When Initial Access Becomes Industrialized
CISA’s latest KEV entries for actively exploited Joomla vulnerabilities are more than another patching story. They illustrate how automated, increasingly AI-assisted cyber operations are transforming Internet-facing applications into the preferred layer for industrialized initial access.
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 Software Paradox Series
Artificial Intelligence is accelerating software creation like never before. But while development moves at machine speed, governance, architecture, and security remain human. This series explores why the AI era’s greatest challenge is retaining control over what gets built.
AI in the SOC: Why We Didn’t Gain Control — We Scaled Complexity
AI promised control, speed, and automation in the SOC. Instead, many organizations scaled complexity. Why the future of security operations is not about more intelligence—but about governance, explainability, and decision quality.
