The AGI research landscape is transitioning from scaling-based approaches to sophisticated architectural innovations like Recursive Language Models, which enable dynamic context management and long-horizon problem solving. This shift toward practical implementation, combined with advances in continual learning, efficient architectures, and multi-modal integration, represents a more sustainable path toward artificial general intelligence.