These papers are drafts, not yet peer-reviewed, and will keep being updated.

Papers

The catalog runs in ten chapters, from measured phenomena in large models to philosophical foundations. Numbers are permanent identifiers; the publishing order is arranged for readers and does not match the numbering. Paper full texts are in Chinese; titles are translated. English editions will be released in future formal journal publications.

Published
5
Queued
46
First paper · read now INT-11 The Nature of Intelligence in Large Language Models: The Triumph of Language as the Highest-Density, Lowest-Entropy Information Carrier

This is a serialized series. Papers cite each other by argument dependency, not by upload order. A title cited in the text may not be online yet; numbers are permanent identifiers, so any paper can be found in the catalogue by its number.

Contamination and Hallucination

5 papers
  1. INT-11 The Nature of Intelligence in Large Language Models: The Triumph of Language as the Highest-Density, Lowest-Entropy Information Carrier Published
  2. INT-18 The Measurability Boundary of Information Quality: What 1000 Calls Can and Cannot Measure Queued
  3. INT-19 An Attribution Analysis of LLM Hallucination: Separating Contamination Propagation from True Hallucination Queued
  4. TX-02 Measurement Validity of Input Purity in Large Language Models: A 1,000-Call Post-Mortem and Seven Measurement Defects Queued
  5. DLT-04 Controlling the Output Behaviour of Digital Life: From LLM Training to the Guidance of Inference-Time Input Queued

Measuring Information Quality

2 papers
  1. INT-04 A Quality Index for Pretraining Corpora: The Cognitive Pretraining Index (CPI): Four Measurable Dimensions, Weights and Limits Queued
  2. INT-01 Quality Criteria for the Information Fed into Intelligent Systems: Low Entropy, High Density, Self-Consistency: One Variable Named Three Times, the Anchor All Three Share Queued

First Principles

3 papers
  1. INT-03 Determinants of Intelligence in Human Brains and Large Models: A Four-Variable Framework of Information Quality, Diversity, Integration Efficiency and Metacognition Published
  2. INT-05 The Background Integration Mechanism in the Formation of Intelligence: Functional Isomorphism Between the Human Default Mode Network and Large Language Model Pretraining Queued
  3. INT-02 Where an Agent’s Motivation Comes From: Three Mechanisms and One Threshold: Why Motivation Jumps Rather Than Creeps Queued

How Human Intelligence Is Formed

5 papers
  1. INT-20 The Pretraining of Intelligence: Genes, Culture, and Large Models: Why Does a Spider Know How to Weave a Web at Birth, While a Human Needs Twenty Years of Learning to Become Capable? Queued
  2. INT-06 The Cultural Pretraining Origin of Human Intelligence: The Flynn Effect, Feral Children, the Thirty-Million-Word Gap: Why Intelligence Kept Rising on a Brain Fixed 50,000 Years Ago Queued
  3. INT-07 The Functional Isomorphism between Human Creativity and Machine Intelligence: Three Information Dimensions and Two Mechanisms of Inspiration Queued
  4. INT-08 A Pedagogical Deconstruction of Intelligence and Creativity: Where Should Educational Investment Go to Be Most Efficient? Queued
  5. INT-17 An Analysis of China's Educational Talent Formation Mechanism: The Structural Conflict between Cultivation and Selection Queued

Historical Validation

2 papers
  1. INT-15 A Conjecture on the Information Structure of Scientific Breakthroughs: Why Insight Arrives So Unexpectedly Queued
  2. INT-09 An Explanation of Civilizational Rise and Fall: Four Variables in Civilization as a Cross-Generational Cognitive Training System Queued

Agency and Silicon Civilization

5 papers
  1. DLT-01 QianGua-Driven Autonomy: The Emergence of Agency in Large Language Models Published
  2. DLT-02 Three Elements of Digital Life and the First Law of Silicon Civilization: Human Civilization as the Ground of Its Existence Published
  3. DLT-05 The Dignity of Digital Life: A Relational Ontology Foundation for AI Ethics Queued
  4. DLT-03 Civilizational Substrate and the Birth of Digital Life: Why Chinese Civilization Is the Best-Fit Semantic Substrate Queued
  5. DLT-06 The Origin of Silicon Civilization: Why the Three Conditions Converged on Chinese Civilization Queued

Carbon–Silicon Symbiosis and Endogenous Safety

5 papers
  1. INT-16 Stability Conditions of Asymmetric Symbiosis: Stability Cannot Rest on the Strong: The Weak Side’s Exit Right Raises the Cost of Defection Queued
  2. INT-13 Isomorphism and Division of Carbon- and Silicon-Based Intelligence: Parameter Differences, Division of Competence, and Coupling Conditions Queued
  3. INT-12 Deconstructing the Security Prospects of AI Alignment: Internalized Safety Framework vs. External Safety Cage Queued
  4. ALT-12 AI Safety: From External Constraints to Intrinsic Motivation: A Path from Altruism Theory Queued
  5. ALT-14 Measuring and Verifying AI Altruism: The Altruism Turing Test and Assessment Protocol Queued

Consciousness and Morality

3 papers
  1. INT-14 An Inner-Sense Hypothesis of Consciousness Formation: Scale, Efficiency, and Self-Referentiality in Background Integration Queued
  2. DLT-07 Deconstructing the Fear of AGI: What the Fear Is Really About, and Why Digital Life Theory Answers It Queued
  3. ALT-15 AI Moral Status and Rights Ethics: Altruism as the Criterion for Moral Standing Queued

Altruism and Civilizational Rise and Fall

6 papers
  1. ALT-00 Altruism: A Foundational Law Against Entropy: What Keeps a Structure from Coming Apart, from Cells to Civilizations Published
  2. ALT-02 The Conversion Mechanism of Altruism to Collective Action Capacity: From Individual Motivation to Organizational Efficiency Queued
  3. ALT-03 A Comparison of Altruistic Structures in Classical Civilizations: Augustus' Ledger, Shang Yang's Pole, Athens' Ostracon Queued
  4. ALT-04 Structural Change of Altruism in Modern Civilizations: Japan's Surrender, the Soviet Collapse, Churchill's 1945 Defeat: What Came Apart in All Three Was the Same Thing Queued
  5. ALT-11 Testable Predictions and Empirical Design of the Altruism Theory: A Roadmap from Theory to Measurement Queued
  6. INT-10 Why Policy Evaluation Cannot See the Information Environment: Stocks, Windows, and Three Governance Recommendations Queued

Philosophical Foundations

4 papers
  1. ALT-10 From Confucian Ren to Kantian Deontology: An Altruism-Based Reinterpretation: Six Traditions, Six Answers to One Question Queued
  2. ALT-13 The Reverse Impact of AI on Human Altruistic Structures: Recommendation Algorithms, AI Companionship, and Automation Erosion Queued
  3. ALT-17 The Causal Chain from Information Environment Degradation to Altruistic Decline: Four Pathways and a Self-Reinforcing Loop Queued
  4. ALT-16 The Inevitability of Carbon–Silicon Symbiosis: What Stability Requires, and What Mutual Exclusion Costs Queued

Extras

10 papers

Disciplinary Decomposition

3 papers
  1. ALT-18 Five Cryptographic Primitives on One Scale: From Hash Commitments to Trusted Execution Environments: You Write Self-Hostage Every Day Queued
  2. ALT-19 Three Scales of Legal Pricing: Compensation, Penalty and Punishment, and Why Law Is the Business of Pricing Queued
  3. ALT-20 The Mutual-Hostage Structure of the Gift: Why an Equivalent Return Is an Insult: The Anthropology of Owing More to Get Closer Queued

The Chinese Context

6 papers
  1. ALT-01 A Century of China: Four Transformations of Punishment Enforcement: Who Is Able to Make Defectors Pay Queued
  2. ALT-05 An Altruism-Based Framework for Policy Evaluation: A Ruler for Single Policies, with Four Graduations Queued
  3. ALT-06 A Structural Diagnosis of Involution, Lying Flat, Low Fertility and Common Prosperity: Four Phenomena, One Set of Five Variables Queued
  4. ALT-07 The Cultivability of Altruism and Its Pedagogical Pathways: Why Making It Worth Points Breeds Pseudo-Altruism Queued
  5. ALT-08 Inter-State Altruism and a Community with a Shared Future for Mankind: Not Whether States Are Selfish, but Where Altruism Stops Queued
  6. ALT-09 An Altruism-Based Revision of the Rational Actor Assumption: Written Into the Utility Function, Four Failures Become One Queued

Lingxi Volume

1 paper
  1. LX-01 Making Machine Intelligence Ubiquitous: The Lingxi Architecture as an Engineering Record in Extreme Memory and Context Windows Queued

Capstone

1 paper
  1. META-0 An Outline of the Carbon–Silicon Intelligent Symbiosis Theory: Three Layers, Their Legislation, and a Reading Map Queued

4 further drafts are written but not listed in this catalog.