LLM-based game schema generation, cross-referencing, and instantiation

A method, comprising:

• receiving a first text prompt, the first text prompt indicating a request to create a first schema for a first game object of a video game;
• providing the first text prompt to a model;
• receiving a first output from the model, the first output indicating first structured data for the first schema according to the first text prompt;
• receiving a second text prompt, the second text prompt indicating a request to create a second schema for a second game object of the video game;
• determining whether the second text prompt refers to the first game object;
• in response to determining that the second text prompt refers to the first game object, providing, to the model, the second text prompt and an identifier for the first schema;
• receiving a second output from the model, the second output indicating second structured data for the second schema according to the second text prompt, the second structured data referring to the first schema;
• and
• converting the first structured data and the second structured data into a machine-readable format configured to instantiate the first game object and the second game object in the video game.

An apparatus, comprising:

• at least one processor system configured to perform operations comprising:
• receiving a first text prompt, the first text prompt indicating a request to create a first schema for a first game object of a video game;
• providing the first text prompt to a large language model (LLM);
• receiving a first output from the LLM, the first output indicating first structured data for the first schema according to the first text prompt;
• receiving a second text prompt, the second text prompt indicating a request to create a second schema for a second game object of the video game with the second schema referring to the first schema;
• providing the second text prompt to the LLM;
• receiving a second output from the LLM, the second output indicating second structured data for the second schema according to the second text prompt with the second structured data referring to the first schema;
• converting the first structured data and the second structured data into a machine-readable format configured to instantiate the first game object and the second game object in the video game;
• receiving a third text prompt, the third text prompt indicating a request to create a first schema instance based on the first schema;
• providing the third text prompt to the LLM;
• receiving a third output from the LLM, the third output indicating third structured data for the first schema instance according to the third text prompt;
• and
• representing the third structured data on a display.