Abstract: A system may obtain an emulator. A system may obtain a state detector. A system may receive one or more objective inputs at a large language model. A system may create a decision engine with the large language model and the objective inputs. A system may obtain at least one of video information, audio information, and software state data from the interactive software application at the state detector. A system may transmit state information from the state detector to the decision engine based at least partially on the at least one of video information, audio information, and software state data. A system may select an action with the decision engine in response to the state information. A system may transmit the action to the emulator. A system may transmit at least one emulated input of the action to the interactive software application.

Abstract: A method for recommending a computer hardware configuration, including: receiving, by a processor, a machine-readable specification of a computing task; extracting, by the processor, a plurality of features from the machine-readable specification of the computing task; supplying, by the processor, the plurality of features to a reinforcement learning model to generate a proposed computer hardware configuration to execute the computing task; and providing, by the processor, the proposed computer hardware configuration to a user.

Abstract: A method and apparatus for finding a grouping container for a user and a method and apparatus for establishing a grouping container are provided. The method for finding a grouping container for a user includes: obtaining tag information of a user which includes a key word identifying characteristics of the user; finding a grouping container for the user based on the key word in the tag information and key words of a grouping container; presenting information of the grouping container found to the user, and receiving a confirmation from the user for joining the grouping container. Therefore, it is more convenient for a user to join a grouping container.

Abstract: A method and apparatus for finding a grouping container for a user and a method and apparatus for establishing a grouping container are provided. The method for finding a grouping container for a user includes: obtaining tag information of a user which includes a key word identifying characteristics of the user; finding a grouping container for the user based on the key word in the tag information and key words of a grouping container; presenting information of the grouping container found to the user, and receiving a confirmation from the user for joining the grouping container. Therefore, it is more convenient for a user to join a grouping container.

Abstract: A system for displaying feeds contents of a contact and for processing feeds contents of a contact. The system obtains feeds content data of a contact of a user, mixes and sorts the feeds content data. The system pulls out, when the user requests for obtaining the feeds contents of the contact, complete information of the feeds contents requested by the user, and displaying the complete information.