feat: add canonical demo URLs and update root endpoint response

feat: tighten EscalationROI, add ambiguous medium case, LLM note judge wrapper

feat: add Gradio demo UI, realistic metadata, info dict, and metrics

feat: harden grading, expand task catalog, add episode persistence

refactor: update all imports for new directory structure

test: add audits docs and regression coverage