Add thesis system design and MCP architecture document.

Intial commit before MCP

stable multimodal supabase ingestion

stable multimodal supabase ingestion milestone

Add endpoint to list all extracted images new

Add endpoint to list all extracted images

Guarantee image return in multimodal RAG

Changed to get image path

Fix outputs directory for HF runtime

Add langchain-huggingface for embedding factory

Fix NumPy <2 for ChromaDB compatibility

Make requirements HF-compatible-new1

Make requirements HF-compatible-new

Make requirements HF-compatible

Fix HF build dependencies

Add HF Space configuration

Fix HF persistent storage paths

initial commit