The present applied research project is focused on building a solid foundation necessary for the development of advanced algorithms in the field of Combinatorial Optimization using advanced decomposition techniques. This base consists of tests, improvements and evolutions based on the open-source project called Coluna.jl. The physical result of the work will consist mainly of private code, from which the intellectual property must be completely transferred to Atoptima. Other results will include: public codes, which should be deposited in the existing Coluna.jl repository on GitHub; and benchmarks accompanied by scientific reports about the performance obtained by the old and new versions of the algorithms, being compared to the current state of the art.