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- Add validateAIFindings() that cross-checks AI findings against actual metrics - Filter out low-confidence findings (CPU <50%, memory <60%, disk <70%) - Always allow critical findings, backup issues, and reliability findings through - Update AI system prompt with stricter thresholds and explicit noise examples - Add 'before creating a finding' checklist for AI (the 3am test) - Update AI.md docs with clear value proposition and expectations - Add comprehensive tests for the validation layer This ensures paying users get immediate value without noise.