feat(demo): add interactive demos and self-learning examples

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Interactive Demos:
- Similarity Search: Click image to find similar ones
- Motion Detection: Real-time scene change via embeddings
- A/B Comparison: Side-by-side image comparison
- Batch Processor: Process up to 20 images at once
- Embedding Explorer: Visualize 512-dim features with stats
- Anomaly Detection: Find outlier images in a set

Self-Learning Code Examples:
- Self-Learning System: Adaptive classifier with feedback loop
- Incremental Learning: Online learning without forgetting
- Few-Shot Learning: Learn from 1-5 examples per class
- Image Retrieval: Searchable image database
- Content Moderation: Flag similar inappropriate content
- Visual Recommendations: Recommend similar items
- Video Keyframes: Extract unique frames

Co-Authored-By: claude-flow <ruv@ruv.net>

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Reuven 2026-03-11 18:26:21 -04:00

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