Make correction compound safely
A person should not have to repeat the same correction forever. The next relevant result should improve for a reason they can inspect. Meraki is building the layer that carries that reason forward without granting every correction permanent, universal authority.
Keep a person in control
A correction is evidence. It can support a proposed rule, but it cannot silently rewrite a profile. People should be able to approve the change, choose where it applies, see the result, and undo it.
Earn the word learning
We call a system iterative when it can show evidence, a change, a later evaluation, and a rollback path. Without those parts, it may remember or adapt, but it has not demonstrated accountable learning.