Automated dynamic custom game content generation

A non-transitory machine-readable medium storing instructions which, when executed at a game server, cause the game server to perform operations comprising:

• generating a set of game content items for a designated game, the set of game content items being customized for one or more user accounts based on numerical values from a player model representing the one or more user accounts, the player model being generated based on previous in-game behavior of the one or more user accounts while playing the designated game;
• forecasting, using the player model, a sequence of user actions of the one or more user accounts during gameplay of the designated game with the generated set of game content items, the sequence of user actions representing a prediction of in-game user interaction with the set of game content items;
• computing, based on the forecasted sequence of user actions and software-defined outcomes of the forecasted sequence of user actions in the designated game, a set of metrics associated with gameplay of the one or more user accounts represented by the player model in the designated game;
• and
• providing an output based on the set of metrics.

A game server comprising:

• processing circuitry;
• and
• a memory storing instructions which, when executed by the processing circuitry, cause the processing circuitry to perform operations comprising:
• generating a set of game content items for a designated game, the set of game content items being customized for one or more user accounts based on numerical values from a player model representing the one or more user accounts, the player model being generated based on previous in-game behavior of the one or more user accounts while playing the designated game;
• forecasting, using the player model, a sequence of user actions of the one or more user accounts during gameplay of the designated game with the generated set of game content items, the sequence of user actions representing a prediction of in-game user interaction with the set of game content items;
• computing, based on the forecasted sequence of user actions and software-defined outcomes of the forecasted sequence of user actions in the designated game, a set of metrics associated with gameplay of the one or more user accounts represented by the player model in the designated game;
• and
• providing an output based on the set of metrics.