Analog circuit behavior analysis in hardware reverse engineering is difficult for AI to replace, because analog signals involve continuously changing voltage and current, noise, temperature drift, parasitic capacitance, and electromagnetic coupling, and their behavior is highly dependent on the physical environment and specific process, usually requiring measurement with an oscilloscope on the actual board to confirm.