XCaliber A/I integration enables the developer to implement a hierarchical solution within a single program instance, rather than selectively staging data for subsequent analysis by TensorFlow, Generative A/I or Open Source process. The developer can also intermix the Neural Synaptic Network functionality with the Artificial Neural Network functionality ultimately combining the logic in a Chain Code Program for overall efficiency.