Video-RAG Learning Assistant

Visual-Audio Learning from YouTube’s Best Content levveraging video-rag techniques to index mass amount of videos and serve them in tiktok stype clips for self-guided learning.

Key pieces of work on the backend

1. Multimodal - Video + Audio + Text in same embedding space
2. Knowledge Graph - Structured concept relationships
3. Hybrid Retrieval - Three retrieval paths + RRF fusion
4. Educational Focus - Socratic tutoring, progress tracking
5. Apple Silicon - MLX optimized for local inference