A necessary condition of probability-based decision making and causal reasoning is that the probability of an event or outcome exists and can be known. However, in more broad circumstances such a condition cannot be met. For instance, in case to decide a strategy when both target and paths are unknown in a scientific discovery, to find ways in a new territory without a GPS, and to predict a singular event that will only occur once in the future.