The plugin engages users in a conversation about their domain and work style, then an AI engine derives a complete knowledge architecture including folder structures, context files, processing pipelines, hooks, navigation maps, and note templates. The system produces plain markdown files connected by wiki links, forming a traversable knowledge graph without database or cloud dependencies. Research-backed claims inform the derivation process rather than using static templates.