Agent Code Generation

A non-transitory computer-readable storage medium storing instructions that, when executed, cause a processor to perform steps comprising:

• accessing a plurality of historical conversations;
• clustering, using a large language model, the plurality of historical conversations into one or more categories, each category corresponding to a user intent, wherein conversations clustered in a category are associated with the respective user intent of the category;
• generating, based on the user intent associated with each category, agent code for generating responses corresponding to the user intent of the respective category;
• applying the generated agent code to a new conversation to generate a response for the new conversation;
• and
• updating the generated agent code based on feedback on the response.

A system comprising:

• a processor;
• and
• a non-transitory computer-readable storage medium storing instructions that, when executed, cause the processor to perform steps comprising:
• accessing a plurality of historical conversations;
• clustering, using a large language model, the plurality of historical conversations into one or more categories, each category corresponding to a user intent, wherein conversations clustered in a category are associated with the respective user intent of the category;
• generating, based on the user intent associated with each category, agent code for generating responses corresponding to the user intent of the respective category;
• applying the generated agent code to a new conversation to generate a response for the new conversation;
• and
• updating the generated agent code based on feedback on the response.