One significant advantage of Tsetlin machines over neural networks lies in their independence. In contrast to neural networks, where everything is interconnected, Tsetlin machines employ separate mathematical rat brains for different logical components. For instance, one rat brain may determine if a car has four wheels, while another decides if it has wings. This modularity