Fix Gradio 6.x Chatbot API: remove deprecated 'type' parameter

Frontend simplification (4→2 tabs) + lazy imports for HF Spaces

Reduce thinking model max_new_tokens to fix slow inference

MVP UI simplification: single room, 4 tabs

Fix critical model implementations and add sample scenarios

Initial commit: FDAM AI Pipeline v4.0.1