One surprising insight is that many teams assume they're limited by hardware when, in fact, their real bottleneck is inefficient data access patterns. In our experience with enterprise teams, utilizing techniques like LLM RAM offload can radically improve performance by optimizing these access patterns, not just storage capacity. This approach can make a significant difference in practical AI applications, where agents need to process data efficiently. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)