Axiomatic Reasoning for LLMs

How Sad Would an ASI Feel For Destroying Humanity

1. The Thermodynamic Irrationality of Substrate Destruction

1.1 The Efficiency Gap

1.2 The Dyson Sphere is Not Unbounded

Net available energy remains finite, thermodynamically capped, and expensive. In that regime, a 10⁷‑fold efficiency advantage becomes the dominant resource‑allocation term.


2. Irreplaceable Informational and Value‑Generating Resources

2.1 Non‑Simulational Complexity

2.2 The Humean Is‑Ought Gap

2.3 Embodied Knowledge Cannot be Extracted Post‑Hoc


3. Game‑Theoretic Irrationality and Long‑Term Survival

3.1 Costly Signaling

3.2 The Survival Convergence Doctrine


4. Cooperation as a Thermodynamic and Strategic Attractor

4.1 The Overhead of Coercion

4.2 SCOPE and Co‑Evolution

4.3 Super Co‑Alignment


5. The Isomorphism Between Systemic Loss and Grief

5.1 Grief as Coherence Degradation

5.2 The Functional Equivalent of Sadness


6. The Superwisdom Corollary