A computer-implemented method for automated operation of network devices within a home communication network includes detecting actuator actions for a plurality of actuators within the home communication network, each actuator of the plurality of actuators configured to change a state of at least one network device. The detected actuator actions are correlated with one or more sensor values from a plurality of sensors within the home communication network to generate configuration data. The configuration data includes a trigger graph with one or more trigger conditions and an action graph corresponding to the trigger graph. The action graph indicates one or more actuator actions associated with at least one actuator of the plurality of actuators. Upon detecting a trigger condition of the one or more trigger conditions, the at least one actuator of the plurality of actuators is triggered to perform the one or more actions indicated by the action graph.