Environmental systems are inherently uncertain.
Sensor measurements contain errors.
Weather forecasts remain probabilistic.
Soil properties vary naturally.
Biological processes introduce additional variability.
For these reasons, Radixora should explicitly recognise uncertainty rather than ignoring it.
Whenever appropriate, recommendations should express confidence levels or indicate the degree of uncertainty associated with the proposed action.
Engineering transparency requires acknowledging what the platform knows, what it estimates and what remains uncertain.
Recognising uncertainty improves decision quality by preventing false confidence.