Earlier this year at our H1 2026 launch, we announced PagerDuty’s vision for autonomous operations: a future where AI agents learn from every incident, prevent failures before they happen, and progressively automate so teams can focus on innovation instead of firefighting. Central to that vision is the continuous learning flywheel: a systematic approach where every incident becomes organizational intelligence that feeds back into your operations, making your systems smarter and more resilient over time.