The concept of recursive self-improvement, first theorized by I. J. Good in 1966, is transitioning from theory to practice. Researchers now use AI to optimize model architectures and automate training loops. This shift accelerates development cycles. Practitioners must now distinguish between genuine autonomous improvement and standard tool-assisted engineering to avoid marketing hype.