AI Needs a Second Gear: Metacognition and Slow Thinking
AI does not become reliable merely by generating longer answers. Metacognition helps a system judge difficulty, switch from fast pattern matching to slower reasoning, use tools, verify intermediate steps, and communicate uncertainty.