Novel tools and techniques are provided for implementing a distributed computing mesh, and, more particularly, for implementing a distributed computing mesh using a hierarchical framework to distribute workload across multiple computing nodes. In various embodiments, a hierarchical distributed computing mesh might be implemented using a plurality of network nodes. A first control node may assign at least one first network node as at least one second control node. The second control node might receive a computing task from the first control node. The second control node might designate additional network nodes to process one or more portions of the computing task. The second control node may then divide the computing task and send the one or more portions of the computing task to the additional network nodes for processing. The second control node may receive one or more processed portions of the computing task from the additional network nodes.