Description: Synthesis refers to the combination of components or elements to form a connected whole. In the field of technology, this concept is applied in various areas, such as in the design of integrated circuits, where multiple functions are integrated into a single chip, or in the creation of artificial intelligence models, where different algorithms and data are combined to generate coherent results. Synthesis involves not only the union of elements but also the optimization of their joint functioning, ensuring that each part effectively contributes to the final outcome. This process is fundamental in systems engineering, where harmony between hardware and software is sought, as well as in the development of machine learning models, where layers and nodes are synthesized to achieve effective learning. The ability to synthesize is crucial for technological innovation, as it allows for the creation of complex solutions from simpler components, facilitating progress in fields such as explainable artificial intelligence and generative models, where the integration of different techniques and approaches is essential for achieving accurate and useful results.