Autonomous encoding and candidate route mapping framework

A system comprising:

• one or more processors;
• and
• one or more memories storing processor-executable instructions that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
• receiving, using a data collection service of a routing pipeline for a graphical user interface, input data from one or more of a plurality of data sources;
• generating, using an encoding service of the routing pipeline for the graphical user interface, encoded data by transforming the input data into a set of input vectors for an optimization service of the routing pipeline;
• generating, using the optimization service for the graphical user interface, a candidate route mapping by applying a set of weighted hard parameters and a set of weighted soft parameters to the encoded data, wherein (i) the set of weighted hard parameters comprises a first constraint combination of (a) a plurality of enterprise constraints and (b) a plurality of routing constraints and (ii) the set of weighted soft parameters comprises a second combination of (a) the plurality of enterprise constraints and (b) the plurality of routing constraints;
• and
• initiating, using a provisioning service of the routing pipeline for the graphical user interface, an update to a real-time view of the graphical user interface based on the candidate route mapping.

One or more non-transitory computer-readable media storing processor-executable instructions that, when executed by one or more processors, cause the one or more processors to perform operations comprising:

• receiving, using a data collection service of a routing pipeline for a graphical user interface, input data from one or more of a plurality of data sources;
• generating, using an encoding service of the routing pipeline for the graphical user interface, encoded data by transforming the input data into a set of input vectors for an optimization service of the routing pipeline;
• generating, using the optimization service for the graphical user interface, a candidate route mapping by applying a set of weighted hard parameters and a set of weighted soft parameters to the encoded data, wherein (i) the set of weighted hard parameters comprises a first constraint combination of (a) a plurality of enterprise constraints and (b) a plurality of routing constraints and (ii) the set of weighted soft parameters comprises a second combination of (a) the plurality of enterprise constraints and (b) the plurality of routing constraints;
• and
• initiating, using a provisioning service of the routing pipeline for the graphical user interface, an update to a real-time view of the graphical user interface based on the candidate route mapping.