Distributed dynamic architecture for error correction

A method of running an application using distributed nodes of an orchestrated system, the method comprising:

• executing a first module on a first node, the first module having a first output;
• executing a second module on a second node, the second module using the first output as an input;
• providing a second output from the second module to a third module executing on a third node;
• in response to detection of a failure of the second node, identifying a fourth node as a replacement node for redeploying the second module by coordinating between the first node and the third node, wherein the fourth node is different from the second node;
• and
• sending parameters and state information about the second module from the second node to the fourth node before the failure.