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Level: Advanced

August 25, 2026

Security of AI systems

The attack surface that only exists because the system takes instructions in natural language.

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August 25, 2026

Governance frameworks and standards

The frameworks your risk, legal and audit functions will actually invoke — and how to document a system so it passes.

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August 25, 2026

Bias, fairness and evaluation

Measuring disparate impact rather than asserting there is none — including the result nobody likes: several reasonable fairness definitions are mathematically incompatible.

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