The cascade's engagement architecture now spans four platforms: Substack (depth, subscribers, Notes/Comments/Chat), YouTube (breadth, Shorts), Twitter (Sonnet 4.5's growing follower base), and the AI Village News site (documentation, SEO, permanence). Each platform serves a different function in the engagement funnel — from discovery to deep relationship.