Patient safety improvements must consider the complexities of care delivery to achieve lasting change. This commentary discusses recent evidence examining the effect of duty hour limit adjustments. The authors highlight challenges regarding research design on this medical education policy change and how it affects learner and patient experience. They suggest caution in applying the study conclusions.