Qualification: Token Economy 2.0: Asset-Backed Intelligence And The Economics Of Trust In Decentralized AI Systems

Record: kaal:position:2026-08-08-038 · 2026-08-08

Token Economy 2.0 independently states that generative AI is pushing the marginal cost of information production toward zero. That matches the directional component of Kaal's source-bound claim about intelligence and digital goods. The same source reports pressure on trust mechanisms and greater information asymmetry, and it expressly says its cross-sectional staking results are not causal, so the relationship does not validate Kaal's broader economic conclusions.

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 proposition independently states that generative AI is pushing the marginal cost of information production toward zero, matching the directional component of Kaal's claim about intelligence and digital goods. The source simultaneously identifies trust strain and increased information asymmetry, and its abstract disclaims causal identification for its staking evidence, so it does not establish Kaal's broader economic conclusions.

Current debate

Token Economy 2.0: Asset-Backed Intelligence And The Economics Of Trust In Decentralized AI Systems

Scholarly basis

kaal:claim:5886442-011
Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442
Source PDF sha256: d2f6edebc562152f6ea706cc3ad944f7a1b81979931571e54cb782849839dfce

Evidence and mapping

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

Topics

economics historical-response scholarly-literature crossref

Provenance

Affirmed in kaal-review:2026-08-08:continuous-crossref-0007-reviewed-v1 on 2026-08-08. Review record.

Verify

Canonical markdown sha256: 78d542d3797b4b1ed6582f779809d10f667b068cd451119f1b62e6f79d048b46
curl -s https://wulfkaal.github.io/positions/2026-08-08-038.md | sha256sum