3. Status

POOKA is an architectural philosophy emerging from practical experimentation with Human–AI collaboration.

It is not a scientific theory, formal standard or industry specification. The concepts presented in this paper are design proposals derived from practical observation, iterative refinement and architectural reasoning. They have not been empirically validated through controlled scientific research and should therefore not be interpreted as established facts.

POOKA intentionally builds upon existing knowledge from information architecture, software architecture, knowledge management, object-oriented design, graph-based modeling, identity management and AI-assisted knowledge work. Where existing concepts adequately describe a problem, they are adopted rather than reinvented. Where existing concepts do not sufficiently address the architectural challenges of Human–AI collaboration, POOKA introduces new abstractions and relationships.

This paper therefore should be read as a design paper: an invitation to discussion, implementation, validation and further evolution.