# kaal:claim:6421319-004

**Claim.** Autonomous agents generate self reinforcing growth loops because they reinvest their own outputs, including new models, improved code, and refined datasets, back into the network without requiring any exogenous injection of scarce land, labor, or physical capital.

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

**Holds when.**

- applies to the agentic layer of production

**Source quote.**

> Autonomous agents reinvest their own outputs, such as new models, improved code, and refined datasets, back into the network. Thus, creating self-reinforcing growth loops that require no exogenous injection of scarce land, labor, or physical capital.

**From.** Wulf A. Kaal, *The Collapse of Scarcity Economics* (2026), I.B. Agentic Decoupling as Ontological Break, page 5

**Cite as.** Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319

**Verify.** sha256 of source PDF `0f4f68e56ee48bb8b2d73d3ab7fd96fa572e76c195694ffa740360704c1b172d` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202026%20-%20The%20Collapse%20of%20Scarcity%20Economics.pdf

**Topics.** ai-and-agents

**Keywords.** endogenous-growth, agentic-networks, zero-marginal-cost, recursive-value

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