Abstract: An apparatus and method for automated mentorship using machine-learning is disclosed. The apparatus comprises at least a processor configured to receive a user profile from a user with at least an object enablement datum, convert the profile to a digital model by applying at least one classifier descriptor data tag, generate a programmed outline for the at least an object enablement datum with a plurality of action data based on the digital model using machine-learning processes, determine at least an action datum from the plurality of action data within the programmed outline using a heuristic model, direct the user to a plurality of appropriate resources, and display the programmed outline and the plurality of object enablement datum resources for the user.

Abstract: An apparatus for generating a personalized development program, the apparatus comprises a data collection unit configured to collect user data and a computing device connected to the data collection unit configured to receive user data, process the user metadata using an objective classifier, wherein the objective classifier is configured to transform user metadata into user objective datums, obtain user data associated with user objective datums containing historical progress data, generate a coaching development program using a development program machine-learning model, wherein the development program machine-learning model is configured to determine a plurality of resources and strategies for goals achievement as a function of user objective datums and the historical progress data, maintain a user progress tracking and adapt development path within the personalized development program by executing modifications on the program based on secondary user input data, and display the coaching development program

Abstract: An automatic shut-down system for wet/dry glycol pump thereby providing a pump protection system located in the fluid circuit between the reboiler and glycol contactor elements of a gas dehydration system. The system includes a filter or filter system, if one is not already provided within the existing dehydration system, a vertical tank having an external gas operated float valve with controls for remotely pilot operating a cut-off valve located in the wet glycol line between the contactor and the glycol pump. Therefore, in operation, when the dry glycol level in the vertical tanks drops below a set level, the float valve blocks gas pressure applied to the cut-off valve maintaining it in the open condition, thus allowing it to close and thereby blocking the flow of wet glycol to the pump, thus effectively shutting down the pump and the system. Once the imbalance is corrected, the system automatically resumes operation.