Mind Over Model: Why Metacognitive Agents May Be the Next Frontier in AI Adaptation
A new employee rarely becomes useful by memorizing the handbook once. They watch the workflow, make mistakes, notice patterns, update their private playbook, and gradually stop asking the same obvious questions. That process is not magic. It is a layered form of learning: one part does the task, another part watches how the task is being done, and a third part turns experience into reusable rules. ...