moai-alfred-expertise-detection

Expertise detection analyzes behavioral signals during your session—command patterns, question style, error recovery, and git activity—to classify you as Beginner, Intermediate, or Expert. Alfred adapts response verbosity, confirmation levels, and suggestions in real-time without accessing memory files.

Yes. The Skill applies adaptive response tuning across scenarios including SPEC planning, debugging, and workflow optimization. It continuously refines classification within the session based on observable signals to match your skill level.

Expertise detection observes command usage patterns, question phrasing, how you recover from errors, your interaction with documentation, and git activity. These signals drive real-time classification without requiring memory file access or prior context.

No. The Skill operates with zero memory overhead. Enable it by calling Skill("moai-alfred-expertise-detection") at the start of your session, and it analyzes in-session signals immediately without external configuration.

Response style adjusts across dimensions: verbosity increases for Beginners with more explanation, Intermediate users get balanced detail with fewer confirmations, and Expert users receive concise output with advanced suggestions and minimal guidance.