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Effective image prompts combine clear subject descriptions, style keywords, and technical parameters. Structure your prompt with a role or context, describe the scene or object, add style modifiers (e.g., 'cinematic lighting', 'photorealistic'), specify format details (aspect ratio, resolution), and use negative prompts to exclude unwanted elements. Iterative refinement—testing variations and adjusting keywords—speeds up reaching your desired output.

LLM prompts (Claude, GPT, Gemini) prioritize instruction clarity, context, and reasoning structure using techniques like chain-of-thought and few-shot examples. Image and video prompts (Midjourney, DALL-E, Veo, Runway) emphasize visual descriptors, style keywords, and technical parameters like resolution and aspect ratio. Both benefit from domain-specific patterns—marketing, code, or creative writing—tailored to their output type.

Multi-model compatibility requires adapting prompts to each platform's strengths and syntax. While core ideas transfer, image generators need visual keywords and aspect ratios; LLMs need logical structure; video tools need temporal descriptions. This Skill covers standardized prompt templates and patterns that translate across Claude, GPT, Gemini, Midjourney, DALL-E, Stable Diffusion, Imagen, Flux, Veo, and Runway with minimal adjustment.

Iterative refinement involves testing a prompt, analyzing the output, adjusting keywords or structure, and re-running. Techniques include refining style descriptors, applying chain-of-thought reasoning for LLMs, adding or removing negative prompts for images, and testing few-shot examples. Domain-specific patterns for marketing, code, or creative writing accelerate convergence to your target result.

Implement PII checks to avoid leaking sensitive data, output filtering to remove harmful content, and jailbreak prevention to maintain intended behavior. These controls protect both your data and model outputs, especially when using prompts in production workflows or handling customer information.

Prompt structure follows learnable patterns—role-based framing, clear formatting, style keywords, and refinement techniques—rather than requiring deep technical expertise. This Skill teaches standardized templates and domain patterns for marketing, code, and creative writing so you can start crafting optimized prompts immediately without guesswork.