
Conceptual update:
- Simplified PMF incorporated in the Structural Intelligence Framework
- Entity is the common managed-object base class.
- Host, Sensor, Signal, Event, Knowledge, Agent, Interface, and Log are Entity subclasses..
Open object-oriented models for accountable AuI

This post explains how UPA is implemented inside the Open SGI architecture across:

Human introspection reveals the same patterns that UPA describes ontologically. Neuroscience implements the same structures biologically. This triple alignment means: UPA is not simply a philosophical theory. It is a framework that unifies the structural conditions of being, experience, and mind. This gives UPA both explanatory power and testability—placing it in a uni

The principle governing the formation, emergence, and initial structuring of Worlds (Wᵢ) from Unity (𝕌) through polarity (σ), contextualization (𝒳), differentiation (Π), and viability constraints (𝒱).

Viability (𝒱) is the global harmony condition that determines whether a World remains coherent, adaptive, and intelligible over time. Across philosophy, psychology, society, and SGI, 𝒱 is the measure of whether a system can persist and evolve coherently

Gradient Modulation (𝒢) governs how intensities and salience values along polarity axes shift under context, novelty, recursion, and multi-axis interactions. It is the metabolic regulator of Worlds, balancing stability and adaptability.

Functoriality (ℱ) is the structural requirement that mappings between Worlds preserve relational integrity among polarities, hierarchies, and contextual modulations.