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.
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Install skill "adr-capture" with this command: npx skills add aman-bhandari/skillsmp-aman-bhandari-aman-bhandari-adr-capture
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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.
Use when the student encounters an error, says something is broken, or asks for debugging help. Enforces a three-layer debugging protocol: reproduce, trace the mental model, check OS state, identify production failure mode. Invoke with /debug.