth and slight warping.
24mm : Versatile wide-angle view, great for portraits, street scenes, and landscapes. More background than a standard lens, less distortion and less warping.
35mm : Natural perspective closer to the human eye. Ideal for street photography or environmental portraits, where subjects interacts with their surroundings.
50mm : Standard and versatile. Very close to the human eye - natural and familiar feel.
85mm : Zooms in a bit, narrower view - flattering perspective for portraits. Minimizes distortion - popular choice for capturing people and food close-ups without warping the subject.
105mm : Telephoto - great for portrait photography, flattering look. Macro photography - shallow depth of field (blurry background) to isolate the subject.
135mm : Very narrow angle of view, nice magnification. last focal length for portrait photography - headshots with smooth blurry background.
200mm : Perfect for isolating subjects from a distance. Ideal for wildlife, sports, and astrophotography.
Special Lenses
Fisheye Lens : Super wide-angle, up to 180 degrees, bending the scene with a curved bubble effect. Trippy, distorted look.
Tilt-Shift Lens : Blur parts of the image, creating a “miniature effect” that makes giant buildings look tiny.
Lensbaby : Creative blur on most of the image and focus on a specific spot. Dreamy, magical effect.
Infrared Lens : Reveal things invisible to the naked eye. Alien-looking landscapes. Mysterious and otherworldly vibes.
Pinhole Lens : Soft photos with and a dreamlike quality. Experimental and back-to-basics approach to images.
Various
Short/Fast Shutter Speed : No blur, quick camera blink. Less light in, darker images. Good for catching splashes, jumps, or fast movements.
Slow/Long Shutter Speed : Blurry waterfalls, streaky city lights. Shutter stays open longer, capturing movement and light over time. Good for showing motion or starry night skies.
Wide Aperture : (low f-number between f/1.4 and f/5.6). Lots of light in with soft blur effect in the background, perfect for portraits or product pics.
Narrow Aperture : (high f-number, like f/11 or f/32). Less light in but everything in focus, from front to back. Perfect for landscapes, buildings, or scenes with lots of details.
Low ISO : (ISO 100 or 200) Perfect for bright scenes. Keep photo crisp and clear, no graininess.
High ISO : (ISO 800, 1600, or beyond) Capture images in darker environments, sometimes adds noise.