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In this paper, we present the first-of-its-kind machine learning (ML) system,called AI Programmer, that can automatically generate full software programsrequiring only minimal human guidance. At its core, AI Programmer uses geneticalgorithms (GA) coupled with a tightly constrained programming language thatminimizes the overhead of its ML search space. Part of AI Programmer's noveltystems from (i) its unique system design, including an embedded, hand-craftedinterpreter for efficiency and security and (ii) its augmentation of GAs toinclude instruction-gene randomization bindings and programminglanguage-specific genome construction and elimination techniques. We provide adetailed examination of AI Programmer's system design, several examplesdetailing how the system works, and experimental data demonstrating itssoftware generation capabilities and performance using only mainstream CPUs.

AI Programmer: Autonomously Creating Software Programs Using Genetic Algorithms