12. Limitations¶
Like every architectural style, POOKA addresses a specific class of architectural problems and should not be regarded as a universal solution for every Human–AI scenario.
The architecture intentionally focuses on the organization of information, semantics, governance and behavior. It does not attempt to replace existing disciplines, implementation technologies or AI capabilities.
12.1 Not an AI Framework¶
POOKA does not define AI functionality.
It does not prescribe language models, prompting techniques, reasoning methods, machine learning algorithms or agent implementations. These technologies may evolve independently while the architectural concepts remain applicable.
12.2 Not a Software Architecture¶
POOKA is not a software architecture or application framework.
It does not prescribe programming languages, APIs, databases, cloud platforms or deployment models. Multiple technical implementations may conform to POOKA while making entirely different engineering decisions.
12.3 Not a Knowledge Model¶
POOKA defines how knowledge is organized rather than what knowledge should contain.
The architecture intentionally avoids prescribing domain vocabularies, ontologies, taxonomies or semantic standards. These remain the responsibility of individual implementations and domains.
12.4 Human Responsibility¶
POOKA supports collaboration between humans and AI but does not transfer responsibility from humans to AI systems.
Architectural governance may define delegation, authority and behavioral constraints, but accountability for decisions remains with the responsible human or organization.
POOKA therefore assumes meaningful human oversight wherever decisions carry legal, ethical or organizational consequences.
12.5 No Guaranteed Outcomes¶
Adopting POOKA does not guarantee better AI performance, improved knowledge quality or organizational success.
The effectiveness of any implementation depends upon the quality of its information, governance, maintenance and practical application.
POOKA provides an architectural foundation rather than a guarantee of outcomes.
12.6 Evolution¶
The concepts described in this paper represent the current state of the architectural style.
Future experience, technological developments and community feedback may lead to refinement, extension or replacement of individual concepts while preserving the overall architectural philosophy.
POOKA should therefore be regarded as an evolving architectural style rather than a fixed specification.