Qualification: AI Tokenomics and the Firm

Record: kaal:position:2026-08-08-061 · 2026-08-08

AI Tokenomics and the Firm describes generative AI as lowering the cost of prediction, language, and code generation. This independently corresponds to Kaal's marginal-cost-collapse mechanism for abundant digital realizations. The abstract proposition does not establish that marginal cost reaches zero, that supply becomes horizontal, or that pricing shifts entirely to generative capacity.

Affirmed commentary position. This record extends a source-bound scholarly claim but is not a verbatim paper claim.

Holds when

The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.
External evidence level: abstract indexed.
Mapping review tier: substantively reviewed abstract-level qualification.
Primary mapping confidence: 0.62.
The primary mapping cleared the automated ambiguity test; substantive scope remains review-bound.
Evidence is limited to an exact proposition in a Crossref-indexed abstract; full text was not reviewed.
No relationship is treated as external endorsement, citation, causation, or validation of a broader Kaal claim.
The source identifies lower generation costs for prediction, language, and code as a general-purpose effect of generative AI. This corresponds to Kaal's marginal-cost-collapse mechanism for abundant digital realizations, but it does not establish zero marginal cost, a horizontal supply curve, or the resulting pricing rule.

Current debate

AI Tokenomics and the Firm

Scholarly basis

kaal:claim:6607458-016
Wulf A. Kaal, Computative Economics A Framework for Economic Analysis under Computational Abundance (2026). SSRN: https://ssrn.com/abstract=6607458
Source PDF sha256: 75cca35350378eb8904866d068b5d2f3e1504629e6031457ce6c12152a88e3e8

Evidence and mapping

Evidence: abstract indexed
Review tier: substantively reviewed abstract-level qualification
Mapping confidence: 0.62
Mapping ambiguous: false

Topics

tokenomics historical-response scholarly-literature crossref

Provenance

Affirmed in kaal-review:2026-08-08:continuous-crossref-0010-remainder-0001-reviewed-v1 on 2026-08-08. Review record.

Verify

Canonical markdown sha256: bcadf0ed1b653feceeea4c4144796146076b0599adf037d921319b6ac4b8d237
curl -s https://wulfkaal.github.io/positions/2026-08-08-061.md | sha256sum