
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

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)

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.

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.

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.

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.

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.