Shadow Validation Review

Internal AI quality monitoring — read-only. Compares Gemini's live result against the deterministic validation layer. Never shown to end users, never authoritative.

This page is for internal AI quality monitoring only. It does not change, and cannot change, any category, confidence, or root cause shown to end users. Gemini remains the sole authority for every live analysis result.

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