Traversing a multi-tier architecture distributed across a network topology for interface construction

A method comprising:

• receiving a prompt from a user to construct a text output associated with a first sub-data structure of a first layer of a hierarchical data structure;
• traversing to (1) a second layer of the hierarchical data structure via a link of the first sub-data structure to retrieve a second set of sub-data structures and (2) a third layer of the hierarchical data structure to retrieve a third set of sub-data structures linked to at least one sub-data structure of the second set of sub-data structures;
• obtaining a duration protocol based on the first sub-data structure and a time constraint based on the second set of sub-data structures;
• obtaining candidate output content by providing an input to a language model API, the input comprising the prompt, data of the second set of sub-data structures, and data of the third set of sub-data structures;
• determining a result indicating that the candidate output content satisfies a time criterion by (1) determining a time metric by applying the duration protocol to the candidate output content and (2) determining that the time metric satisfies the time constraint;
• and
• updating a field of the first sub-data structure populated with the candidate output content based on the result for display at a second client node.

One or more non-transitory machine-readable media storing program code that, when executed by one or more processors, causes the one or more processors to perform operations comprising:

• receiving a prompt to construct a text output associated with a first sub-data structure for storage in a first layer of a hierarchical data structure;
• obtaining a second set of sub-data structures stored in a second layer of the hierarchical data structure via a first set of links associating the second set of sub-data structures with the first sub-data structure;
• obtaining a third set of sub-data structures stored in a third layer of the hierarchical data structure via a second set of links associating the third set of sub-data structures with the second set of sub-data structures;
• obtaining a duration protocol based on the first sub-data structure and a time constraint based on the second set of sub-data structures;
• obtaining candidate output content by providing an input to a language model API, the input comprising the prompt, data of the second set of sub-data structures, data of the third set of sub-data structures;
• determining a result indicating that the candidate output content satisfies a time criterion by (1) determining a time metric by applying the duration protocol to the candidate output content and (2) determining that the time metric satisfies the time constraint;
• and
• updating a field of the first sub-data structure populated with the candidate output content based on the result for display at a second client node.