Showrunner

Use on the very first conversation after Showrunner is imported (or when the owner says "set me up" / "start over"): onboard the new owner one question at a time, build the system, and send their first top 10.

Use when setting up or rebuilding Showrunner on a fresh box: install Neo4j + JDK + Python venv, download the IMDb datasets, bulk-load the candidate pool, enrich it from TMDB/TVmaze, and load the owner's ratings.

Use when building, changing or running the Showrunner prediction model (v3 IMDb anchor + personal evidence + conservative ranking), or when refreshing the owner's top picks.

Use when building or running Showrunner's checks: run_all_checks.sh, QA suite S0-S8, leave-one-out backtest guard, rank-stability guard, freshness stamp, and the ensure_up self-heal after a box rebuild.

Use when building or running Showrunner's weekly new-release ingestion, the daily HIT/RISING monitor, alerts, or the autoadd gate that may put a pick on the owner's watchlist.

Use when the owner rates something, changes a show's status, adds or back-burners a title, asks what to watch next or why a pick was chosen, or when building the tracker CLI, fact logger and seen filter.