New Civilization OS

Sign in Subscribe

IX. AI & Frontier Technologies

Structural AI: A Network-Based Architecture Beyond Sequence Transformers

Structural AI: A Network-Based Architecture Beyond Sequence Transformers

Structural AI: A Network-Based Architecture Beyond Sequence Transformers Zhiqi Liu Pacific School of Religion & Independent Researcher, Bay Area, California May 2026 Abstract Transformer-based Large Language Models (LLMs) have achieved remarkable empirical success yet remain constrained by a token-centric, sequential modeling paradigm. The quadratic complexity of self-attention limits global relational

AI 3.0: The Structural Revolution

AI 3.0: The Structural Revolution

Beyond the Brute Force of Scaling Laws The current trajectory of Artificial Intelligence is reaching a critical inflection point. As we pour billions into massive GPU clusters and push parameter counts toward the infinite, we must ask: Are we building true intelligence, or merely perfecting the art of digital waste?