Category
AI Security
2
posts
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
AI Security
AI Security
Can AI Detect Web Attacks Better Than Rules?
The real challenge is not choosing rules or AI, but designing detection systems that can operate under uncertainty and adversarial pressure. This article examines web attack detection and WAF evasion through scientific research and real-world observations.
Ahmed Maghawry
·
Jun 16, 2026
·
15 min