Abstract: Techniques are provided for activating resource objects, optimizing graphical user interface (GUI) layouts using object prioritization. A natural language query is received from an edge device associated with a first entity, where the device is linked to a first account containing at least one transferrable resource. The query is provided as input to a generative model, which generates request context metadata based on a similarity score and historical account data. The context metadata and a portion of the query are supplied to the generative model to refine the response. A set of interactable objects is selected based on the model's output, each associated with resource objects and offset resources. Upon receiving a user selection of an interactable object, the system activates the corresponding resource object, facilitates transfer of the transferrable resource to a second account, and applies the offset resource to the first account, enabling context-aware, personalized user interactions.