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# Technical Guide Overview
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Technical considerations and best practices for AI multimodal integration in frontend design.
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## Quick Reference
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### File Optimization
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```bash
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python scripts/media_optimizer.py \
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--input docs/assets/hero-image.png \
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--output docs/assets/hero-optimized.webp \
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--quality 85
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```
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### Format Selection
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- **WebP**: Best for web, 25-35% smaller than PNG, wide browser support
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- **AVIF**: Cutting edge, 50% smaller than WebP, limited support
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- **PNG**: Lossless, large file size, use for transparency
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- **JPEG**: Lossy, smaller than PNG, photos without transparency
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### Responsive Variants
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```bash
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# Desktop hero (16:9)
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--aspect-ratio 16:9
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# Mobile hero (9:16 or 3:4)
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--aspect-ratio 9:16
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# Square cards (1:1)
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--aspect-ratio 1:1
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```
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## Detailed References
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- `technical-accessibility.md` - WCAG compliance, contrast checks, alt text
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- `technical-workflows.md` - Complete pipeline examples
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- `technical-best-practices.md` - Checklists, quality gates
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- `technical-optimization.md` - Cost strategies, model selection
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## Quick Commands
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```bash
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# Generate (standard quality)
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python scripts/gemini_batch_process.py --task generate \
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--prompt "[design-driven prompt]" \
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--output docs/assets/[name] \
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--model imagen-4.0-generate-001 \
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--aspect-ratio 16:9
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# Analyze
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python scripts/gemini_batch_process.py --files docs/assets/[image].png \
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--task analyze \
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--prompt "[evaluation criteria]" \
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--output docs/assets/analysis.md \
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--model gemini-2.5-flash
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# Optimize
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python scripts/media_optimizer.py \
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--input docs/assets/[image].png \
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--output docs/assets/[image].webp \
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--quality 85
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# Extract colors
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python scripts/gemini_batch_process.py --files docs/assets/[image].png \
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--task analyze \
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--prompt "Extract 5-8 dominant colors with hex codes. Classify as primary/accent/neutral." \
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--output docs/assets/color-palette.md \
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--model gemini-2.5-flash
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```
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## Responsive Image Strategies
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**Art Direction (different crops)**:
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```html
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<picture>
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<source media="(min-width: 768px)" srcset="hero-desktop.webp">
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<source media="(max-width: 767px)" srcset="hero-mobile.webp">
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<img src="hero-desktop.jpg" alt="Hero image">
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</picture>
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```
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**Resolution Switching (same crop, different sizes)**:
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```html
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<img
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srcset="hero-400w.webp 400w, hero-800w.webp 800w, hero-1200w.webp 1200w"
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sizes="(max-width: 600px) 400px, (max-width: 1000px) 800px, 1200px"
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src="hero-800w.jpg"
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alt="Hero image"
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/>
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```
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