Observation
What changed in the underlying evidence?
Methodology
Doberman shows the evidence, state transitions, confidence and invalidation logic required to evaluate its conclusions without exposing proprietary implementation details.
What changed in the underlying evidence?
Is the change meaningful, timely and distinct from ordinary noise?
What state best describes the current system?
How complete, fresh and aligned is the supporting evidence?
Why does the state matter, and what should be monitored next?
Which future evidence would make the interpretation wrong?