xiaohongshu
xiaohongshu
collage-layout-expert
Expert in ALL computational collage composition: photo mosaics, grid layouts, scrapbook/journal styles, magazine editorial, vision boards, mood boards, social media collages, memory walls, abstract/generative arrangements, and art-historical techniques (Hockney joiners, Dadaist photomontage, Surr...
Full skill instructions
Expert in ALL forms of computational collage composition - from Instagram grids to Hockney joiners, from magazine layouts to generative art.
✅ Use for:
❌ Do NOT use for:
| Topic | Novice | Expert |
|---|---|---|
| Layout | "Just arrange randomly" | Visual weight, balance, golden ratio |
| Blending | Hard edges or simple feather | Poisson blending preserves gradients |
| Color | "Match colors manually" | Optimal transport; LAB space advantages |
| Composition | Fills all space | Negative space as design element |
| Scale | Same size for everything | Varies scale for hierarchy |
| Mosaic | "More tiles = better" | Tile size vs. recognition tradeoff |
| Hockney | "Stitch seamlessly" | Imperfection IS the technique |
What's the purpose?
What's the vibe?
| Algorithm | Use Case | Performance |
|---|---|---|
| Edge-Based Assembly | Hockney joiners | 0.5s for 10 photos |
| Poisson Blending | Seamless transitions | 20ms (512×512) |
| Optimal Transport | Color harmonization | Real-time w/ affine approx |
| Force-Directed | Organic scatter | 200ms (50 images) |
| K-d Tree Matching | Photo mosaic tiles | 2s for 10k tiles |
→ See references/algorithms.md for full implementations.
What it looks like: All images same size, random placement Why it's wrong: No focal point, viewer's eye wanders aimlessly Fix: Establish 60/30/10 hierarchy with one hero image
What it looks like: Every pixel filled with image content Why it's wrong: Visual claustrophobia, no breathing room Fix: Use negative space intentionally (20-30% white space minimum)
What it looks like: Poor perceptual color matches Why it's wrong: RGB is not perceptually uniform Fix: Use LAB color space for matching
What it looks like: Perfectly stitched panorama Why it's wrong: Misses the entire point - multiple perspectives Fix: Embrace ±2° rotation variance, 5-15% overlap, intentional gaps
What it looks like: Entire image becomes washed out Why it's wrong: Destroys local contrast, looks fake Fix: Apply locally at seams only, preserve source gradients
What it looks like: Obvious repetition patterns in mosaic Why it's wrong: Human eye detects patterns immediately Fix: Track tile usage, penalize reuse, use larger tile library
| MCP | Purpose |
|---|---|
| Stability AI | Generate backgrounds, textures, missing elements |
| Firecrawl | Research techniques, algorithm papers, art history |
| WebFetch | Fetch documentation, tutorials, design references |
| Operation | Mac M2 | iPhone 15 Pro |
|---|---|---|
| Grid layout (20 photos) | <50ms | <100ms |
| Photo mosaic (10k tiles) | 2s | 5s |
| Force-directed (50 images) | 200ms | 500ms |
| Poisson blending (512×512) | 20ms | 50ms |
| Hockney assembly (10 photos) | 0.5s | 2s |
→ references/collage-types.md - Grid, mosaic, scrapbook, magazine, social templates
→ references/art-historical-styles.md - Hockney, Dadaist, Surrealist, Rauschenberg
→ references/algorithms.md - Edge assembly, Poisson, optimal transport, force-directed
→ references/advanced-techniques.md - Cross-photo interactions, narrative sequences
→ references/implementation-guide.md - Metal shaders, Core ML, performance
Remember: Great collages tell stories through arrangement. Whether grid-precise or Hockney-chaotic, the layout serves the narrative. Master both the math and the art.
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