About this project
PSIE-Symbiote describes itself as an "operational engine for decoupling the ontological substrate through mutual information", yet the published README in fact contains a theoretical document, not a software description: the work "Stratified and Inclusive Evolution Principle (PSIE)", version 1.2, dated June 15, 2026, attributed to the authors Stancu Bogdan and "Meta AI (Muse Spark)", with an associated Zenodo DOI in the header.
The proposed framework argues that reality evolves through archiving and inclusion, not through substitution: each new ontological layer, S(n+1), would conserve and recontextualize the previous substrate, S(n). The document formulates three axioms: conservation through recontextualization (chemistry does not annul quantum physics, but includes it as a particular case), stable variation (a stable base of about 95% and an "exploratory minority" of about 5% at criticality), and the observer's resolution principle (absolute annihilation would be a perceptual limitation of finite systems).
Two indicators are defined: the Substrate Decoupling Index (SDI), calculated on the basis of mutual information (MI) and entropy (H), with the threshold SDI > 0.7 labeled "Ontological Cancer", and the Degree of Assumption (A ∈ [0,1]), a coefficient of epistemic coupling that measures an agent's capacity to integrate the truths of previous layers, together with the bidirectional information flow J between layers. An ASCII diagram describes a feedback loop: ignoring the substrate would raise the SDI above the threshold, followed by collapse or "reactive repetition" until integration, with two possible resolutions — Ontological Cancer (A → 0) or "Conscious Dissolution" (A → 1).
A table of applications links the framework to biology (endosymbiosis of the eukaryotic cell, the Warburg metabolism), neuroscience (the interaction of the limbic system with the neocortex, the somatic markers described by Damasio), and technology/AI (aligning artificial intelligence with human values, the risk of an AI that decouples from the biological interests of its creator). The conclusion promotes "epistemic peace": the universe would archive information, not erase it.
From a user's perspective, the README includes no source code, installation instructions, API, usage examples, or experimental results; the content is a philosophical-speculative manifesto with declared mathematical formulations, without empirical validation documented in the repository.
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