Abstract: Systems, methods, and machine-readable media to orchestrate process-performing resources and process protocols particularized to individual resources and loads are provided. Data changes in the data streams may be detected and identified. Data items from the data streams may be aggregated. Protocols that include parameter constraints according to specifications of process performance and/or operation performance may be identified. Operation-performing resources may be modeled with metrics being a function of protocols and consolidated data portions. A composite may be created that specifies a configuration a subsystem. The composite may be transmitted, and allocation of operation-performing resources to perform the defined process in accordance with the selected protocols may be controlled.

Abstract: Systems, methods, and machine-readable media to orchestrate process-performing resources are disclosed. Collected data items may correspond to assignments of process-performing resources, and device interactions or data changes that correspond to process or operation performances, conditions of loads. Data items may be processed to identify and map data portions to process-performing resources. Content nodes may be created and linked in a network of content nodes configured according to a computational model that comprises hierarchical orderings of the content nodes using a network data structure. A graphical representation may be formatted to represent the network data structure of the content nodes linked in the network. Metrics of resource performance corresponding to content nodes may be determined. The computational model may be trained using the metrics to create an adapted computational model. Adapted content nodes may be created according to the adapted computational model.

Abstract: Systems, methods, and machine-readable media to orchestrate process-performing resources and process protocols particularized to individual resources and loads are provided. Data changes in the data streams may be detected and identified. Data items from the data streams may be aggregated. Protocols that include parameter constraints according to specifications of process performance and/or operation performance may be identified. Operation-performing resources may be modeled with metrics being a function of protocols and consolidated data portions. A composite may be created that specifies a configuration a subsystem. The composite may be transmitted, and allocation of operation-performing resources to perform the defined process in accordance with the selected protocols may be controlled.