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Paper overview

Conclusion

AI-native organizations do not merely add AI tools to existing structures. They distribute cognition, decision preparation, execution, governance support, and learning across humans and AI agents. This makes organization a constitutional problem. The issue is how mixed actors can act with authority, accountability, observability, adaptability, and continuity.

This paper develops Constitutional Organizational Architecture as a theory of that problem. It argues that adaptive enterprises require enduring but revisable constitutional foundations, traceable authority provenance, accountable delegation, bounded autonomy, differentiated human-AI roles, representational correspondence, governance observability, dynamic topology, constitutional continuity, constitutional adaptability, and resilience and repair. Adaptability and constitutional continuity are not opposites. Continuity supplies the commitments that make adaptation legitimate, while constitutional evolution supplies the pathways through which those commitments can be revised.

The paper's most defensible claim is not that constitutional organizational architecture guarantees performance. It does not. The claim is that as AI agents become organizational participants, theories of organization must explain how authority, accountability, representation, adaptation, and repair are constituted. Constitutional organizational architecture offers one such theoretical model and a research agenda for testing, refining, and bounding it.

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PAPER-007J produced the complete 21-figure library. The journal-facing main-text sequence uses six figures; retained appendix, supplement, conference, website, and presentation variants remain available through this complete production library.

Manuscript roleRegistry IDTitlePublication exportEditable source
Figure 1P7-FIG-01Research Positioning and Theoretical Gap[publication SVG](../figures/exports/publication/p7-fig-01-research-positioning-and-theoretical-gap.publication.svg)[source SVG](../figures/source/p7-fig-01-research-positioning-and-theoretical-gap.source.svg)
Appendix Figure A1P7-FIG-02Cross-Disciplinary Literature Synthesis[publication SVG](../figures/exports/publication/p7-fig-02-cross-disciplinary-literature-synthesis.publication.svg)[source SVG](../figures/source/p7-fig-02-cross-disciplinary-literature-synthesis.source.svg)
Appendix Figure A2P7-FIG-03Foundational Construct Hierarchy[publication SVG](../figures/exports/publication/p7-fig-03-foundational-construct-hierarchy.publication.svg)[source SVG](../figures/source/p7-fig-03-foundational-construct-hierarchy.source.svg)
Appendix Figure A3P7-FIG-04AI-Native Organizational Ontology[publication SVG](../figures/exports/publication/p7-fig-04-ai-native-organizational-ontology.publication.svg)[source SVG](../figures/source/p7-fig-04-ai-native-organizational-ontology.source.svg)
Figure 2P7-FIG-05Constitutional Organizational Architecture[publication SVG](../figures/exports/publication/p7-fig-05-constitutional-organizational-architecture.publication.svg)[source SVG](../figures/source/p7-fig-05-constitutional-organizational-architecture.source.svg)
Appendix Figure A4P7-FIG-06Constitutional Layers and Authority Flow[publication SVG](../figures/exports/publication/p7-fig-06-constitutional-layers-and-authority-flow.publication.svg)[source SVG](../figures/source/p7-fig-06-constitutional-layers-and-authority-flow.source.svg)
Figure 3P7-FIG-07Actor, Identity, Role, Authority, and Accountability Architecture[publication SVG](../figures/exports/publication/p7-fig-07-actor-identity-role-authority-and-accountability-architecture.publication.svg)[source SVG](../figures/source/p7-fig-07-actor-identity-role-authority-and-accountability-architecture.source.svg)
Appendix Figure A5P7-FIG-08Human-AI Organizational Participation Model[publication SVG](../figures/exports/publication/p7-fig-08-human-ai-organizational-participation-model.publication.svg)[source SVG](../figures/source/p7-fig-08-human-ai-organizational-participation-model.source.svg)
Appendix Figure A6P7-FIG-09Organizational Topology and Modularity[publication SVG](../figures/exports/publication/p7-fig-09-organizational-topology-and-modularity.publication.svg)[source SVG](../figures/source/p7-fig-09-organizational-topology-and-modularity.source.svg)
Appendix Figure A7P7-FIG-10Governance, Compliance, and Assurance Architecture[publication SVG](../figures/exports/publication/p7-fig-10-governance-compliance-and-assurance-architecture.publication.svg)[source SVG](../figures/source/p7-fig-10-governance-compliance-and-assurance-architecture.source.svg)
Appendix Figure A8P7-FIG-11Organizational Runtime[publication SVG](../figures/exports/publication/p7-fig-11-organizational-runtime.publication.svg)[source SVG](../figures/source/p7-fig-11-organizational-runtime.source.svg)
Figure 4P7-FIG-12Adaptation versus Constitutional Evolution[publication SVG](../figures/exports/publication/p7-fig-12-adaptation-versus-constitutional-evolution.publication.svg)[source SVG](../figures/source/p7-fig-12-adaptation-versus-constitutional-evolution.source.svg)
Appendix Figure A9P7-FIG-13Representation, Correspondence, and Organizational Memory[publication SVG](../figures/exports/publication/p7-fig-13-representation-correspondence-and-organizational-memory.publication.svg)[source SVG](../figures/source/p7-fig-13-representation-correspondence-and-organizational-memory.source.svg)
Appendix Figure A10P7-FIG-14Organizational Cognition and Learning[publication SVG](../figures/exports/publication/p7-fig-14-organizational-cognition-and-learning.publication.svg)[source SVG](../figures/source/p7-fig-14-organizational-cognition-and-learning.source.svg)
Appendix Figure A11P7-FIG-15Resilience, Constitutional Failure, and Repair[publication SVG](../figures/exports/publication/p7-fig-15-resilience-constitutional-failure-and-repair.publication.svg)[source SVG](../figures/source/p7-fig-15-resilience-constitutional-failure-and-repair.source.svg)
Appendix Figure A12P7-FIG-16Recursive and Federated Constitutional Organization[publication SVG](../figures/exports/publication/p7-fig-16-recursive-and-federated-constitutional-organization.publication.svg)[source SVG](../figures/source/p7-fig-16-recursive-and-federated-constitutional-organization.source.svg)
Figure 5P7-FIG-17Integrated Theoretical Model[publication SVG](../figures/exports/publication/p7-fig-17-integrated-theoretical-model.publication.svg)[source SVG](../figures/source/p7-fig-17-integrated-theoretical-model.source.svg)
Figure 6P7-FIG-18Proposition Architecture[publication SVG](../figures/exports/publication/p7-fig-18-proposition-architecture.publication.svg)[source SVG](../figures/source/p7-fig-18-proposition-architecture.source.svg)
Appendix Figure A13P7-FIG-19Boundary Conditions and Contingencies[publication SVG](../figures/exports/publication/p7-fig-19-boundary-conditions-and-contingencies.publication.svg)[source SVG](../figures/source/p7-fig-19-boundary-conditions-and-contingencies.source.svg)
Appendix Figure A14P7-FIG-20Comparison with Traditional Organizational Models[publication SVG](../figures/exports/publication/p7-fig-20-comparison-with-traditional-organizational-models.publication.svg)[source SVG](../figures/source/p7-fig-20-comparison-with-traditional-organizational-models.source.svg)
Appendix Figure A15P7-FIG-21Complete Synthesis of AI-Native Constitutional Organizational Architecture[publication SVG](../figures/exports/publication/p7-fig-21-complete-synthesis-of-ai-native-constitutional-organizational-architecture.publication.svg)[source SVG](../figures/source/p7-fig-21-complete-synthesis-of-ai-native-constitutional-organizational-architecture.source.svg)