This document summarizes a presentation on robustness efforts in the offshore industry. It discusses: 1) The concept of robustness as the ability of a system to accommodate variability without disproportionate loss of functionality. Early reliability efforts focused on defining safety factors for variable loads. 2) The development of limit state design and risk-based standards in the 1960s-1980s to quantify failure probabilities, though practical challenges remained regarding data needs, sensitivity, and reconciling designs with failure rates. 3) Key concepts like hazard curves that relate variability, bias, and probability of failure. Observations are made around reliability for fixed platforms and expanding offshore infrastructure in changing conditions like climate.