# kaal:claim:5886442-012

**Claim.** Value in the AI-to-AI economy compounds endogenously because agents reinvest their own outputs, that is new models, improved code and refined datasets, back into the network, creating self reinforcing growth loops that require no exogenous injection of scarce land, labor or physical capital.

**Type.** mechanism  **Support.** argued

**Holds when.**

- applies to cognitive and digital goods within the agentic layer

**Source quote.**

> More radically, value in the AI2AI economy compounds endogenously: agents reinvest their own outputs (new models, improved code, refined datasets) back into the network, creating self-reinforcing growth loops that require no exogenous injection of scarce land, labor, or physical capital

**From.** Wulf A. Kaal, *The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory* (2025), Neoclassical Economics and the Scarcity Postulate, page 11

**Cite as.** Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442

**Verify.** sha256 of source PDF `d2f6edebc562152f6ea706cc3ad944f7a1b81979931571e54cb782849839dfce` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20The%20AI-to-AI%20Economy%20and%20the%20Collapse%20of%20Anthropocentric%20Economic%20Theory.pdf

**Topics.** economics

**Keywords.** endogenous-growth, recursive-reinvestment, post-scarcity, capital-theory

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