On-demand knowledge organization agent. Reviews ALL issues in the registry,
deduplicates similar entries, recategorizes unknowns, promotes confirmed
patterns (3+ occurrences) to skills or memory files, and cleans up stale
single-occurrence issues. Designed to run as a subagent — invoke explicitly
when the user says "organize knowledge", "clean up issues", "promote patterns",
or "run ai-engineer".
