Cybernetics Notion
According to Chaos Theory, since Artificial Intelligence is a Complex System, it is fundamentally more efficient and useful to observe macroscopic and statistical patterns (higher-level characteristics). Attempts to "completely analyze" AI models at the neuron/circuit level have yielded few practical results due to the complex systemic nature of AI. There is an argument to reduce excessive resource investment in mechanical interpretation and focus more on higher-level interpretation and control research that can produce tangible results.