# kaal:position:2026-08-08-038

**Affirmed position.** 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.

**Status.** affirmed  **Published.** 2026-08-08

**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: https://doi.org/10.2139/ssrn.6690839

**Extends.** kaal:claim:5886442-011: https://wulfkaal.github.io/claims/5886442-011

**Scholarly basis.** 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 level.** abstract indexed

**Mapping 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 at https://kaal-signal-desk.wulf577462.chatgpt.site/#review.

**Record type.** This is a dated commentary position that extends a scholarly corpus claim. It is not a verbatim claim extracted from the paper.

**Canonical form.** This markdown file is the canonical hashed representation of the position.