Taught-Home State Axes: Install-Day Personalization via Poke-and-Observe

During setup, someone simply does each thing — opens the fridge, sits in the recliner, runs the shower — while the system watches how each action changes the WiFi field. Because it saw each action with a label, it can recognise them forever after. That turns vague 'activity' into 'Mom opened the fridge today'.

In the physics: Each controlled perturbation moves specific multipath components in a repeatable way: a metal fridge door swings a strong specular reflector through known angles (large CIR amplitude/delay signature); a front door changes the dominant hallway waveguide mode; shower water creates a transient high-eps_r/sigma volume. Because the perturbation is known and repeated, its signal subspace is directly identifiable against the ambient baseline.