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

  • Re-centering Unity: The Forgotten Foundation of the UPA Framework

    For many UPA framework readers, polarity (A2), context (A7), harmony (A5), and the later additions of generative agency (A17) and distributed agency (A18) feel like the active, dynamic heart of the system. But the foundation quietly holding everything together—Unity (A1)—can appear underemphasized. Unity is not simply the first axiom in a list. It is the…

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  • Introduction (Revised Edition)

    Readers will find that UPA is not a closed system but an open one—a living, evolving structure capable of expanding as new questions arise. It is meant to be used, tested, extended, and applied. Whether one approaches UPA as a philosophical theory, a psychological model, a social framework, or a computational architecture, its guiding purpose…

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  • Preface (Revised Edition)

    Whether one encounters UPA as a philosopher, scientist, engineer, clinician, or policymaker, the hope is the same: that this framework clarifies the structure of wholes, reveals the dynamics of minds and groups, and offers tools for building a safer, wiser, more generative technological and social future.

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  • Theorem T12ᴳ — Generative Group Consciousness

    Associated Axioms: A1 (Unity), A2 (Polarity), A4 (Correspondence), A5 (Harmony), A7 (Context), A8 (Integration), A11 (Recursion), A12 (Multi-Axis), A15 (Viability), A17 (Generative Agency), A18 (Distributed Agency) Symbolic Representation:Γᴳ(self | Lᴳᵢ) ⇒ Createᴳ(Lᴳᵢ₊₁) with Hᴳ(Lᴳᵢ₊₁) ≥ Hᴳ(Lᴳᵢ)A group becomes collectively generative when it can intentionally create new layers, norms, institutions, or shared worlds that reorganize lower-level…

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  • Theorem T11ᴳ — Deliberative Group Consciousness

    The Deliberative Group Consciousness Theorem states that collective consciousness reaches its fourth stage when a group can integrate multiple internal voices through structured, recursive processes that increase harmony and produce unified, viable collective decisions. This sets the stage for T12ᴳ — Generative Group Consciousness, where groups become capable of creating new worlds, norms, and institutional…

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  • Theorem T10ᴳ — Group Identity Coherence

    The Group Identity Coherence Theorem states that collective consciousness reaches its third stage when multiple subgroup identities integrate into a coherent, stable group identity. This enables long-term stability, coordinated collective action, and the foundation for group-level deliberation and world-generation.

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