skills/cloudai-x/world-labs-skills/world-labs-text-prompt

world-labs-text-prompt

SKILL.md

World Labs Text Prompting

Text prompts are the simplest way to generate 3D worlds. Describe a location in natural language, and the model creates an immersive environment.

Quick Reference

  • Max length: 2,000 characters
  • Cost: 1,580 credits (plus) / 230 credits (mini)
  • Generation time: ~5 min (plus) / ~30-45 sec (mini)

Official Example

From World Labs documentation:

A warm, rustic cabin living room with a glowing stone fireplace, cozy leather sofa, wooden beams, and large windows overlooking a snowy forest.

Prompt Structure

Effective prompts describe a location with:

[Setting/Location] + [Materials/Textures] + [Lighting/Atmosphere] + [Environmental Context]

Components

  1. Setting: The primary location type (cabin, temple, alley, forest)
  2. Materials: Specific textures (rustic wood, polished marble, weathered stone)
  3. Lighting: Light sources and quality (glowing, warm, flickering, dusk)
  4. Context: Surrounding environment (overlooking forest, narrow corridor)

Style Descriptors

Lighting Keywords

Keyword Effect
glowing Soft emissive light sources
warm Cozy, orange-tinted lighting
flickering Dynamic light suggestion
dusk / dawn Transitional daylight
neon-lit Vibrant artificial lighting
candlelit Intimate, warm glow
moonlit Cool, ethereal nighttime

Atmosphere Keywords

Keyword Effect
cozy Intimate, inviting feel
atmospheric Mood-heavy, immersive
misty / foggy Depth, mystery
dusty Age, particles
puddles Wet surfaces, reflections
snowy Winter atmosphere

Material Keywords

Keyword Effect
rustic Natural, aged wood
polished Reflective, clean surfaces
weathered Worn, aged textures
mossy Organic growth
metallic Industrial surfaces
leather Furniture textures

Style Keywords

Keyword Effect
sci-fi Futuristic elements
fantasy Magical, otherworldly
modern Contemporary design
vintage Period aesthetics
immersive Full environmental feel

Best Practices

DO

Focus on location: "A cabin living room" not "a picture of a cabin" ✅ Be specific about materials: "glowing stone fireplace" not just "fireplace" ✅ Include spatial context: "large windows overlooking a snowy forest" ✅ Add atmosphere: "warm, cozy, flickering light" ✅ Use concrete details: "wooden beams, leather sofa"

DON'T

Describe people or animals as main subjects ❌ Use vague adjectives: "nice", "beautiful", "amazing" ❌ Request camera angles: handled in Studio, not generation ❌ Contradict styles: "futuristic medieval" confuses the model ❌ Exceed 2,000 characters: prompts are truncated

Example Prompts

Cyberpunk Alley

A cozy sci-fi alley at dusk, flickering neon signs, puddles reflecting colorful lights, narrow corridor between tall buildings, steam rising from vents, cables overhead

Hidden Temple

A mossy ancient temple hidden in a jungle, neon lanterns casting warm pools of light, stone pillars covered in vines, shallow reflecting pool in the center, mysterious and serene atmosphere

Cozy Interior

A warm coffee shop interior on a rainy day, exposed brick walls, wooden tables, rain-streaked windows overlooking a city street, Edison bulbs casting warm light, bookshelves along one wall, leather seating

Natural Landscape

A dramatic coastal cliff at golden hour, crashing waves against ancient rock formations, wild grass swaying in the wind, salt spray catching sunlight, moody clouds on the horizon

API Usage

{
  "model": "Marble 0.1-plus",
  "world_prompt": {
    "type": "text",
    "text_prompt": "A warm, rustic cabin living room with a glowing stone fireplace, cozy leather sofa, wooden beams, and large windows overlooking a snowy forest.",
    "disable_recaption": false
  }
}

Parameters

Parameter Type Description
text_prompt string Your location description (max 2,000 chars)
disable_recaption boolean If true, uses your prompt exactly; if false, model may enhance/clarify

Iteration Tips

  1. Start with mini: Use Marble 0.1-mini for quick iterations (230 credits, ~30 sec)
  2. Refine prompts: Adjust based on results
  3. Final generation: Use Marble 0.1-plus for production quality (1,580 credits, ~5 min)

Combining with Images

Text prompts can accompany image inputs to guide interpretation:

{
  "model": "Marble 0.1-plus",
  "world_prompt": {
    "type": "image",
    "image_prompt": {
      "source": "media_asset",
      "media_asset_id": "your-media-asset-id"
    },
    "text_prompt": "Transform into a mystical nighttime scene with aurora borealis"
  }
}

When combined with images:

  • Text guides the model's interpretation of ambiguous areas
  • Can shift lighting, atmosphere, or style
  • If omitted, model auto-generates a caption

Related Skills

  • world-labs-api - API integration details
  • world-labs-image-prompt - Single image input
  • world-labs-studio - Camera animation and recording
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