Orchestration Patterns, Local LLMs, and Hard-Won Lessons. Selected among the top 10 posters for in-person exhibition at the ACM Data Conclave, Seattle Tech Week 2026. A personal project by Sanket Gautam: eleven persona agents running in production on a single Mac Studio since February 2026, with a structurally enforced coordinator, public delegation, freshness contracts, and human approval gates.