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Public AI incident databases are misleading: this framework disentangles reporting biases from actual harm trends, enabling more informed AI governance.
Current AI incident databases can't quantify real-world risk because they lack data on how often risky systems are deployed and how frequently incidents are reported, leaving us flying blind on AI safety.
