Autonomy Economicsautonomyeconomics.com

The Foundation Paper

From Autonomy Economics, the reference entry for the discipline

Progression-Based Mechanism of the Agentic Profit Paradox
Progression-Based Mechanism of the Agentic Profit Paradox, the causal sequence from human-bounded progression to commercial redesign (Elemi Atigolo, 2026)

The foundation paper for Autonomy Economics, titled The Agentic Profit Paradox and the Reorganisation of Value Capture, establishes the economic logic behind the Agentic Profit Paradox and defines the core constructs of the discipline. Published in April 2026 and available via SSRN, it provides the formal basis for understanding how value reorganises under autonomous progression and outlines the central claims regarding revenue durability, margin structures, and commercial defensibility.

The full 145-page paper is available directly as a PDF (1.9 MB) if the SSRN security check does not clear.

The paper develops the Three Laws of Autonomy Economics, introduces the Three Axes of Exposure (human-bounded progression, human-bounded interaction, and capability scarcity dependence), and proposes the Revenue Durability and Capability Durability Frameworks. It draws on historical precedents across more than two centuries to show that the migration of value away from established commercial units is a recurring structural condition with a long historical record.

JEL Classification: B41, B59, O33, L20, M21, D21. Keywords: Autonomy Economics, Agentic Profit Paradox, agentic AI, value capture, revenue durability, autonomy-driven business models, economic restructuring, business model redesign, capital-structured autonomy ecosystems.

Questions

Where can I read the foundation paper?

The foundation paper, The Agentic Profit Paradox and the Reorganisation of Value Capture, is available on SSRN. A companion reference site is published at theagenticprofitparadox.com.[3]

See also

References

  1. ^Atigolo, Elemi (February 2026). "The Agentic Profit Paradox". FT The Banker. Financial Times Group. thebanker.com
  2. ^"Agentic AI Profit Paradox in Banking". Finance AI Insiders. 2026. financeaiinsiders.com
  3. ^The Agentic Profit Paradox, flagship reference and research site. Autonomy Economics. theagenticprofitparadox.com
  4. ^Elemi Atigolo, author and founder of Autonomy Economics. Personal site. elemiatigolo.com
  5. ^"The Agentic AI Profit Paradox: Implications for Swiss Private Banking Clients". SKN CBBA. 2026. skncbba.com
  6. ^Financial Conduct Authority. "Artificial Intelligence in retail financial services: Engagement Paper." January 2026. fca.org.uk
  7. ^European Union. "Regulation (EU) 2024/1689 on artificial intelligence." Official Journal. August 2024. eur-lex.europa.eu
  8. ^Office of the Superintendent of Financial Institutions Canada. "Guideline E-23: Enterprise Risk Management (Model Risk Management and Artificial Intelligence)." Effective May 2027. osfi-bsif.gc.ca
  9. ^Australian Securities and Investments Commission. "Report 798: Digital Financial Services and Cyber Resilience Vulnerabilities." October 2024. asic.gov.au
  10. ^American Bar Association. "Formal Opinion 512: The Paradigm for Generative AI in Legal Practice." 29 July 2024. americanbar.org
  11. ^Health Canada. "Pre-market Guidance for Machine-Learning-Enabled Medical Devices." February 2025. canada.ca
  12. ^Food and Drug Administration. "Artificial Intelligence-Enabled Device Software Functions: Lifecycle Management." January 2025. fda.gov
  13. ^World Health Organization. "Ethics and Governance of Artificial Intelligence for Health: Guidance on Large Multi-Modal Models." 18 January 2024. who.int
  14. ^Bohnsack, R. & de Wet, M. (2025). "AI is the Strategy: From Agentic AI to Autonomous Business Models onto Strategy in the Age of AI." arXiv:2506.17339. arxiv.org
  15. ^Marks, Howard (February 2026). "AI Hurtles Ahead." Oaktree Capital. oaktreecapital.com
  16. ^Marks, Howard (December 2025). "Is It a Bubble?" Oaktree Capital. oaktreecapital.com
  17. ^Reuters (March 2026). "HSBC appoints first chief AI officer as it seeks cost cuts." reuters.com
  18. ^Reuters (March 2026). "HSBC weighs deep job cuts as AI overhaul unfolds." reuters.com
  19. ^Financial Times (February 2026). "Consultancies set for fastest growth in years on back of AI boom." ft.com
  20. ^Jorzik, P., Klein, S. P., Kanbach, D. K. & Kraus, S. (2024). "AI-driven business model innovation: A systematic review and research agenda." Journal of Business Research, 182, 114764. doi.org
  21. ^Parker, G. G., Van Alstyne, M. W. & Choudary, S. P. (2016). "Platform Revolution: How Networked Markets Are Transforming the Economy and How to Make Them Work for You." W. W. Norton & Company.
  22. ^Evans, D. S. & Gawer, A. (2016). "The Rise of the Platform Enterprise: A Global Survey." The Center for Global Enterprise.
  23. ^Foley, S. (6 February 2026). "KPMG pressed its auditor to pass on AI cost savings." Financial Times. ft.com
  24. ^Davalos, J. and Ford, B. (30 June 2025). "PwC's AI chief says firm has cut prices as tech saves staff time." Bloomberg. bloomberg.com
  25. ^Salesforce (15 April 2026). "Introducing Salesforce Headless 360. No Browser Required." salesforce.com