Fixed chatbot bubble generation bug

New models chosen and rag docs updated

Attention refactor, better categorization and explanation

Chatbot improvements: UI cleaning, chat streaming, typing animation, and better markdown formatting

Add 30 RAG documents for chatbot knowledge base

cleanup stuff

feat: Add AI chatbot with Gemini integration and RAG support