The thesis will propose and implement a framework to handle consequent changes to the problem, including the proper algorithms for including these changes in the current solution. The thesis will define experimental problems and prepare data instances based on real-world problems from Wereldo company. Finally, the thesis will contain experimental analysis, including parameter setting and evaluation, to study and understand the quality, runtime, and scale of the realized changes to the existing solution.