Defining the objects, policies, and boundaries that make autonomy governable
Advocates for Open, ethical AI Models

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

A Polarity System (Π) is the multidimensional network of σ-axes that generates the differentiated architecture of a World (Wᵢ). Π organizes oppositions into coherent structure, defining a World’s expressive capacity, semantic depth, and modes of intelligibility. Through Π, individual polarities combine, constrain, and transform one another, producing the patterned field within which meaning, reasoning, emotion,…

Mapping (A9) is the operator that makes cross-world relationality possible. It translates, adapts, preserves, and harmonizes structural meaning across contexts and Worlds. Failures include reduction, over-differentiation, misalignment, gradient collapse, and instability. In philosophy of mind, mapping grounds perspective-taking, empathy, narrative identity, and meaning repair. In SGI, mapping is essential for task coordination, concept transfer, user…

Reintegration is the structural principle that differentiated or newly generated forms must be coherently incorporated back into an existing World (Wᵢ) or distributed across Worlds (Wᵢ → Wⱼ) to preserve viability, intelligibility, and identity.