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+# AI Multimodal Integration for Frontend Design
+
+Entry point for using the `ck:ai-multimodal` skill to generate and analyze visual assets that align with frontend design thinking and aesthetic guidelines.
+
+## When to Use
+
+Use `ck:ai-multimodal` in frontend design when you need to:
+
+**Asset Generation**:
+- Generate hero images, background assets, decorative elements
+- Create placeholder images with specific aesthetic qualities
+- Produce marketing visuals that match UI design language
+- Generate icon sets, illustrations, or graphic elements
+- Create texture overlays, gradient meshes, or background patterns
+- Prototype visual concepts before implementing in code
+
+**Visual Analysis**:
+- Analyze generated assets to verify they meet design standards
+- Compare multiple variations objectively with ratings
+- Extract exact color palettes with hex codes for implementation
+- Test assets with UI overlays for readability and contrast
+
+**Design Extraction**:
+- Extract design guidelines from existing images or videos
+- Analyze competitor designs to understand their approach
+- Reverse-engineer design systems from inspiration screenshots
+- Create documented guidelines based on visual analysis
+- Establish consistent aesthetic direction from references
+
+## Core Principles
+
+### 1. Design-Driven Generation
+**NEVER** generate generic AI imagery. Every asset must align with:
+- The chosen aesthetic direction (brutalism, maximalism, retro-futurism, etc.)
+- Typography system and visual hierarchy
+- Color palette and theme consistency
+- Overall design story and purpose
+
+### 2. Contextual Asset Creation
+Assets aren't standalone—they're part of a cohesive interface. Consider:
+- **Purpose**: Hero image vs. background texture vs. decorative element
+- **Integration**: How it interacts with overlaid text, buttons, forms
+- **Technical constraints**: File size, aspect ratio, responsive behavior
+- **Accessibility**: Color contrast, text readability, decorative vs. informative
+
+### 3. Analysis is Mandatory
+Never integrate assets without comprehensive analysis:
+- Score quality objectively (1-10 scale, minimum 7/10)
+- Extract specific values: hex codes, not "blue"; px sizes, not "large"
+- Compare multiple variations before deciding
+- Test with UI overlays, not in isolation
+
+### 4. Learn from Excellence
+Extract design systems systematically from high-quality references:
+- Analyze 3-5 screens to identify patterns
+- Document actionably with CSS variables and exact values
+- Validate predictions (fonts, colors) manually
+- Adapt principles contextually, don't copy blindly
+
+## Workflow Quick Reference
+
+### For Asset Generation
+**See**: `asset-generation.md`
+
+1. Define design context (aesthetic, colors, typography, tone)
+2. Craft design-driven prompts (not generic)
+3. Generate with appropriate Imagen 4 model
+4. Analyze and verify quality (score ≥ 7/10)
+5. Iterate or integrate based on results
+
+**Models**: imagen-4.0-generate-001 (standard), imagen-4.0-ultra-generate-001 (production), imagen-4.0-fast-generate-001 (iteration)
+
+### For Visual Analysis
+**See**: `visual-analysis.md`
+
+1. Define evaluation criteria (context-specific)
+2. Run comprehensive analysis with structured prompts
+3. Compare multiple variations objectively
+4. Extract color palettes with hex codes
+5. Test integration with UI elements
+
+**Model**: gemini-2.5-flash (vision understanding)
+
+### For Design Extraction
+**See**: `design-extraction.md`
+
+1. Capture high-quality reference screenshots
+2. Extract comprehensive design elements systematically
+3. Analyze multiple screens for consistent patterns
+4. Extract motion guidelines from videos (if applicable)
+5. Document actionably with CSS-ready specifications
+
+**Model**: gemini-2.5-flash (vision understanding)
+
+## Integration with Other Skills
+
+### With `aesthetic` Skill
+Use `aesthetic` for overall design system guidance and quality evaluation framework. Then use `ck:frontend-design` with `ck:ai-multimodal` for asset generation and analysis that follows those guidelines.
+
+### With `ck:chrome-devtools` Skill
+Use `ck:chrome-devtools` to capture full-screen screenshots from inspiration websites for design extraction. Capture at actual viewport size, not full-page scrolls.
+
+### With `ui-styling` Skill
+Generate and analyze assets first, then implement using shadcn/ui + Tailwind with colors/styles that complement the generated imagery.
+
+### With `web-frameworks` Skill
+Optimize generated assets for Next.js App Router: image optimization, responsive images, lazy loading.
+
+### With `ck:media-processing` Skill
+Post-process generated assets: resize, compress, add filters, create compositions using FFmpeg/ImageMagick.
+
+## Navigation
+
+**Detailed Workflows**:
+- `asset-generation.md` - Complete generation workflow with prompt strategies
+- `visual-analysis.md` - Analysis and verification workflow
+- `design-extraction.md` - Extract guidelines from existing designs
+
+**Additional Resources**:
+- `technical-guide.md` - File optimization, examples, checklists, common pitfalls
+- `animejs.md` - Animation implementation for frontend
+
+## Quick Commands
+
+**Generate asset**:
+```bash
+python scripts/gemini_batch_process.py \
+  --task generate \
+  --prompt "[design-driven prompt]" \
+  --output docs/assets/[name] \
+  --model imagen-4.0-generate-001 \
+  --aspect-ratio 16:9
+```
+
+**Analyze asset**:
+```bash
+python scripts/gemini_batch_process.py \
+  --files docs/assets/[image].png \
+  --task analyze \
+  --prompt "[evaluation criteria]" \
+  --output docs/assets/analysis.md \
+  --model gemini-2.5-flash
+```
+
+**Extract design guidelines**:
+```bash
+python scripts/gemini_batch_process.py \
+  --files docs/inspiration/[reference].png \
+  --task analyze \
+  --prompt "[extraction criteria from design-extraction.md]" \
+  --output docs/design-guidelines/extracted.md \
+  --model gemini-2.5-flash
+```
+
+## Remember
+
+1. **Design First, Generate Second**: Start with design thinking, not generation capabilities
+2. **Context is King**: Every asset serves the interface, not itself
+3. **Iterate Ruthlessly**: First generation is rarely final—evaluate and refine
+4. **Analysis is Mandatory**: Never integrate without comprehensive verification (≥7/10)
+5. **Demand Specifics**: Hex codes not "blue", px not "large", ms not "fast"
+6. **Learn from Excellence**: Extract design systems from high-quality references systematically
+7. **Adapt, Don't Copy**: Understand principles, apply contextually to your unique design
+
+Generate assets that elevate frontend design, maintain aesthetic consistency, and serve user experience—never generic, always contextual.