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Author

Wai-Hung (Pan) Tam

22 papers indexed here

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#small language model Open access Sep 2026

Window Theory • AI — Paper 0: Prologue

Window Theory - AI (wtAI): A Falsifiable Framework for Flexibility-Fragility Coupling in Large Language Models This is a six-part research series examining a structural pattern in decoder-based next-token-prediction systems deployed as dialogue and instruction agents. It is written for readers with a background in mach...

Wai-Hung (Pan) Tam · 0 citations
#explainable ai Open access Sep 2026

Window Theory • AI — Appendix A: Metaphor Material and Case Verification

Window Theory - AI (wtAI): A Falsifiable Framework for Flexibility-Fragility Coupling in Large Language Models This is a six-part research series examining a structural pattern in decoder-based next-token-prediction systems deployed as dialogue and instruction agents. It is written for readers with a background in mach...

Wai-Hung (Pan) Tam · 0 citations
#explainable ai Open access Sep 2026

Window Theory • AI — Paper 0: Prologue

Window Theory - AI (wtAI): A Falsifiable Framework for Flexibility-Fragility Coupling in Large Language Models This is a six-part research series examining a structural pattern in decoder-based next-token-prediction systems deployed as dialogue and instruction agents. It is written for readers with a background in mach...

Wai-Hung (Pan) Tam · 0 citations
#large language models Open access Sep 2026

Window Theory • AI — Paper II: Landing and Verification

Window Theory - AI (wtAI): A Falsifiable Framework for Flexibility-Fragility Coupling in Large Language Models This is a six-part research series examining a structural pattern in decoder-based next-token-prediction systems deployed as dialogue and instruction agents. It is written for readers with a background in mach...

Wai-Hung (Pan) Tam · 0 citations
#edge computing Open access Sep 2026

HIOF•The Field — Series Note: Cover Sheet, Reading Order, and Statement of Contribution

Holographic Informational Ontology Framework - The Field (HIOF•tF) A short, non-technical companion to the four-part HIOF-tF series. Written for readers with a background in physics, information theory, or philosophy of science - not readers already familiar with the author's wider framework. The core idea, stated plai...

Wai-Hung (Pan) Tam · 0 citations
#edge computing Open access Sep 2026

HIOF•The Field — Part A: Predicate Splitting, the Isolation Limit, and Field–Geometry Co-Constitution

Holographic Informational Ontology Framework - The Field (HIOF•tF) A short, non-technical companion to the four-part HIOF-tF series. Written for readers with a background in physics, information theory, or philosophy of science - not readers already familiar with the author's wider framework. The core idea, stated plai...

Wai-Hung (Pan) Tam · 0 citations
#edge computing Open access Sep 2026

HIOF•The Field — Part C: The Sign-Off Window, Two Non-Fusable Criteria, and the Family of Relational Indicators

Holographic Informational Ontology Framework - The Field (HIOF•tF) A short, non-technical companion to the four-part HIOF-tF series. Written for readers with a background in physics, information theory, or philosophy of science - not readers already familiar with the author's wider framework. The core idea, stated plai...

Wai-Hung (Pan) Tam · 0 citations
#edge computing Open access Sep 2026

HIOF•The Field — Part B: Non-Computational Causation and the Two Readings of One Wall

Holographic Informational Ontology Framework - The Field (HIOF•tF) A short, non-technical companion to the four-part HIOF-tF series. Written for readers with a background in physics, information theory, or philosophy of science - not readers already familiar with the author's wider framework. The core idea, stated plai...

Wai-Hung (Pan) Tam · 0 citations
#edge computing Open access Sep 2026

HIOF•The Field — Part C: The Sign-Off Window, Two Non-Fusable Criteria, and the Family of Relational Indicators

Holographic Informational Ontology Framework - The Field (HIOF•tF) A short, non-technical companion to the four-part HIOF-tF series. Written for readers with a background in physics, information theory, or philosophy of science - not readers already familiar with the author's wider framework. The core idea, stated plai...

Wai-Hung (Pan) Tam · 0 citations
#edge computing Open access Sep 2026

HIOF•The Field — Part B: Non-Computational Causation and the Two Readings of One Wall

Holographic Informational Ontology Framework - The Field (HIOF•tF) A short, non-technical companion to the four-part HIOF-tF series. Written for readers with a background in physics, information theory, or philosophy of science - not readers already familiar with the author's wider framework. The core idea, stated plai...

Wai-Hung (Pan) Tam · 0 citations

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