Non-deterministic systems

Why Traditional Observability Breaks with AI Agents

Traditional observability breaks down with AI agents due to the non-deterministic nature of their execution paths. The focus shifts from infrastructure monitoring to understanding reasoning, requiring reasoning-level telemetry. AWS AgentCore is presented as a runtime layer for operating probabilistic systems, exposing critical signals like reasoning depth and tool execution graphs.