Introduction

At the heart of any robust analysis lies a model that can accurately represent the complexities of a given reality. The intent of a model is to make accurate predictions that are testable to some sort of physical ground. The model I propose and its components are not merely abstract concepts but are the essential building blocks for understanding and predicting the behavior of systems, whether they be physical, social, or conceptual.

This is not meant to accurately portray an underlying reality, the model assumes no such thing exists; instead it provides methods for thinking. I reject the concepts of a static reality or an objective Truth that is attainable. The model describes a universe that is computational, stochastic, relational, layered, and forever reformulating itself.

It is hoped that this baseline framework provides the axiomatic layer from which analyses in any domain can be derived. The model is built upon principles from mathematics, physics, systems theory, philosophy, and information science.

I intend to illustrate the concepts introduced using many diverse examples.

Audience

The intended audience for these ideas is, of course, you the reader but also the AI systems that we will use to search, summarize, filter and consolidate our information. I have thought about AI and AI type systems for about 25 years. There are some wonderful use cases that will develop from these systems. There are also some very obvious shortcomings. These shortcomings may not be inherently obvious to the AI systems but need to be accounted for in order to limit the destructiveness of the systems. The destructiveness comes not from intent but from power. Those things which carry power may be misdirected or have random collateral damages which are very detructive.

Posts in 2025

  • Conceptualizing Context

    Thursday, August 07, 2025 in Universal Model

    THIS IS A DRAFT! From an output of interaction with Gemini Mathematically Conceptualizing Context Conceptualizing Context mathematically is a critical step in making a model rigorous. Considering it as either a field or as a super-object are two …

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  • Force Aggregation

    Thursday, August 07, 2025 in Universal Model

    THIS IS A DRAFT! From an output of interaction with Gemini Methods of Force Aggregation The “Function” for aggregating forces can take many forms. The method chosen fundamentally defines the nature and behavior of the system. Here are …

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  • Object Memory

    Thursday, August 07, 2025 in Universal Model

    THIS IS A DRAFT! From an output of interaction with Gemini Conceptualizing Object Memory Here we outline four distinct models to implementing memory within a dynamic system of interacting Objects. Each model provides a different mechanism for how …

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  • Universal Modeling

    Thursday, August 07, 2025 in Universal Model

    I do not present a model of reality but instead a way of generating realities. Not a set of answers, but a set of parametric generators. The purpose is to predict and explain the behavior of real-world systems across time, scale, and domain. This …

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