A complete fullstack application for multimodal AI featuring image + text embeddings, hybrid search, and RAG capabilities. Built with modern technologies and professional architecture.

• Multimodal Embeddings: Generate embeddings from both text and images
• Vision Transformers: State-of-the-art image understanding with ViT models
• Sentence Transformers: Advanced text embeddings
• Hybrid RAG: Combined text + image retrieval augmented generation
• Vector Similarity Search: Find similar content using cosine similarity

• Beautiful UI: Gradient designs with Tailwind CSS
• Three Main Interfaces: Embeddings, Search, and RAG Chat
• Drag & Drop: Easy file uploads with preview
• Real-time Updates: Live search results and AI responses
• Responsive Design: Works perfectly on all devices
• Type Safety: Full TypeScript implementation

• FastAPI: Modern, fast web framework
• ChromaDB: Vector database for efficient similarity search
• Professional Architecture: Clean service-based architecture
• Comprehensive API: RESTful endpoints with OpenAPI documentation
• Error Handling: Robust error handling and logging "