Neural network architectures for Artificial General Intelligence (AGI) represent a frontier in artificial intelligence research, inspired by the multifaceted capabilities of the human brain. The ambition to develop systems with human-like cognitive abilities requires breakthroughs in neural network designs that can process information flexibly across diverse tasks. Recent research underscores the potential of brain-inspired architectures, such as those exploring the alignment of artificial ne...