Just-In-Time Programming Framework with Large Language Models and Flow-Based Programming

A computer system, comprising:

• one or more processors designed to execute instructions from a memory;
• one or more computer-readable nontransitory memories having stored therein instructions to cause the processor(s) to:
• as users of a programming system use the programming system to create programs, to store into a computer memory data describing actions of the users in creating the programs, the programming system having a graphical user interface and a library of templates for functions, the graphical user interface presenting to users functions depicted as templates of blocks to be selected for incorporation into programs, the graphical user interface being programmed to receive input from the users to direct the system to assemble functions from the set into the programs, the functions being functions for processing of data, the graphical user interface depicting the incorporated functions as graphical elements for manipulation in the graphical user interface, the graphical user interface presenting an ability to graphically connect data output connection points of incorporated function graphical elements to input connection points of incorporated function graphical elements;
• and
• a trained artificial intelligence large language model, the model having been trained with a corpus of graphical programs to compute suggestions to the user for functions to be added into the program, the computation of function suggestion being based at least in part on a prompt given by the user and the trained large language model.