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Human Oversight

12
Jul
Experience Substitution Bias

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.
4 min read
05
Jul
Human in the Loop Is Becoming a Dangerous Fiction

Human in the Loop Is Becoming a Dangerous Fiction

A human click is not human control. Oversight fails when people lack the time, authority, evidence or confidence to challenge AI output. Real accountability requires humans who can understand, intervene, stop and reverse decisions when it matters.
9 min read