# Distribution

`kaal:entity:distribution`

**Status.** derived

This node is assembled mechanically from the 3 claims that carry the concept tag `distribution`. 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, 2016 to 2026.

**2016**

- [2811729-013](https://wulfkaal.github.io/claims/2811729-013) [condition/argued] -- Because unconstrained mutual funds comply with the Company Act, they may be marketed and sold to all classes of retail investors, including those with limited or even no experience investing in securities.
  > Compliance with the Company Act means that UMFs may be marketed and sold to all classes of retail investors, including retail investors who have limited, or even no, experience investing in securities.
  Wulf A. Kaal, Unconstrained Mutual Funds and Retail Investor Protection (2016). SSRN: https://ssrn.com/abstract=2811729

**2026**

- [6421319-034](https://wulfkaal.github.io/claims/6421319-034) [empirical/evidenced] *(failure mode)* -- AI driven abundance generates enormous aggregate surplus, but the surplus accrues disproportionately to owners of AI capital, including compute infrastructure, proprietary models, training data, and the organizational capacity to deploy them.
  > The dilemma is structural: AI-driven abundance generates enormous aggregate surplus, but the surplus accrues disproportionately to owners of AI capital, including compute infrastructure, proprietary models, training data, and the organizational capacity to deploy them.
  Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319
- [6607458-028](https://wulfkaal.github.io/claims/6607458-028) [mechanism/argued] -- Distribution of economic outcomes under the computative primitive follows the distribution of access to computational infrastructure rather than labor or capital scarcity, because cognitive labor scarcity dissolves where production is computationally substitutable while capital scarcity reconstitutes around compute.
  > Under the computative primitive, cognitive labor scarcity dissolves across the domain where cognitive production is computationally substitutable, and capital scarcity reconstitutes around computational infrastructure.
  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/distribution.md | sha256sum

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