Transparent logs and quick undo
Every automated action should appear in a simple timeline with why‑explanations: data points, rules, and confidence. One tap reverts, leaves a note, and helps learning. This visibility dissolves mystery, builds literacy for every family member, and prevents repeat annoyances from ever becoming accepted normal.