Dynamic robotic task execution optimization with proof of concept integration

A computer system, the computer system comprising:

• one or more processors, one or more computer-readable memories, one or more computer-readable tangible storage medium, and program instructions stored on at least one of the one or more computer-readable tangible storage medium for execution by at least one of the one or more processors via at least one of the one or more computer-readable memories, wherein the computer system is capable of performing a method comprising:
• receiving real-time and historical data from one or more IoT devices during an activity;
• identifying one or more tasks of the activity to be executed by a first robotic system based on the real-time and the historical data;
• determining whether at least one first robot in the first robotic system is unable to perform at least one task of the one or more tasks based on a confidence level of the at least one first robot to complete the at least one task falling below a pre-determined confidence level threshold;
• based on determining the at least one first robot is unable to perform the at least one task, transmitting a proof of concept (PoC) request to a second robotic system for the at least one task, wherein the second robotic system includes other robots separate from the at least one first robot that are originally in a standby state in an area of activity that complete the PoC request;
• and
• upon a completion of the PoC request by the second robotic system, causing the at least one first robot to execute one or more remedial actions based on a result of the completion of the PoC request.

A computer program product, the computer program product comprising:

• one or more computer-readable tangible storage medium and program instructions stored on at least one of the one or more computer-readable tangible storage medium, the program instructions executable by a processor capable of performing a method, the method comprising:
• receiving real-time and historical data from one or more IoT devices during an activity;
• identifying one or more tasks of the activity to be executed by a first robotic system based on the real-time and the historical data;
• determining whether at least one first robot in the first robotic system is unable to perform at least one task of the one or more tasks based on a confidence level of the at least one first robot to complete the at least one task falling below a pre-determined confidence level threshold;
• based on determining the at least one first robot is unable to perform the at least one task, transmitting a proof of concept (PoC) request to a second robotic system for the at least one task, wherein the second robotic system includes other robots separate from the at least one first robot that are originally in a standby state in an area of activity that complete the PoC request;
• and
• upon a completion of the PoC request by the second robotic system, causing the at least one first robot to execute one or more remedial actions based on a result of the completion of the PoC request.