What this program includes
- ✓Course and topic catalog with institution, program, and course profiles plus a guided tutor workspace
- ✓Exact approved-content retrieval, semantic approved-content retrieval, and model generation only when reviewed knowledge does not match
- ✓Reusable lesson, example, study-note, flashcard, and practice-question assets with source provenance and revision history
- ✓Draft, generated-unverified, in-review, approved, rejected, and retired content states with reviewer notes and withdrawal controls
- ✓Practice quizzes with explanations, learner progress, mastery summaries, weak-topic signals, and study recommendations
- ✓Private learner conversations and uploads separated from the shareable knowledge library with deletion and retention controls
- ✓Institution dashboards for curriculum mapping, review queues, usage, content quality, and governed publishing
- ✓Low-bandwidth server-rendered delivery using Django templates, HTMX, Alpine.js, background jobs, and model-provider isolation