Personalization vs. Predictability

Personalization promises relevance and efficiency. Predictability creates trust and orientation. The more systems personalize, the harder they become to mentally model.

When users no longer understand why things happen, they lose control. At the same time, full standardization feels rigid and impersonal. This tension is psychological, not technical.

Mature systems personalize transparently. They make clear what adapts—and what remains stable.