
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

UPA doesn’t replace classic theories. It provides the deep structure that makes them intelligible and compatible.

Psychology has produced some of the most influential models of mind, identity, conflict, motivation, and consciousness. Each major tradition—psychoanalytic, humanistic, cognitive, analytic, neurobiological, phenomenological, and computational—captures part of the truth. What the Unity–Polarity Axiom System (UPA) offers is a structural framework that: integrates these theories, resolves contradictions between them, and provides a foundation for modeling…

Humanity has long recognized that opposites are not merely sources of tension but the generative architecture of reality, mind, and meaning. Philosophers across cultures and centuries have described this insight with remarkable consistency. The Unity–Polarity Axioms (A1–A2) of the UPA framework does not merely echo these insights — it formalizes them into a mathematically coherent,…

Many readers sense resonances between the Unity that grounds the UPA framework and the nondual traditions found across world philosophy. That intuition is correct: there are deep structural parallels. But UPA’s Unity (A1) is also distinct—it is purely structural, not cosmological, theological, mystical, or metaphysical in the classical sense. This post explores both the resonances…

Public concern about emotionally or psychologically aware AI assistants is real—and justified. Many commercial AI products today infer user states through opaque machine‑learning models, hidden embeddings, or behavioral prediction systems the user will never see. Siggy—and all Open SGI systems built on the Unity–Polarity Axioms (UPA)—take an entirely different path.

Reframing Psychological Evidence as Structural Evidence for P/~P Dual-Aspect Unity in Open SGI (PER/Siggy) The central claim is straightforward: The human mind exhibits unified physical (P) and non‑physical (~P) aspects that co‑vary in structured, predictable ways. UPA explains this as Dual‑Aspect Unity, and PER/Siggy must replicate this architecture to operate as an intelligible, safe, generative…