Continuous improvement in AI products is essential, necessitating an iterative approach to model development. Componentizing capabilities enhances flexibility and allows for external iteration, particularly in areas like safety. The evolution of architecture, highlighted by new models like Jamba and Mamba, depends on scaling, which remains a limitation in the current ecosystem. The lack of access to computational resources in academia hampers the exploration and understanding of architectural capabilities. Therefore, pushing both execution and research will be crucial for advancing AI technology.

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