
Software engineering has entered a volatile phase where the efficiency of large language models often outpaces the capacity of human oversight to secure the resulting logic. This evolution marks a shift from basic autocompletion tools to sophisticated agentic systems that autonomously generate complex functions. While the speed of production has reached unprecedented levels, the underlying security frameworks remain dangerously reactive.










