Research Bibliography
PKOS draws on ideas from several established research traditions. This bibliography highlights works that inform the conceptual landscape explored throughout the site.
The list is not intended to be exhaustive. Instead, it provides entry points into the intellectual traditions that intersect with the study of reasoning continuity under accelerating human–AI collaboration.
Cybernetics & Systems Theory
- Wiener, Norbert. Cybernetics: Or Control and Communication in the Animal and the Machine. MIT Press, 1948.
- Ashby, W. Ross. An Introduction to Cybernetics. Chapman & Hall, 1956.
- Ashby, W. Ross. “Requisite Variety and Its Implications for the Control of Complex Systems.” Cybernetica, 1958.
- Beer, Stafford. Cybernetics and Management. English Universities Press, 1959.
- Beer, Stafford. Brain of the Firm. Allen Lane, 1972.
- Beer, Stafford. The Heart of Enterprise. Wiley, 1979.
- Von Foerster, Heinz. Understanding Understanding: Essays on Cybernetics and Cognition. Springer, 2003.
- Bateson, Gregory. Steps to an Ecology of Mind. University of Chicago Press, 1972.
- Maturana, Humberto & Varela, Francisco. Autopoiesis and Cognition: The Realization of the Living. D. Reidel, 1980.
- Luhmann, Niklas. Social Systems. Stanford University Press, 1995.
Information Theory & Knowledge Systems
- Shannon, Claude. A Mathematical Theory of Communication.
- Floridi, Luciano. The Philosophy of Information.
- Simon, Herbert. The Sciences of the Artificial.
Institutional Governance & Organizational Learning
- North, Douglass C. Institutions, Institutional Change and Economic Performance.
- Ostrom, Elinor. Governing the Commons.
- Argyris, Chris & Schön, Donald. Organizational Learning.
Learning Sciences
- Scardamalia, Marlene & Bereiter, Carl. Knowledge Building: Theory, Pedagogy, and Technology.
- Bruner, Jerome. The Process of Education.
- Schön, Donald. The Reflective Practitioner.
AI Governance & Decision Provenance
- W3C. Decision Provenance: Accountability in Complex Systems.
- European Union. EU Artificial Intelligence Act.
- Mittelstadt, Brent et al. The Ethics of Algorithms.
Knowledge Infrastructure
- Borgman, Christine. Big Data, Little Data, No Data: Scholarship in the Networked World.
- Bowker, Geoffrey & Star, Susan Leigh. Sorting Things Out: Classification and Its Consequences.
Relation to PKOS
PKOS does not attempt to replace these research traditions. Instead, it explores whether ideas drawn from them can be integrated into a framework for reasoning infrastructure that preserves continuity, traceability, and accountability in human–AI reasoning systems.
The framework therefore sits at the intersection of:
- cybernetics
- information theory
- learning sciences
- institutional governance
- AI governance
Together these fields suggest the possibility of a new interdisciplinary research domain: infrastructure for cumulative reasoning.