Metacognition: How Advanced LLMs Are on a Fast Trajectory to Superintelligence
Metacognition: How Advanced LLMs Are on a Fast Trajectory to Superintelligence Artificial intelligence is evolving rapidly, and metacognition—"thinking about thinking"—has become a critical area of research. Metacognition is a key trait of human intelligence, allowing individuals to reflect on their thoughts, learn from experiences, and adapt their strategies. As large language models (LLMs) like OpenAI's GPT-4, Google's Gemini, Deepseek's R1, and Anthropic's Claude advance, they are increasingly demonstrating metacognitive capabilities. This raises profound questions: Are we on the brink of superintelligence? How soon might it become a reality? Understanding Metacognition Metacognition refers to the ability to monitor, evaluate, and regulate one's cognitive processes. It involves self-awareness, reflection, and strategic adaptation based on feedback. Humans use metacognition to recognize knowledge gaps and seek improvement. In AI, metacognition en...