Making Failure Diagnosis Reliable with Pensive AI

Netflix's Pensive system automatically diagnoses failed data and ML workloads, which number around 100,000 on peak days, and recommends retries or fixes. Its original rule-based design made about half of failures self-service, but roughly half of classifications still fell into an "unknown" bucket because new failure modes required hand-written rules.…