Observation ≠ interpretation ≠ prediction
Original observations, derived data, AI interpretations and predictions have distinct types.
EVIDENCE BEFORE INTERPRETATION
Curiosity.
With a source.
Reality before interpretation. VunriX is founded on explicit evidence, preserved provenance and honest uncertainty.
Correlation ≠ causation
Signals that change together may prompt a question. They do not establish why something happened.
Verification over confidence alone
Future evaluations must test claims against sources. A confidence score is not proof.