AI agents represent a fundamental shift from traditional software systems. While conventional applications follow predictable code paths, AI agents exhibit autonomous behavior, multi-step reasoning, and non-deterministic outputs that make them inherently difficult to monitor and debug. As organizations deploy these systems at scale, observability...