Value Function : an Entropy Reduction Mechanism in High-Dimensional Search Spaces

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The Value Function is defined as the essential missing mechanism for achieving truly robust Artificial General Intelligence, serving as the system’s internalized mechanism of judgment—an internal critic that evaluates thoughts and actions.

The universe of all possibilities is vast Information, which an uninformed agent perceives as an "Ocean of Noise" characterized by maximum randomness. Knowledge is the single, precise solution, found at the Peak of the Bell Curve in a structured possibility space. The Value Function is the mental filter that transforms this...