Defensive AI Security & Governance› Agent Observability›The Observability Gap: Why Traditional APM Fails on Non-Deterministic AI Systems

In this series

Agent Observability

1The Observability Gap: Why Traditional APM Fails on Non-Deterministic AI SystemsResearch
2The Pillars for AI: Traces, Metrics, and Evals as First-Class TelemetryResearch
3Semantic Telemetry: Capturing Reasoning, Tool Calls, and Decision Provenance with OpenTelemetry GenAIResearch
4Detecting Regressions Without Ground Truth: Reference-Free Evals and Drift SignalsResearch
5An Observability Reference Architecture: Sampling, Cost, Privacy, and the Feedback LoopResearch

← All research

HostExpert

Murali Chillakuru

Press play to begin the walkthrough.

0:00

11:56

Agent Observability · 1 / 5

The Observability Gap: Why Traditional APM Fails on Non-Deterministic AI Systems

Back