# Endogenous growth

`kaal:entity:endogenous-growth`

**Status.** derived

This node is assembled mechanically from the 3 claims that carry the concept tag `endogenous-growth`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

3 claims across 3 works, 2025 to 2026.

**2025**

- [5886442-012](https://wulfkaal.github.io/claims/5886442-012) [mechanism/argued] -- 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.
  > 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
  Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442

**2026**

- [6421319-004](https://wulfkaal.github.io/claims/6421319-004) [mechanism/argued] -- 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.
  > 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.
  Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319
- [6607458-027](https://wulfkaal.github.io/claims/6607458-027) [mechanism/argued] -- Because computative agents optimize over generated rather than pre-specified alternatives, the boundary between innovation and ordinary production dissolves and innovation becomes a continuous constitutive property of agent activity rather than an exogenous shock.
  > The boundary between innovation and ordinary production dissolves: innovation is a continuous feature of the computative agent's activity rather than an exogenous shock.
  Wulf A. Kaal, Computative Economics A Framework for Economic Analysis under Computational Abundance (2026). SSRN: https://ssrn.com/abstract=6607458

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/endogenous-growth.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.