# Ai economy

`kaal:entity:ai-economy`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `ai-economy`. 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

2 claims across 1 works, 2026 to 2026.

**2026**

- [6421319-001](https://wulfkaal.github.io/claims/6421319-001) [failure/argued] *(failure mode)* -- Economic institutions that rely on lagging indicators such as price signals, employment data, and GDP reports cannot detect AI driven transformation, because the transformation propagates faster than the monitoring systems built to observe it.
  > Institutions in linear systems that depend on advance warning—price signals, employment data, and GDP reports—cannot detect a transformation that propagates faster than the information systems designed to monitor it.
  Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319
- [6421319-003](https://wulfkaal.github.io/claims/6421319-003) [definitional/asserted] -- Agentic Decoupling, defined as the progressive severance of value creation from human labor and consumption, is what distinguishes the AI transition from all prior technological transitions.
  > What distinguishes this moment from all prior technological transitions is what I have termed Agentic Decoupling: the progressive severance of value creation from human labor and consumption.
  Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319

## 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/ai-economy.md | sha256sum

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