Implement Core Reasoning Logic & Tool Integration

Implement the LangGraph nodes, connecting them with conditional edges. Specifically, integrate Gemini 2.5 Pro for multimodal processing and set up the DuckDB-based RAG system. Use Guidance for structured prompting to ensure consistent output from Gemini at each step.