How Capital-City Knowledge Should Be Stored for AI

Quick Read. A useful AI city record cannot be CITY NAME + FACTS. It needs identity, boundary, time, relations, confidence and contradiction handling.

Minimum high-definition city record

Three prohibitions

World return

The representation must remain correctable by reality. If governance changes, a capital moves, a metro expands or a conflict changes territorial control, update the relation rather than rewriting the city’s entire historical identity.

Use How City Boundaries Mislead Us, How Contested Capital Cities Work and How Cities Work as companion routes.

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