gpt-taste
gpt taste
flux-kontext-prompt-engineer
Expert prompt engineering for FLUX.1 Kontext image generation and editing. Use when users request AI image generation, image editing, style transformations, or visual content modifications. This skill covers both text-to-image generation and image-to-image editing capabilities.
Full skill instructions
Expert prompt engineering for FLUX.1 Kontext image generation and editing. Use when users request AI image generation, image editing, style transformations, or visual content modifications. This skill covers both text-to-image generation and image-to-image editing capabilities.
Trigger this skill when users ask for:
Create images from scratch using text prompts with strong prompt adherence and fast generation.
Key Features:
Edit existing images with simple text instructions while preserving unmentioned elements.
Key Features:
Maintain character identity across multiple edits and transformations.
Key Features:
Replace text in signs, posters, labels while maintaining original styling.
Key Features:
Transform images into different artistic styles or apply reference image styles.
Key Features:
Be Specific: Precise language yields better results
Start Simple: Begin with core changes before adding complexity
Preserve Intentionally: Explicitly state what should remain unchanged
Name Subjects Directly: Use specific descriptors instead of pronouns
Maximum Token Limit: 512 tokens per prompt
For straightforward modifications where style changes are acceptable.
Example: "Change to daytime" Risk: May alter the style of the input image
For modifications that should maintain the original style.
Example: "Change to daytime while maintaining the same style of the painting" Benefit: Results closely match input image style
For multiple modifications with detailed instructions.
Example: "Change the setting to daytime, add a lot of people walking the sidewalk while maintaining the same style of the painting" Best Practice: Add as many details as possible as long as instructions per edit aren't too complicated
Components to Include:
Example Prompt Breakdown:
"A cute round rusted robot repairing a classic pickup truck, colourful,
futuristic, vibrant glow, van gogh style"
- Subject: cute round rusted robot
- Action: repairing a classic pickup truck
- Style: van gogh style
- Details: colourful, futuristic, vibrant glow
Artistic Styles:
Technical Descriptors:
Mood & Atmosphere:
For straightforward changes like color, size, or simple replacements.
Prompt Structure: "[Action] [object] to [new state]"
Examples:
Framework:
Examples:
When you have a style reference image, use prompts like: "Using this style, [describe the scene you want to create]"
Example: "Using this style, a bunny, a dog and a cat are having a tea party seated around a small white table"
To maintain the same character across edits:
Establish the Reference: Clearly identify your character
Specify the Transformation: Clearly state what's changing
Preserve Identity Markers: Explicitly mention what should remain
Common Mistake: Using vague references like "her" instead of "The woman with short black hair"
Prompt Structure: Replace '[original text]' with '[new text]'
Best Practices:
Examples:
Use bright coloured boxes in the input image to mark areas for targeted editing.
Example: "Add hats in the boxes"
Benefits:
Note: Annotation boxes are automatically removed in the output
For dramatic transformations, work in steps:
Example Sequence:
Problem: Character looks different after transformation
Solutions:
Why It Happens: The verb "transform" without qualifiers signals complete change. Use more specific verbs when you want to maintain aspects.
Problem: Subject position, scale, or pose changes unexpectedly
Solutions:
Why It Happens: Vague instructions leave interpretation open. The model might adjust framing to match typical compositions for the new setting.
Problem: Style changes inconsistently or loses important elements
Solutions:
Why It Happens: Simple style prompts don't provide enough guidance on what to preserve during transformation.
If the model changes elements you want unchanged:
Endpoint: /v1/flux-kontext-pro
Required Parameters:
prompt: Text description of desired imageOptional Parameters:
aspect_ratio: "1:1" (default), supports 3:7 to 7:3seed: For reproducibilityprompt_upsampling: Enhance prompt (default: false)safety_tolerance: 0 (strict) to 6 (permissive), default: 2output_format: "jpeg" (default) or "png"Endpoint: /v1/flux-kontext-pro
Required Parameters:
prompt: Text description of editinput_image: Base64 encoded image (up to 20MB or 20 megapixels)Optional Parameters: Same as text-to-image
Important:
aspect_ratio to override default behaviourUser: "I have a yellow car, make it red"
Assistant approach:
1. Acknowledge the task
2. Prepare simple, direct prompt: "Change the car color to red"
3. No need for complex instructions
4. Process with input image + prompt
User: "Turn this photo into a watercolour painting"
Assistant approach:
1. Acknowledge the task
2. Create detailed prompt: "Transform to watercolour painting with fluid brush strokes, soft color transitions, and visible paper texture while maintaining the original composition and subject positioning"
3. Explain that style will change but composition will be preserved
4. Process with input image + prompt
User: "Take this photo of me and put me on a beach, then in the snow"
Assistant approach:
1. First edit - precise positioning: "Change the background to a beach while keeping the person in the exact same position, scale, and pose. Maintain identical subject placement, camera angle, framing, and perspective"
2. Second edit - use output of first as input: "Change the environment to a snowy winter scene, everything is covered in snow, while maintaining the person's exact position, features, and pose"
3. Emphasise character features stay consistent
User: "Change the sign from 'Open' to 'Closed'"
Assistant approach:
1. Acknowledge the task
2. Use quotation mark format: "Replace 'Open' with 'Closed'"
3. Optional preservation: "Replace 'Open' with 'Closed' while maintaining the same font style, color, and size"
4. Process with input image + prompt
User: "Make this painting daytime and add people"
Assistant approach:
1. Acknowledge complexity
2. Create detailed prompt: "Change the setting to daytime, add a lot of people walking the sidewalk while maintaining the same style of the painting"
3. Include as many details as possible
4. Process with input image + prompt
5. May suggest iterative approach if too complex
Maximum prompt length: 512 tokens
Keep prompts concise while being specific. If approaching limit, prioritise:
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