Four Golden Signals Fall Short for AI‑Driven Systems
The classic Four Golden Signals—latency, traffic, errors, saturation—miss critical failures in AI‑driven, non‑deterministic services where the infrastructure appears healthy but outputs are wrong or unsafe. The article proposes new telemetry patterns that monitor model behavior, data drift, and compliance to keep AI systems trustworthy at scale.