The Illusion of Sequence: Why Hierarchy Is the Next Leap in AI Inference

The scale paradox There is an efficiency gulf between biological architecture and silicon. While a 12-year-old child already masters the complexities of human language, models like GPT-3 require about 2,000 times more data to reach comparable proficiency. This &ldquo;Scale Paradox&rdquo; reveals an uncomfortable truth: we are trying to compensate for the lack of structural logic and efficient…