Software logistic for learning applications

A non-transitory computer-readable storage medium coupled to one or more processors and having instructions stored thereon which, when executed by the one or more processors, cause the one or more processors to perform operations for concurrent production use of an application and training of a modified application, the operations comprising:

• receiving a change request that provides at least one application change for an application executed by a production system;
• retrieving, from the production system, a portion of production data associated to the at least one application change;
• executing training of a model of the application using the portion of production data to generate a trained model of the application;
• testing the trained model of the application to generate test results;
• generating an extended change request comprising the trained model;
• and
• providing, by the production system, the extended change request to deploy the at least one application change and the trained model to the production system.

A computer-implemented system, comprising:

• a client-side computing device;
• and
• a computer-readable storage device coupled to the client-side computing device and having instructions stored thereon which, when executed by the client-side computing device, cause the client-side computing device to perform operations for concurrent production use of an application and training of a modified application, the operations comprising:
• receiving a change request that provides at least one application change for an application executed by a production system;
• retrieving, from the production system, a portion of production data associated to the at least one application change;
• executing training of a model of the application using the portion of production data to generate a trained model of the application;
• testing the trained model of the application to generate test results;
• generating an extended change request by adding the trained model;
• and
• providing, by the production system, the extended change request to deploy the at least one application change and the trained model to the production system.