Skill Creator

Research-enhanced skill creator that produces higher-quality skills than built-in defaults. Every design decision is grounded in how transformers process context.

Expert Vocabulary Payload

Prompt Engineering & Routing: expert vocabulary payload, dual-register description, vocabulary routing, embedding space routing, attention budget, distribution center, right altitude, retrieval anchor

Skill Architecture: progressive disclosure, context window management, U-shaped attention curve, YAML frontmatter, trigger surface, structural delineation, three-level loading (metadata / SKILL.md / references)

Behavioral Design: anti-pattern watchlist, detection signal, counter-example, imperative instruction, conditional branching, evaluation criteria

Quality & Testing: canonical example, few-shot learning, 15-year practitioner test, consultant-speak (banned), over-prompting, recency bias