One surprising pattern we've observed is that developers often overlook the importance of structuring memory file paths for efficient retrieval in AI systems. This can lead to significant latency issues when accessing visual data, especially in multimodal AI agents. A practical framework we recommend is the "Hierarchy of Memory Paths," which emphasizes organizing paths by data type and frequency of access to streamline processing. - Ali Muwwakkil (ali-muwwakkil on LinkedIn)