Prompt Engineering Skill
This skill provides patterns and techniques for crafting effective prompts for AI content generation.
Core Philosophy: Performance-First
The recommended approach is Performance-First (hallucination-based):
mermaid
graph LR
A[Generate with vague prompt] --> B[Listen/Watch outputs]
B --> C[Choose best performance]
C --> D[Write precise prompt to match]
D --> E[Refine if needed]
This works better than writing detailed prompts upfront because:
- •AI often produces surprising creative results
- •You can match prompt to what sounds/looks good
- •Iteration is faster than perfecting prompts blind
Music Prompt Patterns
Structure Tag Format (MiniMax/Suno/Udio)
code
[Genre/Style] [Instrumentation Tags] [Production Quality Tags] Descriptive mood sentence
Weighted Prompt Format (Lyria)
code
Primary style description, secondary element, tertiary element
Lyria interprets natural language; avoid square brackets.
Effective Keywords by Genre
| Genre | Keywords |
|---|---|
| Jazz | walking bass, brushed drums, Rhodes piano, swing feel |
| Blues | delta, slide guitar, 12-bar, raw, vintage amplifier |
| Cinematic | orchestral, sweeping strings, timpani, film score |
| Electronic | synthesizer, 808, sidechain, drop, build-up |
| Lo-fi | vinyl crackle, dusty, tape saturation, mellow |
Video Prompt Patterns
Scene Description Formula
code
[Subject] [Action] [Setting] [Lighting Condition] [Camera Movement] [Visual Style]
Example Breakdown
code
A solitary astronaut floats in a space station # Subject + Action + Setting soft Earth-glow lighting, reflective visor # Lighting slow push-in camera movement # Camera Interstellar inspired, 4K film grain # Style
Camera Keywords Cheat Sheet
| Movement | Effect |
|---|---|
| push-in / dolly in | Building tension |
| pull-out / dolly out | Reveal context |
| tracking / follow | Dynamic connection |
| pan / tilt | Survey scene |
| crane / jib | Dramatic scale |
| handheld | Documentary feel |
| steadicam | Smooth following |
| static / locked | Contemplative |
Lighting Keywords
- •golden hour: Warm, directional
- •blue hour: Cool, moody
- •rim light: Subject definition
- •soft box: Studio quality
- •natural: Documentary authentic
- •neon: Cyberpunk aesthetic
- •volumetric: Atmospheric fog/rays
Anti-Patterns to Avoid
❌ Over-specification
code
# Too rigid - AI has no creative room "Exactly 4 violins playing C major chord at 120dB"
❌ Conflicting instructions
code
# Contradictory styles "Upbeat melancholy fast-paced relaxing track"
❌ Negative prompts (usually don't work)
code
# Avoid negatives "No drums, no bass, no guitars"
✅ Better approach
code
# Clear positive direction "Solo piano, minimalist, sparse arrangement, ambient"
Iteration Strategy
- •Start broad: "Jazz piano trio"
- •Add specifics: "Cool jazz piano trio, late night feel"
- •Add production: "Cool jazz piano trio, late night, vinyl warmth, Rudy Van Gelder style"
- •Lock winning elements: Keep what works, vary what doesn't
Provider-Specific Tips
Lyria
- •Shorter prompts often work better
- •Temperature controls variation (higher = more creative)
- •BPM is respected accurately
MiniMax
- •Structure tags [Verse], [Chorus] work well
- •Reference audio URL provides style transfer
- •Longer prompts with detail work fine
Veo
- •Cinematic keywords improve quality
- •Aspect ratio affects composition framing
- •Action verbs produce better motion
Kling
- •Highly detailed prompts work best
- •Longer generations (10s) often better than 5s
- •Camera movement keywords are respected