Track PDFs using Git LFS and add sample PDFs to the repository

Fix prompt placeholder to use numeric timestamps and regenerate demo_chat.json

Regenerate demo_chat.json using updated pipeline and include sample text resources

Add simulated livestream replay theater, custom generator configuration, and multi-stage LLM pipeline