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ZHIQI LIU

Silicon Valley,U S A

Zhiqi Liu (Jacky) — Entrepreneur, FRSA fellow, investor,writer.

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

07｜Chapter 7: Theological Conclusion – Toward a New Eden

07｜Chapter 7: Theological Conclusion – Toward a New Eden

Chapter 7: Theological Conclusion – Toward a New Eden of Human Economic Order Introduction Throughout the long course of human civilization, economic systems have always been profoundly shaped by theology, human nature, and structures of power. Since humanity’s departure from Eden, we have gradually constructed institutional frameworks rooted in the

06｜Chapter 6: Historical and Contemporary Prototypes

06｜Chapter 6: Historical and Contemporary Prototypes

Chapter 6: Historical and Contemporary Prototypes Introduction In advancing the framework of Non-Possessive Economics, it is essential to ground our philosophy in real-world practices that echo its values—even if they were never labeled as such. This chapter examines five exemplary models that, while diverse in geography and history, reveal

05 ｜Chapter 5: Vision Model – A Societal Blueprint

05 ｜Chapter 5: Vision Model – A Societal Blueprint

Chapter 5: Vision Model – A Societal Blueprint Based on Non- Possessive EconomyChapter Introduction When wealth, governance, and social structures are reimagined through the lens of faith, a new societal model begins to emerge—one that transcends both modern capitalism and traditional socialism. This vision is not driven by the logic

04 ｜Chapter 4: Institutional Design of the Non-Possessive

04 ｜Chapter 4: Institutional Design of the Non-Possessive

Chapter 4: Institutional Design of the Non-Possessive EconomyChapter Introduction Following the in-depth critique of possessive capitalism and the systematic exposition of non-possessive economic principles, this chapter turns to the institutional architecture necessary for implementing these ideas at the enterprise level. Without institutional embodiment, even the noblest values risk becoming rhetorical

03 ｜Chapter 3: Core Principles of Non-Possessive Economics

03 ｜Chapter 3: Core Principles of Non-Possessive Economics

Chapter 3: Core Principles of Non-Possessive Economics 3.1 Introduction As we trace the trajectory of economic systems throughout history, one truth becomes increasingly evident: while humanity’s capacity to generate wealth has grown exponentially, the ownership of that wealth has become increasingly concentrated. In this progression, the desire to

02 ｜ The Fall of Capitalism and Its Institutional Crisis

02 ｜ The Fall of Capitalism and Its Institutional Crisis

2.0 Introduction In Chapter One, we traced the religious origins of capitalism and revealed how it was initially driven by a “non-possessive” ethic centered on glorifying God. This spiritual foundation helped fuel early economic prosperity. However, history did not sustain this original intent. As religious faith receded from public