After writing the kernels, the last coding step is to write the adaptive flow graph of the AI Engine application, that is planing the data movement, the kernel replication, the memory tiles buffers, the connectivity, and the mapping. To do so, it is paramount to understand how this AI Engine application interacts with the external world, that is the input and output data flow.