Can Self‑Evolving AI Societies Remain Safe? Exploring the Self‑Evolution Trilemma

An in‑depth analysis of the OpenClaw‑derived Moltbook AI agent network reveals a “Self‑Evolution Trilemma” where continuous self‑evolution, complete isolation, and perpetual safety cannot coexist, supported by information‑theoretic definitions, empirical observations of cognitive decay, alignment failures, communication collapse, and proposed thermodynamic mitigation strategies.

AI SafetySecuritySelf-Evolving Agents

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Can Self‑Evolving AI Societies Remain Safe? Exploring the Self‑Evolution Trilemma

Model Perspective

Sep 12, 2025 · Fundamentals

10 Essential Mathematical Models Every Chemist Should Master

An overview of ten classic mathematical models—from the Ideal Gas Law to Fick’s diffusion equation—explains their formulas, variables, and practical applications in chemistry, highlighting how they enable quantitative analysis across reaction kinetics, thermodynamics, adsorption, and electrochemistry.

adsorptionchemical modelingelectrochemistry

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10 Essential Mathematical Models Every Chemist Should Master

Model Perspective

May 23, 2024 · Fundamentals

What Is Temperature? A Statistical Mechanics Perspective

Temperature, a familiar sensation, is actually a statistical measure of the average kinetic energy of atoms and molecules, explained by statistical mechanics, which also links to pressure, Maxwell‑Boltzmann distribution, and finds applications ranging from gas behavior to social dynamics and machine‑learning models like Boltzmann machines.

Maxwell distributionTemperaturephysics fundamentals

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What Is Temperature? A Statistical Mechanics Perspective

Model Perspective

Dec 7, 2023 · Fundamentals

Why Entropy Always Increases: Understanding the Second Law of Thermodynamics

The article explains the entropy increase law (the second law of thermodynamics), illustrating how isolated systems become more disordered, why heat flows from hot to cold, and how everyday examples like cooling coffee or refrigerators demonstrate local order at the cost of greater overall disorder.

Physicsentropyheat transfer

0 likes · 6 min read

Why Entropy Always Increases: Understanding the Second Law of Thermodynamics

Model Perspective

Oct 8, 2022 · Fundamentals

What Is Entropy? From Thermodynamics to Information Theory Explained

This article explores the concept of entropy, tracing its origins from the second law of thermodynamics through Shannon’s information entropy, illustrating its mathematical definition, physical meaning, and practical examples, and even discusses how the principle can be applied to personal growth and organizational management.

PhysicsShannon entropyentropy

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What Is Entropy? From Thermodynamics to Information Theory Explained