End project: a judge harness that grades three live systems (the ShopSphere chatbot, a RAG Explorer, and a black-box vendor bot on aleeup.com) with 29 registered metrics, a switchable judge LLM, a pytest CI gate, and a live dashboard. Press Play to see judgment day.