Apply progressive jitter to pipeline and update existing demo chats

re-align

agent update

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