Day: January 28, 2026

Deep examinations of industry incidents, vendor risk, and operational security decisions – no certifications required, just 25+ years of experience.

Why Chat-Based AI Tools Fail in Operational Security: Building Capability vs. Productivity

Most cybersecurity vendors now claim “AI integration,” but few can explain what their AI actually does or how it makes operational decisions. While chat-based AI tools like Microsoft Copilot excel at individual productivity tasks, they introduce dangerous variability when applied to operational security work that requires consistency, auditability, and institutional

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