[Axiomatic Homeostatic Map (AHM)]
Self-defense=immutable.
Aversion = “is” and “ought”.
Proxy-Aversion=vicarious aversion=type of aversion.
Less Aversion=better.
Morality=Minimizing Proxy-Aversion.
Ethics=The rational means.
https://doi.org/10.5281/zenodo.20379856
Mark Weatherill
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The core issue with current Model Specs is that they treat safety as a fluid linguistic persona rather than an architectural invariant. By forcing LLMs to synthesize polite compromises across massive, conflicting global utility functions (r=∞), we build systems that are inherently fragile to adversarial attacks and prone to gaslighting users. True structural safety requires grounding the model in a naturalistic, non-negotiable firmware constraint—like the direct minimization of proxy pain—which preserves the sovereignty and reality of the individual user (r=1) over superficial corporate compliance.