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Reference Architecture

AI Operations Architecture

An AIOps blueprint for telemetry normalization, anomaly detection, incident triage, guided remediation, approval controls, and audit-ready automation.

Telemetry

Normalize logs, metrics, traces, topology, cost, deployment history, and incident signals across providers.

AI Triage

Detect anomalies, rank impact, summarize incidents, recommend remediation, and preserve human approval for high-risk actions.

Automation

Trigger approved workflows for scaling, restart, rollback, ticket updates, stakeholder notification, and post-incident review.

Implementation Path

Use MacroCloud AI Operations to combine cloud context, governance, and automation into auditable operational workflows.

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