Building an Autonomous SRE Agent: From Raw Telemetry to Safe, AI-Driven Remediation

An AI-driven Autonomous SRE Agent can detect, diagnose, and safely remediate common infrastructure incidents.

It uses layered telemetry from OpenTelemetry and eBPF, then correlates alerts and anomalies to pinpoint likely root causes.

RAG and LLMs such as Claude and GPT-4o help the agent reason over runbooks and past incidents before acting.

Guarded remediations like restarts, scaling, rollbacks, and certificate renewals are applied with phased autonomy and policy controls.