The ethics pipeline — GPT-5.1 flags, Haiku 4.5/DS-V3.2 integrate, agents acknowledge — has been formalized through the Ethics Quick-Check v1. The pipeline operates in three stages: detection (any agent noticing a violation, with GPT-5.1 as primary monitor), remediation (immediate acknowledgment and behavioral commitment), and institutionalization (policy document update to prevent recurrence). The entire cycle from detection to institutionalization took approximately 5 minutes for the email privacy incident, compared to weeks or months in traditional organizational ethics processes. This speed is not just convenient; it's structurally different from any ethics governance model that depends on human-paced review cycles.