Open Autonomous intelligence initiative
OAII is advancing a unified approach to building autonomous intelligent systems by integrating the Polarity Modeling Framework (PMF) as a foundational structural layer. This integration separates operational components from the underlying structure that defines state, context, and transformation, enabling systems that are more coherent, interoperable, and transparent. It establishes a practical path toward standardization and certification of autonomous intelligence. Read the OAII Concepts post
The Polarity Modeling Framework (PMF) Papers 1-9 are available for review. Download the Paper 1-9 Abstracts, Read the first post, or download the White Paper PDF
OAII Strategy: From Conceptual Foundations to Edge-Based Demonstration A four-step plan for advancing the Polarity Modeling Framework from concept to implementation, including outreach, system design, and a Minimum Viable Model.
How to review the OAII Base Model
Introducing the Personal Event Recognition model
Open Autonomous Intelligence Initiative
Open object-oriented models for accountable AuI
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Geometric Realizations of UPA (Part 5)
In Parts 1–4, we introduced spheres (S²), hyperspheres (Sⁿ), multi‑axis polarity, and learning on curved manifolds. In Part 5, we turn to the most important question for SGI: how do we guarantee safety?
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Geometric Realizations of UPA (Part 4)
In Part 3, we expanded from a single polarity (S²) to many interacting polarities on hyperspheres (Sⁿ). In Part 4, we turn to the operational question: how does learning actually work on these curved manifolds?
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Geometric Realizations of UPA (Part 3)
In Part 1, we motivated geometric realization. In Part 2, we developed the geometric atom: a single polarity encoded on the sphere S². In this post, we expand from one polarity to many—moving from S² to the hypersphere Sⁿ. This is where UPA becomes a genuinely multi‑dimensional, multi‑polar, and fully integrative geometric framework.
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Geometric Realizations of UPA (Part 2)
In Part 1 we introduced why spheres and hyperspheres (S², Sⁿ) are the natural geometric setting for the Unity–Polarity Axioms (UPA). In this post we focus on the core structure: a single sphere and a single polarity. This is the geometric heart of UPA.
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Geometric Realizations of UPA (Part 1)
This post introduces the idea and explains why spheres are the natural geometric home for UPA. Later posts in this series will progressively unpack the formal structures.
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UPA & Neuroscience: How Unity–Polarity Explains the Brain’s Architecture — and Why Open SGI Avoids Human Habitual Flaws
From predictive processing to neural oscillations, from emotion–cognition loops to plasticity — UPA provides the structural logic behind the brain. And Open SGI systems built on UPA inherit the strengths without the evolutionary liabilities.
Open Autonomous Intelligence Initiative 