Agent-Native Telemetry: Verifiable State-Delta Evidence for Autonomous Operations
Operational telemetry is predominantly engineered for human reading: systems repeatedly serialize verbose prose, static keys, and redundant context across billions of log lines. As autonomous AI agents become primary operational consumers, feeding them traditional logs wastes scarce context capacity parsing lexical syntax rather than reasoning over system state changes -- all while lacking cryptographic guarantees of provenance or collection completeness. This paper introduces agent-native telemetry, an operational evidence architecture for autonomous machine operators founded on verifiable state deltas rather than human prose. We present the Agent Telemetry Protocol (ATP) and the State-D...
| Authors | Jun He, Deying Yu |
|---|---|
| Primary category | cs.DC |
| Published | 17 August 2026 |
| Last updated at source | 17 August 2026 |
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