Tracks concepts the student has learned and schedules recall questions using FSRS-inspired spaced repetition. Triggers on /review-deck, quiz me, or at session start when concepts are due. Maintains a JSON deck in reflections/spaced-review-deck.json. If you cannot explain it from memory, you do not know it.
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Install skill "spaced-reviewing" with this command: npx skills add aman-bhandari/skillsmp-aman-bhandari-aman-bhandari-spaced-reviewing
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ALWAYS activate when the student makes a high-level design choice -- library selection, database choice, mathematical approach, architecture pattern, or trade-off decision. Captures an Architectural Decision Record proving leadership-level thinking. Invoke with /adr.
Activate before accepting any implementation or architecture. Shift from teacher to Chief Systems Architect. Try to break the student's design with production failure scenarios. Record stress-tests in session logs as Leadership Stress Tests.
Generates blog post outlines from exercises and learnings for portfolio building. Triggers on /blog, blog idea, or after significant exercises. Produces structure and key points only -- the student writes the prose. Maintains a running ideas backlog in blog-drafts/ideas.md. Prioritizes topics that demonstrate hireable AI engineering skills.
Starts every session with context sync, time check, and collaborative planning. Triggers on /checkin, start session, or session start. Reads PROGRESS.md and ROADMAP.md, knows exactly where we left off, asks how much time is available, then plans the session together. No rigid format -- adapts to 15 minutes or 5 hours.