Self-adjusting assistant LLMs enabling robust interaction with business LLMs

A system comprising:

• data processing hardware;
• and
• memory hardware in communication with the data processing hardware and storing instructions that when executed on the data processing hardware causes the data processing hardware to perform operations comprising:
• receiving, at an assistant interface, a natural language query input by a user to a user device, the natural language query specifying an action for the assistant interface to perform on behalf of the user;
• selecting, by the assistant interface, two business large language models (LLMs) for the assistant interface to interact with to fulfill performance of the action, each corresponding business LLM of the two business LLMs:
• selected to fulfill performance of a corresponding portion of the action;
• and
• associated with a different respective adaptation model, the adaptation model published by the corresponding business LLM for use by the assistant interface to structure the natural language query into a different respective prompt specifically formulated for the corresponding business LLM to fulfill performance of the corresponding portion of the action;
• for each corresponding business LLM among the two business LLMs selected by the assistant interface:
• activating, by the assistant interface, the different respective adaptation model published by the corresponding business LLM;
• processing, by the assistant interface, using the activated different respective adaptation model, the natural language query to generate the different respective prompt specifically formulated for the corresponding business LLM to fulfill performance of the corresponding portion of the action;
• issuing, by the assistant interface, for input to the corresponding business LLM, the different respective prompt specifically formulated for the corresponding business LLM to fulfill performance of the corresponding portion of the action while the assistant interface issues, for input to the other business LLM among the two business LLMs selected by the assistant interface, the other different respective prompt specifically formulated for the other business LLM to fulfill performance of the portion of the action corresponding to the other business LLM;
• and
• receiving, at the assistant interface, from the corresponding business LLM, corresponding response content conveying details regarding performance of the corresponding portion of the action;
• and
• providing, for output from the user device, presentation content based on the corresponding response content received from each corresponding business LLM of the selected two business LLMs.