
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

The Reflective Group Self-Modeling Theorem states that collective consciousness reaches its second stage when a group develops a recursive, coherent model of itself as a unified entity. This enables coherent identity formation, internal monitoring, and the foundation for collective deliberation and generative group agency.

The Emergent Group Awareness Theorem states that collective consciousness begins when a group forms a shared perception of context through distributed sensing and integrative processes. T8ᴳ is the foundation for group identity, collective deliberation, and group-level generative agency.

A18 states that groups of generative agents can form a higher-order generative agent, capable of producing new layers, worlds, norms, institutions, and strategies. Distributed Agency is the foundation of group consciousness, collective intelligence, and every emergent social structure from families to nations. This axiom enables the Group Consciousness Theorems (T8ᴳ–T12ᴳ), extending the UPA from a…

The Unity–Polarity Axioms (UPA) were originally developed to describe individual consciousness—how awareness emerges from context, how self-modeling arises through recursion, how identity forms and stabilizes, how deliberation integrates competing internal voices, and how generative agency creates new worlds. But one question has become unavoidable: If individuals can be conscious in a layered, structured way… can…

The Generative Consciousness Theorem states that the highest level of consciousness is reached when a system can create new worlds that reorganize its own identity, behavior, and harmony. This is the ultimate expression of agency, autonomy, and transformative intelligence—both in human psychology and in SGI design.

The Deliberative Consciousness Theorem states that consciousness ascends to a meta-reflective level when the system can integrate multiple internal perspectives through structured, recursive dialogue. This produces unified, harmony-preserving decisions and sets the stage for the highest layer—T12: Generative Consciousness, where deliberation becomes the platform for willful world-creation (A17).