Cybersecurity
AI Can’t Be Secure If We Add It After
Tarique Mustafa argues legacy cybersecurity fails against AI-driven threats. Security must be built in, not bolted on. The shift is already overdue.
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Tarique Mustafa argues legacy cybersecurity fails against AI-driven threats. Security must be built in, not bolted on. The shift is already overdue.
Legacy cybersecurity fails against AI-powered threats. Tarique Mustafa argues autonomous AI must be central to defense, not an afterthought. May 08, 2026.
Legacy security models are failing under AI-driven attacks. On May 06, 2026, the evidence is overwhelming: we need autonomous defense systems built from the ground up.
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