Failure prediction and self-healing capabilities in hyperscale platforms

A system comprising:

• a monitoring system comprising an AI self-healing tool, the monitoring system coupled to a processing system, the monitoring system comprising one or more processors and a memory storing instructions that, when executed by the one or more processors, cause the one or more processors to perform steps comprising:
• monitoring operation of the processing system, wherein the AI self-healing tool is trained with past operation data of the processing system;
• generating health signal representing one or more performance metrics associated with the operation of the processing system;
• analyzing the health signal using the AI self-healing tool;
• predicting an operational failure to potentially occur in a next predetermined amount of time based on an analysis of the health signal;
• determining a preventative action to prevent the operational failure from impacting the operation of the processing system;
• implementing, on the processing system, the preventative action to keep the processing system operational;
• monitoring reaction of the processing system to the preventative action;
• and
• re-training the AI self-healing tool with the reaction of the processing system to the preventative action.