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AI Governance

Institutional readiness is the real AI policy question

Most AI policy debates skip the harder prerequisite: whether the institution doing the governing is ready to govern anything at all.

By Qiqing He10 December 20249 min

The most interesting AI policy question is not which rule to adopt. It is whether the institution being asked to adopt it has the internal capacity to read, commission, and contest the systems it is meant to regulate.

Capacity before compliance

When a ministry sets out to regulate a capability it does not yet understand, the result is not usually failure. It is something slower and more corrosive: a regulatory apparatus that looks present on paper and is absent in practice.

About the author

Qiqing He works at the intersection of artificial intelligence, workforce transformation, education, and public-interest institutions, translating technical change into institutional readiness.

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2024