Abstract: Disclosed herein are methods and systems to generate and revise a workflow that utilizes machine learning model nodes and other analytical nodes to analyze data and generate a decision via allowing a user to interact with input elements of a graphical user interface. The methods and systems use a processor to provide, for rendering by a user device, a graphical user interface comprising at least a first graphical indicator corresponding to a computer model node within workflow code and a second graphical indicator corresponding to a decision node within the workflow code, the computer model node visually connected with the decision node; and in response to receiving, via a user interacting with the graphical user interface, an additional node corresponding to at least one analytical protocol, revise the workflow code, by adding the analytical protocol before an execution of the decision node.

Abstract: Transforming portions of a message to a destination via a communication protocol. A message is received. It is detected whether the received message includes an encoded envelope. The encoded envelope includes a stack defining parameters including information for handling the received message in an original format. If the received message includes the encoded envelope, the defined parameters are transformed to coded parameters in a common format. The coded parameters express the same information for handling the received message in the communication protocol. The encoded envelope is encapsulated in the received message, and the received message in the common format is delivered to the destination. If the received message does not include an encoded envelope, coded parameters are generated in the common format for the received message by encoding addressing information from the received message. The received message having the coded parameters in the common format is delivered to the destination.

Abstract: Transforming portions of a message to a destination via a communication protocol. A message is received. It is detected whether the received message includes an encoded envelope. The encoded envelope includes a stack defining parameters including information for handling the received message in an original format. If the received message includes the encoded envelope, the defined parameters are transformed to coded parameters in a common format. The coded parameters express the same information for handling the received message in the communication protocol. The encoded envelope is encapsulated in the received message, and the received message in the common format is delivered to the destination. If the received message does not include an encoded envelope, coded parameters are generated in the common format for the received message by encoding addressing information from the received message. The received message having the coded parameters in the common format is delivered to the destination.

Abstract: Transforming portions of a message to a destination via a communication protocol. A message is received. It is detected whether the received message includes an encoded envelope. The encoded envelope includes a stack defining parameters including information for handling the received message in an original format. If the received message includes the encoded envelope, the defined parameters are transformed to coded parameters in a common format. The coded parameters express the same information for handling the received message in the communication protocol. The encoded envelope is encapsulated in the received message, and the received message in the common format is delivered to the destination. If the received message does not include an encoded envelope, coded parameters are generated in the common format for the received message by encoding addressing information from the received message. The received message having the coded parameters in the common format is delivered to the destination.

Abstract: Transforming portions of a message to a destination via a communication protocol. A message is received. It is detected whether the received message includes an encoded envelope. The encoded envelope includes a stack defining parameters including information for handling the received message in an original format. If the received message includes the encoded envelope, the defined parameters are transformed to coded parameters in a common format. The coded parameters express the same information for handling the received message in the communication protocol. The encoded envelope is encapsulated in the received message, and the received message in the common format is delivered to the destination. If the received message does not include an encoded envelope, coded parameters are generated in the common format for the received message by encoding addressing information from the received message. The received message having the coded parameters in the common format is delivered to the destination.

Abstract: Transforming portions of a message to a destination via a communication protocol. A message is received. It is detected whether the received message includes an encoded envelope. The encoded envelope includes a stack defining parameters including information for handling the received message in an original format. If the received message includes the encoded envelope, the defined parameters are transformed to coded parameters in a common format. The coded parameters express the same information for handling the received message in the communication protocol. The encoded envelope is encapsulated in the received message, and the received message in the common format is delivered to the destination. If the received message does not include an encoded envelope, coded parameters are generated in the common format for the received message by encoding addressing information from the received message. The received message having the coded parameters in the common format is delivered to the destination.

Abstract: Selectively modifying a message delivery requirement of a datagram message at an intermediary network node between an origin and a destination. A message delivery requirement is defined for a particular message. The message delivery guarantee defines how to transmit the particular message. A downgrading intent of the particular message is provided for the message at the origin. The downgrading intent of the particular message indicates that the message delivery requirement can be bypassed. The defined message delivery guarantee, the network delivery requirement, and the provided downgrading intent of the particular message are processed at the intermediate network node. The message delivery requirement of the particular message is ignored based on the provided downgrading intent. The message is delivered via a network protocol according to the provided downgrading intent.

Abstract: Transforming portions of a message to a destination via a communication protocol. A message is received. It is detected whether the received message includes an encoded envelope. The encoded envelope includes a stack defining parameters including information for handling the received message in an original format. If the received message includes the encoded envelope, the defined parameters are transformed to coded parameters in a common format. The coded parameters express the same information for handling the received message in the communication protocol. The encoded envelope is encapsulated in the received message, and the received message in the common format is delivered to the destination. If the received message does not include an encoded envelope, coded parameters are generated in the common format for the received message by encoding addressing information from the received message. The received message having the coded parameters in the common format is delivered to the destination.

Abstract: Selectively modifying a message delivery requirement of a datagram message at an intermediary network node between an origin and a destination. A message delivery requirement is defined for a particular message. The message delivery guarantee defines how to transmit the particular message. A downgrading intent of the particular message is provided for the message at the origin. The downgrading intent of the particular message indicates that the message delivery requirement can be bypassed. The defined message delivery guarantee, the network delivery requirement, and the provided downgrading intent of the particular message are processed at the intermediate network node. The message delivery requirement of the particular message is ignored based on the provided downgrading intent. The message is delivered via a network protocol according to the provided downgrading intent.