DTG-222 · AI Governance · 10 min

Traceability Is Required. Systems Are Not Built for It

Every AI governance framework that addresses accountability requires traceability: the ability to follow a decision back through the system that made it, to the data that…

DTG-218 · AI Governance · 7 min

Bias Mitigation Is Required. Measurement Is Inconsistent

Every AI governance framework that addresses bias requires that it be detected and mitigated. What no framework specifies is which measurement methodology constitutes ade…

DTG-217 · AI Governance · 11 min

Training Data Quality Is Assumed. It Is Not Verified

The quality of an AI model's output is bounded by the quality of the data it learned from. Organizations that deploy AI systems without verifying the quality of their tra…

DTG-215 · AI Governance · 8 min

Oversight Mechanisms Fail in Automated Workflows

Human oversight was designed to review AI outputs before they produce consequences. Automated workflows execute AI outputs immediately, at machine speed, connecting AI re…

DTG-212 · AI Governance · 8 min

Oversight Exists. Humans Don't Intervene in Practice

Human oversight of AI systems is required by virtually every AI governance framework. Organizations implement it through review queues, exception processes, and human-in-…

DTG-211 · AI Governance · 10 min

Human Oversight Is Mandated. It Is Not Enforceable at Scale

Regulators require that humans remain in control of consequential AI decisions. Operational reality requires that AI systems process thousands of decisions per hour.

DTG-209 · AI Governance · 11 min

AI Outputs Are Visible. Decision Logic Is Not

The output of an AI system is what the system produced. The decision logic is why it produced it. These are not the same thing. Governance that evaluates outputs without…

DTG-203 · AI Governance · 10 min

AI Systems Become High Risk Without Organizations Realizing It

The EU AI Act does not classify AI systems by what organizations intend them to do. It classifies them by what they actually do, and by the context in which they operate.

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