The present disclosure discloses a system and method for task processing and resource sharing in a distributed wireless system. The system includes a processor and a memory storing instructions that, when executed, cause the system to: identify a plurality of nodes in a distributed wireless system, each node of the plurality of nodes associated with a radio frequency neighborhood, the radio frequency neighborhood of one node including one or more other nodes that hear beacons from the one node; assign a task to the plurality of nodes; split the task into a plurality of subtasks; assign the plurality of subtasks to the plurality of nodes; receive a plurality of subtask processing results from the plurality of nodes; and combine the plurality of subtask processing results to generate a task processing result for the task.