The person stays in the loop.
A recurring concern across learning systems, agents, and language work is the person whose knowledge the system touches. Assistance should make their judgment more possible.
In Sato this means supporting thinking. In Kichwa it means attending to expert validation. In agent systems it means making actions and boundaries understandable.
A working entry. The connections may change.