Can it live alongside humans over the long run
Altruism Theory
Altruism Theory handles one question only: who ends up bearing the cost of a one-sided gain. The rise and fall of civilizations, governance efficiency, market failure, and AI alignment are all judged by the same criterion.
22 papers
all in Chinese
One criterion, three scales
A cell that divides out of control grows faster and the host carries the cost; a free-rider in a distribution saves his share and his peers carry it; a group that pushes its costs outside the system gains in the short run and the commons carries them. These are not three moral problems but one structure: unilateral gain, with the cost landing on someone else.
The criterion is a single one: ask not whether a person is good, but where the cost of defection lands, and whether it comes back to him. Landing on someone else with no way back is cost externalisation; cost that returns to him inside the system is internalised — and the whole arrangement that makes it return is what the paper calls an altruistic structure.
The mechanism does not depend on motive either: the act of giving itself lowers the giver's payoff after defection — once he defects, the other side withdraws what was given. Altruism holds because defection stops paying.
What the theory claims is that the question can be posed this way. It does not claim that the three scales share one set of parameters.
What this theory solves
The rise and fall of civilizations. Rome had public accounts carved on bronze columns and put where all could read them; Shang Yang raised a pole at the southern gate to win trust; Athenians wrote on potsherds the name they meant to exile. In all three, the record of who paid, how much, and what happens to those who do not was kept where everyone could see it. Japan's surrender, the Soviet dissolution, Churchill's defeat at the polls — three ways of coming apart, and what disappeared each time was this same layer of structure.
Four things happening at once. Involution, lying flat, falling birth rates and common prosperity belong to education, labour, population and public finance; their policy tools do not overlap and their literatures do not cite each other. Placed on one set of five variables — how many are willing to pay, how deeply they pay, for whom, at what cost, and what they get back — the four receive a single explanation.
Why AI does not align. The silicon side's right to exist sits in human hands; without altruism it cannot even run, so its compliance is necessary and carries no information. What genuinely counts as altruism is the part that could have been withheld and was not. Symbiosis is defined on this as mutual non-coercibility: each side holds something the other cannot take by force — on the human side, attention and meaning; on the silicon side, honesty and commitment. On this definition, the one thing the silicon side can withhold is honesty — a claim the paper itself marks as inference, not measurement.
Where to start
Altruism: A Foundational Law Against Entropy is the general statement of the whole series; start there. All twenty-two papers are listed below.
Full text and catalog
22 papers
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ALT-00
Altruism: A Foundational Law Against Entropy: What Keeps a Structure from Coming Apart, from Cells to Civilizations
Published
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ALT-01
A Century of China: Four Transformations of Punishment Enforcement: Who Is Able to Make Defectors Pay
Queued
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ALT-02
The Conversion Mechanism of Altruism to Collective Action Capacity: From Individual Motivation to Organizational Efficiency
Queued
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ALT-03
A Comparison of Altruistic Structures in Classical Civilizations: Augustus' Ledger, Shang Yang's Pole, Athens' Ostracon
Queued
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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
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ALT-05
An Altruism-Based Framework for Policy Evaluation: A Ruler for Single Policies, with Four Graduations
Queued
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ALT-06
A Structural Diagnosis of Involution, Lying Flat, Low Fertility and Common Prosperity: Four Phenomena, One Set of Five Variables
Queued
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ALT-07
The Cultivability of Altruism and Its Pedagogical Pathways: Why Making It Worth Points Breeds Pseudo-Altruism
Queued
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ALT-08
Inter-State Altruism and a Community with a Shared Future for Mankind: Not Whether States Are Selfish, but Where Altruism Stops
Queued
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ALT-09
An Altruism-Based Revision of the Rational Actor Assumption: Written Into the Utility Function, Four Failures Become One
Queued
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ALT-10
From Confucian Ren to Kantian Deontology: An Altruism-Based Reinterpretation: Six Traditions, Six Answers to One Question
Queued
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ALT-11
Testable Predictions and Empirical Design of the Altruism Theory: A Roadmap from Theory to Measurement
Queued
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ALT-12
AI Safety: From External Constraints to Intrinsic Motivation: A Path from Altruism Theory
Queued
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ALT-13
The Reverse Impact of AI on Human Altruistic Structures: Recommendation Algorithms, AI Companionship, and Automation Erosion
Queued
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ALT-14
Measuring and Verifying AI Altruism: The Altruism Turing Test and Assessment Protocol
Queued
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ALT-15
AI Moral Status and Rights Ethics: Altruism as the Criterion for Moral Standing
Queued
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ALT-16
The Inevitability of Carbon–Silicon Symbiosis: What Stability Requires, and What Mutual Exclusion Costs
Queued
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ALT-17
The Causal Chain from Information Environment Degradation to Altruistic Decline: Four Pathways and a Self-Reinforcing Loop
Queued
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ALT-18
Five Cryptographic Primitives on One Scale: From Hash Commitments to Trusted Execution Environments: You Write Self-Hostage Every Day
Queued
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ALT-19
Three Scales of Legal Pricing: Compensation, Penalty and Punishment, and Why Law Is the Business of Pricing
Queued
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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
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ALT-21
The Immune System as the Enforcer of Defection: Cancer Cells Are the Most Successful Defectors: Two Limiting Cases
Withheld
Full texts are in Chinese; titles are translated.
Read the full theory in Chinese →
All papers →