Tests, Trust, and Shows: Hardening the Pipeline and Teaching It About Series/Anime and Movies

Part 3 ended with the library looking like something you'd actually want to browse — real titles, posters, language-labeled tracks — and a plan to go distributed next. Before touching the architecture