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Mastering AI Image & Video Prompting
SEC 5: ADVANCED TECHNIQUES & PROFESSIONAL DEVELOPMENT
Fine-Tune Your Results with Expert Methods
Today we explore sophisticated techniques that professional prompt engineers use to achieve precise control over AI outputs.
1. Prompt Weighting
Different AI tools offer ways to emphasize or de-emphasize certain elements in your prompt:
MidJourney Weighting:
Use double colons (::) followed by a number
Example:
a forest landscape::2 with a small cabin::0.5
This makes the forest twice as important and the cabin half as important
Stable Diffusion Weighting:
Use parentheses with weight values
Example:
(detailed clouds:1.3) in a (sunset sky:1.2) over a (mountain:0.8)
Values over 1.0 increase importance, under 1.0 decrease importance
When to use weighting:
When certain elements are being ignored or dominated
To emphasize style over content (or vice versa)
To balance multiple competing elements
Example weighted prompt:
A (detailed portrait:1.3) of a (young woman:1.1) with (flowing red hair:1.2) wearing (simple white dress:0.8) in a (meadow:0.7) with (wildflowers:0.9)
This prioritizes the portrait details and hair while reducing emphasis on the clothing and setting.
2. Negative Prompts
Negative prompts tell the AI what to avoid, helping eliminate common problems:
Common negative prompt elements:
Technical flaws:
blurry, pixelated, low quality, jpeg artifacts
Anatomical issues:
deformed hands, extra fingers, bad anatomy, disfigured
Unwanted elements:
text, watermark, signature, frame, border
Style avoidance:
cartoon, anime, painting
(when you want photorealism)
Example negative prompt for a portrait:
🎨 Prompt:
A majestic fantasy warrior dog, a white and silver Labrador-Golden Retriever mix, standing heroically in a glowing forest at sunset. The dog is upright on two legs, wearing ornate, detailed silver armor with intricate engravings, a flowing deep blue cape, and holding a glowing sword with runes etched into the blade. The atmosphere is cinematic, with golden light filtering through the trees and casting dramatic shadows. Realistic textures on fur and armor, with high detail and lifelike proportions. The style is realistic fantasy, with a touch of epic grandeur.
🚫 Negative prompt:
deformed iris, asymmetric eyes, extra fingers, fewer fingers, bad hands, missing limbs, text, watermark, signature, blurry, unrealistic proportions, bad anatomy, oversaturated colors, mutated features, poorly rendered paws, disfigured muzzle, distorted body

How to use negative prompts:
In Stable Diffusion: Enter in the negative prompt field
In DALL·E 3: Add "Please don't include [unwanted elements]"
In MidJourney: Use --no parameter (e.g., --no text, --no hands)
3. Multi-Modal Prompting
Combining text with reference images for greater control:
Image-to-Image techniques:
Reference images for style: "Create in the style of this image: [image]"
Reference images for composition: "Use this layout but change the subject to [new subject]"
Reference images for pose: "Keep this pose but change the setting to [new setting]"
Advanced applications:
Providing a rough sketch for layout guidance
Using a color palette image to define the color scheme
Supplying a mood board of multiple reference images
Example multi-modal workflow:
Find a reference image with your desired composition
Write a detailed text prompt describing your vision
Use both together, instructing the AI to "maintain the composition of the reference but apply my text description"
4. Iterative Refinement
Professional results often come from multiple rounds of generation and refinement:
Inpainting process:
Generate an initial image
Identify problematic areas (e.g., distorted hands)
Mask/erase just that area
Provide a focused prompt for that section (e.g., "realistic human hand holding a cup")
AI regenerates only the masked area while preserving the rest
Outpainting process:
Generate a core image
Expand the canvas in your desired direction
Prompt the AI to extend the scene (e.g., "continue the forest landscape to the left")
Progressive enhancement:
Start with a basic prompt for composition
Use the result as a reference image
Add more detailed prompts in subsequent generations
Refine specific elements with targeted prompts
Today's Exercise: Take your best prompt so far and enhance it using at least one advanced control technique.
Example with multiple techniques:
Basic prompt:
A portrait of a woman in a garden
Enhanced with weighting and negative prompting:
A (photorealistic portrait:1.4) of a (young woman:1.2) with (gentle smile:1.1) and (flowing brown hair:1.3) in a (botanical garden:0.9) with (soft bokeh:1.1) and (dappled sunlight:1.2) Negative prompt: deformed eyes, extra fingers, bad hands, blurry, unrealistic skin, text, watermark, oversaturated, bad anatomy

Resources & Professional Development
Subject: Your Continued Journey to Mastery
Congratulations on completing this comprehensive course! Today we'll explore resources for continued growth and provide strategies for developing your unique prompt engineering style.
Community Resources
Forums & Social Platforms:
Reddit communities: r/StableDiffusion, r/MidJourneyAI, r/AIArt
Discord servers: MidJourney official, DALL·E, Stable Diffusion WebUI
Twitter/Instagram: Follow hashtags like #AIArt, #StableDiffusion, #MidJourney
Learning Platforms:
YouTube channels: Learn valuable techniques from creators like:
"Olivio Sarikas" for Stable Diffusion tutorials
"Nick St. Pierre" for MidJourney masterclasses
"AI Revolution" for latest model reviews
Prompt Libraries & Galleries:
PromptHero: Search engine for successful prompts across multiple AI tools
Lexica.art: Searchable gallery of Stable Diffusion images with their prompts
MidJourney Showcase: Official collection of outstanding examples
Developing Your Professional Workflow
Creating a Personal Prompt Library:
Keep a document or spreadsheet of your successful prompts
Organize by categories (portraits, landscapes, concepts, etc.)
Note which techniques worked best for specific outcomes
Project-Based Approach:
Define clear visual goals before starting
Break complex images into manageable components
Document your process for future reference and improvement
Iterative Method for Professional Results:
Start with composition prompt (basic scene setup)
Refine with style and mood elements
Add technical specifications for quality
Apply negative prompts to eliminate problems
Use inpainting for targeted fixes
Final polish with post-processing if needed
Ethical Considerations
As you develop your skills, remember these important ethical guidelines:
Respect copyright and artist styles (avoid directly copying living artists)
Consider the implications of realistic human images (consent, privacy)
Be transparent about AI-generated content when sharing commercially
Use content warnings when generating potentially sensitive imagery
Final Challenge: Create Your Masterpiece
Today's Exercise: Create your most ambitious prompt yet, incorporating elements from every lesson in this course.
Example comprehensive prompt:
A cinematic portrait of an elderly Japanese master swordsmith in his traditional forge, captured with an 85mm lens at f/2.0 aperture. Dramatic side lighting from the glowing forge fire creates strong Rembrandt lighting pattern on his concentrated face, with sparks from hammering visible in midair. Deep shadows transitioning to warm highlights, with a complementary color palette of orange firelight against teal-blue shadows. Extreme detail showing the texture of his weathered hands, the Damascus patterns on the blade, and beads of sweat reflecting the firelight. Rule of thirds composition with the smith positioned on the right vertical line, with foreground elements of tools creating depth. Photorealistic style with subtle film grain texture reminiscent of Kodak Portra 800, shot in 8K resolution. Negative prompt: deformed hands, unrealistic anatomy, blurry, extra fingers, anime style, cartoon, oversaturated colors, text, watermark, bad proportions.

Continuing Your Journey
This five part course has given you a solid foundation, but prompt engineering is an evolving art. Here are ways to keep growing:
Daily practice: Set creative challenges to strengthen different skills
Analyze great prompts: Reverse-engineer impressive AI art you find online
Experiment with new models: Each AI update brings new capabilities
Share your work: Get feedback from the community to refine your approach
Teach others: Explaining techniques helps solidify your own understanding
Remember: The most powerful prompts combine technical precision with creative vision. As AI models evolve, your prompting skills will become an increasingly valuable creative asset!