Agent-Native Telemetry: Verifiable State-Delta Evidence for Autonomous Operations

Jun He, Deying Yu

Operational telemetry is predominantly engineered for human reading: systems repeatedly serialize verbose prose, static keys, and redundant context across billions of log lines. As…