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AI Artist - Prompt Engineering

ai-artist

Write and optimize prompts for AI-generated outcomes across text and image models. Use when crafting prompts for LLMs (Claude, GPT, Gemini), image generators (Midjourney, DALL-E, Stable Diffusion, Imagen, Flux), or video generators (Veo, Runway). Covers prompt structure, style keywords, negative ...

SKILL.md

Full skill instructions

AI Artist - Prompt Engineering

Craft effective prompts for AI text and image generation models.

Core Principles

  1. Clarity - Be specific, avoid ambiguity
  2. Context - Set scene, role, constraints upfront
  3. Structure - Use consistent formatting (markdown, XML tags, delimiters)
  4. Iteration - Refine based on outputs, A/​B test variations

Quick Patterns

LLM Prompts (Claude/​GPT/​Gemini)

[Role] You are a {expert type} specializing in {domain}.
[Context] {Background information and constraints}
[Task] {Specific action to perform}
[Format] {Output structure - JSON, markdown, list, etc.}
[Examples] {1-3 few-shot examples if needed}

Image Generation (Midjourney/​DALL-E/​Stable Diffusion)

[Subject] {main subject with details}
[Style] {artistic style, medium, artist reference}
[Composition] {framing, angle, lighting}
[Quality] {resolution modifiers, rendering quality}
[Negative] {what to avoid - only if supported}

Example: Portrait of a cyberpunk hacker, neon lighting, cinematic composition, detailed face, 8k, artstation quality --ar 16:9 --style raw

References

Load for detailed guidance:

TopicFileDescription
LLMreferences/​llm-prompting.mdSystem prompts, few-shot, CoT, output formatting
Imagereferences/​image-prompting.mdStyle keywords, model syntax, negative prompts
Nano Bananareferences/​nano-banana.mdGemini image prompting, narrative style, multi-image input
Advancedreferences/​advanced-techniques.mdMeta-prompting, chaining, A/​B testing
Domain Indexreferences/​domain-patterns.mdUniversal pattern, links to domain files
Marketingreferences/​domain-marketing.mdHeadlines, product copy, emails, ads
Codereferences/​domain-code.mdFunctions, review, refactoring, debugging
Writingreferences/​domain-writing.mdStories, characters, dialogue, editing
Datareferences/​domain-data.mdExtraction, analysis, comparison

Model-Specific Tips

ModelKey Syntax
Midjourney--ar, --style, --chaos, --weird, --v 6.1
DALL-E 3Natural language, no parameters, HD quality option
Stable DiffusionWeighted tokens (word:1.2), LoRA, negative prompt
FluxNatural prompts, style mixing, --guidance
Imagen/​VeoDescriptive text, aspect ratio, style references

Anti-Patterns

  • Vague instructions ("make it better")
  • Conflicting constraints
  • Missing context for domain tasks
  • Over-prompting with redundant details
  • Ignoring model-specific strengths/​limits

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