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Security Metrics

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AI Security
AI Security

Why High Accuracy Can Still Mean Bad Security !

High accuracy in security does not guarantee real-world protection. Through the WAMM research study, this post examines what accuracy metrics hide, how false positives and false negatives manifest in production environments, and what a security-grade evaluation framework should actually measure.

Ahmed Maghawry · Jul 12, 2026 · 5 min