study

Spaced repetition retains technical concepts by scheduling active recall drills at increasing intervals. This workflow audits session notes and reading materials, generates concept cards for high-value topics, and tracks mastery to keep knowledge fresh over time.

To create concept cards, audit your session notes or O'Reilly chapters to find concepts meeting the Card Inclusion Bar. The workflow extracts mental models and failure modes, generates structured markdown cards, and updates the coverage map automatically.

Yes, this active recall workflow requires structured markdown frontmatter for concept cards. The system relies on markdown to track mastery levels, manage next review dates, and maintain the full learning lifecycle across your study decks.

Yes, you can convert O'Reilly book content into spaced repetition drills. The workflow pulls O'Reilly chapter content, filters by books or topics, helps convert deep-dive insights into reusable learning cards, and initiates due-card review sessions.

The best way to manage concept card lifecycles is through an active recall workflow that handles card creation, revision, connection, retirement, and due-card review. This ensures mastery tracking and coverage-map updates remain accurate.

You should revise a concept card when your mastery tracking indicates knowledge gaps during active recall drills. Retire cards when concepts are fully mastered or no longer relevant, ensuring your spaced repetition deck stays focused on high-value material.