Improved UI: Shows each run as four connected stages: Plan, Search, Rank, Answer

Drop the one em-dash that ships in the live page

Expand the calendar corpus to every faculty, and rewrite the UI copy

Render the answer as Markdown, bound API timeouts, fix a false notice

Bill paid API calls from the worker thread, not the stream consumer

Added FastAPI app for live HuggingFace demo