Abstract: Method and apparatus are disclosed for collective electronic commerce and distribution of items, such as fungible items/goods and non-fungible items/goods. A system manages a universal ecommerce shopping cart to facilitate creating an itinerary for a group across multiple vendor websites/applications. The systems manages inventory to interface with multiple vendors, manages groups, and/or manages the assignment of fungible items (e.g., products) and non-fungible items (e.g., tickets, access to hotel rooms, etc.) that were selected for being purchased at different times.

Abstract: The subject technology uses an agent architecture for language models and large language models (LMs) to complete a variety of different tasks within software platforms. The agent LMs are trained to determine different action chains that may be used to generate responses to tasks requested by users. The action chains may include a sequence of multiple actions that each complete a portion of the requested task. The agent LMs may be trained to perform different types of action chains using training prompts that teach the agent LMs to use tools that enable the LMs to interact with different software resources. The agent architecture may coordinate multiple agent LMs to complete tasks that require multiple action chains to complete.

Abstract: Method and apparatus are disclosed for collective electronic commerce and distribution of items, such as fungible items/goods and non-fungible items/goods. A system manages a universal ecommerce shopping cart to facilitate creating an itinerary for a group across multiple vendor websites/applications. The systems manages inventory to interface with multiple vendors, manages groups, and/or manages the assignment of fungible items (e.g., products) and non-fungible items (e.g., tickets, access to hotel rooms, etc.) that were selected for being purchased at different times.

Abstract: Method and apparatus are disclosed for collective electronic commerce and distribution of items, such as fungible items/goods and non-fungible items/goods. A system manages a universal ecommerce shopping cart to facilitate creating an itinerary for a group across multiple vendor websites/applications. The systems manages inventory to interface with multiple vendors, manages groups, and/or manages the assignment of fungible items (e.g., products) and non-fungible items (e.g., tickets, access to hotel rooms, etc.) that were selected for being purchased at different times.

Abstract: The systems, devices, and methods described herein include an inventive user interface including a combination of linear and non-linear data content access. The user interface may display a first portion a content map including content objects and digital content associated with said content objects, receive a user input, and communicate with a processor. In response to the user input and/or processor instructions, the user interface may display a second portion of the content map with associated content objects and digital content. The systems described herein may comprise a memory configured to store the content map and/or digital content and a communications module configured to communicate with at least one content server via a data network. The processor may be arranged to control operations of the memory, communications module, and user interface, and instruct the user interface to display portions of the content map and digital content.