Open Autonomous intelligence initiative

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..

Download the read-ahead deck for AI/Data Science discussion

Open Autonomous Intelligence Initiative

Open object-oriented models for accountable AuI

  • UPA Axiom 12 — Multi‑Axis Interaction

    Multi‑Axis Interaction is the principle that multiple polarities (σ-axes) within a Polarity System (Π) mutually influence, constrain, amplify, and modulate one another, giving rise to complex global structure within a World (Wᵢ)

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  • UPA Axiom 11 — Recursion

    Recursion is the principle that any polarity (σ), once expressed, can itself become the basis for further differentiation, generating sub‑axes that inherit, refine, and extend the structure of their parent polarity.

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  • UPA Axiom 10 — Polarity Systems

    A Polarity System (Π) is the structured network of σ-axes that generates the differentiated architecture of a World. Π organizes oppositions, coordinates gradients, and defines the expressive capacity of meaning.

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  • UPA Axiom 9 — Mapping

    Mapping (Φᵢⱼ) is the principle that intelligibility can be transferred, transformed, or reconstructed across distinct Worlds through structured correspondences of polarity systems, contextual cues, and semantic gradients.

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  • UPA Axiom 8 — Reintegration

    Reintegration is the structural operator that reconciles novelty with coherence. It preserves identity through transformation, stabilizes Worlds, and supports translation across Worlds. Reintegration balances preservation with change and assimilation with accommodation.

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  • UPA Axiom 7 — Context

    Context is the active field that modulates meaning, structure, and worldhood. It selects which polarities become salient, reshapes world configurations, filters novelty, guides continuity, and enables translation between Worlds.

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