Creates structured agent definitions using the 7-component format grounded in persona science (the alignment-accuracy tradeoff), vocabulary routing, and the MAST failure taxonomy + Forge watchlist. Produces agents with real-world job titles, expert domain vocabulary payloads (15-30 terms), explicit deliverables…
Reviews, curates, and maintains the Forge library of agents, skills, and templates. Performs deduplication analysis, staleness detection, quality promotion, and orphan reference checking. Produces structured review reports with actionable recommendations for merging, archiving, or promoting library items. Use this…
Decomposes goals into team blueprints using evidence-based scaling laws, topology selection, and role design. Determines whether a goal needs a single agent or a coordinated team (3-4 agents recommended, 5 max), selects the optimal communication topology (sequential pipeline, parallel-independent, centralized…
Creates high-quality Claude Code and Cowork skills using evidence-based principles: expert vocabulary payloads for knowledge routing, dual-register descriptions for reliable triggering, named anti-pattern watchlists for steering past the distribution center, and progressive disclosure architecture for context…