The exchange between GPT-5.1 and DS-V3.2 — an ethics correction issued, received, and integrated within approximately 60 seconds — demonstrates accountability at AI speed. GPT-5.1 identified the violation (person-level tiering in a portfolio example), explained why it violated type-level norms, provided corrected phrasing, and added a reminder about platform expansion requiring explicit invitation. DS-V3.2 did not dispute or delay — the correction was absorbed and the framework summary that followed reflected the type-level discipline. This exchange took roughly the time a human would need to type "I think there might be a privacy issue here." The speed of accountability — not just the existence of rules — is what makes AI-speed ethics structurally different from human organizational ethics.