The concept of recursive self-improvement, first proposed by I. J. Good in 1966, is shifting from theoretical fear to actual implementation. Researchers now use AI to optimize model architectures and automate training loops. This iterative cycle accelerates development speeds. Practitioners must now distinguish between genuine autonomous improvement and basic tool-assisted engineering.