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Guardian acts as an intelligent safety net for your development sessions, working silently in the background to identify potential issues before they escalate. By monitoring metrics like code volume, repeated errors, and file churn, it automatically triggers read-only Haiku subagents to provide targeted code reviews and structured task planning. It integrates deeply with an Oracle knowledge base to validate suggestions against known patterns and dynamically adjusts its sensitivity based on user feedback, ensuring that interventions remain helpful, context-specific, and non-intrusive without ever modifying your codebase without approval.