From 10% to Operator: Model Optimization + Governance Sandbox
Open with the brutal mirror: a CoS prompting Claude like Google, side by side with the same task delegated as a multi-step job. Teach model optimization for operators, not engineers — when to reach for Opus vs Sonnet vs Haiku and why; why a heavy multi-server MCP setup can cost a large token budget upfront while a skill stays near-zero until invoked; why “many skills, few MCPs” is the pattern; the difference between skills (instructions), MCPs (tools), and subagents (delegated agents). Then the 30-minute Governance & Safe Sandbox clinic: scoped/read-only connectors, synthetic-copy fallback, and an audit-trail-via-hooks preview. You leave with your operator brain and you pick your data tier: live scoped, permissioned, or synthetic.