AI Insights

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AI Insights is an automated monitoring feature that detects issues in your Kubernetes workloads and generates detailed troubleshooting reports. It runs inside the mogenius operator and continuously watches for events that indicate problems — such as crash loops, failed deployments, or resource constraints. When an issue is detected, the AI agent automatically:

• Summarizes the issue
• Explains why it happened
• Proposes a solution
• If approved by a human, applies the solution

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How It Works

AI Insights operates based on event and status processing in the mogenius operator. It uses filters to define which events it should track. When an event occurs (e.g., a Pod enters a CrashLoopBackOff state), the agent launches an analysis. Depending on the error type, it automatically retrieves the necessary logs, events, and manifests from your cluster to understand the issue. The agent uses the tools configured in AI Setup to gather context — including Kubernetes resources, Helm releases, and GitHub repositories if connected. When a Memory Repository is enabled, the agent can also reference knowledge from previous analyses to provide more accurate diagnoses. It then generates a detailed report explaining the root cause and offers step-by-step solutions within mogenius.

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Accessing the Reports

All reports are stored locally on your cluster and assigned a status to indicate their progress:

• Pending: An event triggered the AI agent and is queued for processing.
• In progress: The agent is currently generating the report.
• Completed: The report is finished and ready for review.
• Ignored: The report was dismissed by a user and won’t be shown on dashboards or resource pages.
• Resolved: The proposed solution was accepted and the issue resolved.

You can access AI Reports from your Clusters page or within each Workspace. In Workspaces, reports are filtered to display only resources included in that workspace. When viewing a specific resource, a banner will show if the AI agent has detected an issue.

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Resolving Issues

If the AI agent is confident in a solution, it will provide a proposed Solution at the top of the report. You can review the suggestion with a visual diff between your current YAML manifest and the AI-generated version. If approved, mogenius will apply the solution and archive the report. Alternatively, you can Ignore a report to move it out of your New Reports inbox. It will appear under All Reports and will no longer show in dashboards or resource detail views.