Computer services; providing temporary use of online non-downloadable computer software; providing temporary use of online non-downloadable computer software for embedding unstructured data and retrieval-augmented generation; providing temporary use of online non-downloadable computer software featuring vector base management for large language model (LLM) applications; providing temporary use of online non-downloadable computer software to collect and aggregate user data to create data sets and store, sort, manage, and analyze such data; providing temporary use of online non-downloadable computer software for integrating memory layers into artificial intelligence (AI) applications, enabling persistent memory storage, synchronization, retrieval, and personalization across multiple devices and digital environments and user interactions; providing temporary use of online non-downloadable computer software for storing, managing, and retrieving user data in AI applications and enhancing AI model responses through contextual memory; providing temporary use of online non-downloadable computer software for personalizing AI interactions based on user data and preferences; providing temporary use of online non-downloadable application programming interfaces (APIs) and software development kits (SDKs) for integrating long term memory functionalities into AI applications