Systems and methods for updating rule engines during software development using generated proxy models with predefined model deployment criteria

This invention helps software developers automatically update the complex sets of rules that govern how their programs work. It creates temporary, simplified versions of these rules, called proxy models, that are designed to act just like the originals. The system then uses specific conditions, such as how well the proxy model performs or how old the existing rules are, to decide if and when to replace the old rules with the new, improved ones.