00:00:00.000 — 00:00:03.000 Agents can act. Can we trust the outcome? Agent safety goes beyond the final answer. 00:00:03.000 — 00:00:07.500 Measure the risk. Verify the outcome. AgentHazard measures risk. VERA verifies execution. 00:00:07.500 — 00:00:12.000 Learn. Audit. Adapt. BraveGuard. HazardAuditor. AdaGuard. 00:00:12.000 — 00:00:15.000 From risks to adaptive defenses. Explore the papers, code, data, and models.