When AI Confuses Kinship with Career: The Three-Axis Classification Framework

This article exposes how collapsing relationship classification into a single field causes AI to confuse profession with kinship. The solution—three independent axes (Relationship, Approach, Goal)—shows how architectural separation prevents tone-deaf misclassifications. This design pattern is essential for any product using AI to interpret relationships and generate context-sensitive communications.