AI-agent security detection over streaming telemetry

Design a system in which an AI agent reads a stream of security telemetry and runs detections on it. About 1 TB of data arrives per day. It was asked like a traditional system design question: cover ingesting and buffering the stream, how events reach the agent, how detections are raised and acted on, storage, and how the pipeline scales and recovers from failures.