The paradigm governing artificial intelligence has undergone a fundamental transformation. For years, frontier Large Language Models (LLMs) operated primarily on System 1 thinking—generating output instantly by predicting the most statistically likely next token. While this approach revolutionized conversational AI and text generation, it frequently stumbled when confronted with complex multi-step logic, advanced mathematics, zero-day software…