Research

Our research explores the mathematical, structural, and economic dimensions of AI systems — ensuring that as intelligence scales, its connection to human creativity, attribution, and insight is preserved.

The Economic Engine of AI
Research S liao Research S liao

The Economic Engine of AI

This article traces that evolution — from the initial dismantling of legacy ownership to the move towards service-distribution platforms — and explains why attribution capacity is now becoming a central determinant of AI’s economic future.

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