Automated game assessment

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

• accessing a player model representing a subset of players, the player model being generated based on previous in-game behavior of the subset of players while playing a computer-implemented game;
• accessing a set of interactive content items associated with the game;
• forecasting, using the player model, a sequence of user actions of the subset of players during gameplay of the game, the sequence of user actions representing a prediction of user interaction with the set of interactive content items;
• computing, based on the forecasted sequence of user actions and software-defined outcomes of the forecasted sequence of user actions in the game, configuration values for the set of interactive content items;
• and
• causing execution of gameplay at a client device associated with the player model, the gameplay being according to the computed configuration values for the set of interactive content items.

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:
• accessing a player model representing a subset of players, the player model being generated based on previous in-game behavior of the subset of players while playing a computer-implemented game;
• accessing a set of interactive content items associated with the game;
• forecasting, using the player model, a sequence of user actions of the subset of players during gameplay of the game, the sequence of user actions representing a prediction of user interaction with the set of interactive content items;
• computing, based on the forecasted sequence of user actions and software-defined outcomes of the forecasted sequence of user actions in the game, configuration values for the set of interactive content items;
• and
• causing execution of gameplay at a client device associated with the player model, the gameplay being according to the computed configuration values for the set of interactive content items.