Structure that turns eighty demos into a course.
- #114 Capstone — one scored scenario across the whole lifecycle: five leadership decisions, graded with reasons
- #115 Role tracks — curated playlists for Founder/CEO, Clinician/Researcher, Product Manager, Consultant/Analyst (links validated by test)
- #116 Quizzes per epic — quick knowledge checks with instant feedback across six epics
- #117 Bilingual glossary — 35 terms in English + العربية, searchable in either language
- #118 Case studies — Target, Zillow, Amazon, COMPAS, Netflix, Cambridge Analytica as sourced cards
This completes the second feature wave (Judgment, GenAI, XAI, Advanced Analytics, Teaching Layers) — 68/68 modules across 16 epics. Offline suite: 338 passed, 97% coverage.