Experience Substitution Bias
AI can generate knowledge. It cannot generate experience. As organizations increasingly rely on AI for analysis and decisions, they risk losing the tacit judgment that underpins resilience. Experience Substitution Bias may become one of AI governance’s most overlooked risks.
The AI Officer Is Not the New CISO
Appointing one person “responsible for AI” does not create control. It creates a super-role with responsibility for everything and authority over little. AI governance needs coordination — while security, privacy, business ownership and assurance remain distinct.
Cybersecurity 2030
Cybersecurity 2030 is not about a single breakthrough attack. It is about expiring assumptions — identity, cloud, auditability, AI accountability and governance models that no longer preserve organizational agency under pressure.