The shift from non-agentic AI, which outputs predictions, to agentic AI, which executes actions, represents a fundamental change in the relationship between the user and the technology—from passive prediction to active control. This evolution introduces a critical tension between the immense capability of the system and the necessity of human accountability. The core pattern emerging is the exponential increase in complexity and opacity; systems that operate autonomously and rapidly increase the...