This article analyzes the difference between risk and uncertainty proposed by Knight: Risk can be quantified and has probability, while uncertainty has no distribution. Discuss blind spots, behavioral biases and extreme events in financial models. Build resilience strategies that acknowledge cognitive boundaries and focus on survivability rather than predictive accuracy.