Systems and methods for intelligently configuring and deploying a model orchestrator mesh of a machine learning-based dialogue system using a graphical user interface

Abstract

A system, method, and computer-program product includes instantiating a user interface (UI) that provides a user with a graphical environment for creating a model orchestration mesh controlling an operation of a plurality of disparate AI dialogue models, automatically installing, within the graphical environment of the UI, a root socket node, digitally assigning a first disparate AI dialogue model of the plurality of disparate AI dialogue models to the root socket node, automatically generating, within the graphical environment of the UI, a plurality of distinct mesh socket nodes, receiving, via the UI, an input from the user selecting a graphical UI control element displayed on the UI that, when selected, changes a state of the UI to an interactive gesture-based tracking state, constructing, within the graphical environment of the UI, a plurality of graphical socket transitions while the UI is in the interactive gesture-based tracking state.