The non-negativity constraint is a restriction applied in mathematical optimization and linear programming, ensuring that certain variables cannot take negative values, often reflecting real-world scenarios where quantities like time, distance, or resources cannot be negative. This constraint is crucial for maintaining the feasibility and realism of solutions in models dealing with production, resource allocation, and logistics.