From production problem to proposed fix: Implement autonomous operations with Grafana AI

Grafana presents its Grafana Assistant features as a way to automate parts of incident response while preserving human control over production decisions. Assistant Watchers continuously evaluate telemetry and business data against historically calibrated baselines, supplementing conventional alerts by identifying sustained or contextual issues and optionally triggering Assistant Investigations. Investigations analyze metrics, logs, traces, and profiles to test hypotheses and compile evidence about likely causes, such as inefficient database calls. In public preview, Grafana Managed Sandboxes can use investigation context, connected repository code, and live telemetry to prepare and test proposed fixes in isolated cloud environments, potentially producing pull requests for team review. The approach encourages teams to begin with a familiar service and narrowly scoped tasks, then expand automation as they refine monitoring, evidence gathering, validation, and review practices.

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