Functional typed programming with visual artificial intelligence development interface

A system comprising:

• computer-readable memory storing executable instructions;
• and
• a processor in communication with the computer-readable memory and programmed by the executable instructions to:
• receive, at a graphical user interface, first input comprising creative direction to build an artificial intelligence (AI)-based workflow;
• based on the first input, generate a first workflow version of the AI-based workflow comprising a plurality of functions;
• generate a first graphical representation of the first workflow version;
• generate a first sample of content with the first workflow version;
• display, on the graphical user interface, the first workflow version, the first graphical representation, and the first sample of content;
• receive, at the graphical user interface, second input comprising additional creative direction to edit the AI-based workflow;
• based on the second input, generate a second workflow version of the AI-based workflow;
• generate a second graphical representation of the second workflow version;
• generate a second sample of content with the second workflow version;
• and
• display, on the graphical user interface, the second workflow version, the second graphical representation, and the second sample of content.

A computer-implemented method comprising:

• under control of a computing system comprising one or more computer processors configured to execute specific instructions,
• presenting a graphical user interface configured to provide interactive control over configuring a workflow comprising a plurality of functions,
• wherein the graphical user interface enforces matching of data types for output of a function to be input into another function;
• and
• wherein at least one function of the plurality of functions executes a generative artificial intelligence (AI) model to generate nondeterministic output;
• generating a graph-based representation of the workflow, wherein the graph-based representation includes a plurality of versions of the workflow and a plurality of iterations of executing the workflow;
• and
• enabling return to a prior version or iteration of the workflow using the graph-based representation such that additional nondeterministic output is generated based on the prior version or iteration of the workflow and not a most-recently generated version or iteration of the workflow.