# Objection response

`kaal:entity:objection-response`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `objection-response`. 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**

- [6421319-005](https://wulfkaal.github.io/claims/6421319-005) [condition/argued] *(failure mode)* -- Humans remain the terminal consumers of AI generated value but cease to be its proximate driver, and this distinction is why traditional demand side economics loses descriptive accuracy in the agentic layer.
  > This distinction between terminal and proximate consumption is essential for understanding why traditional demand-side economics, which assumes that human consumption decisions directly drive production decisions at each margin, loses its descriptive accuracy in the agentic layer.
  Wulf A. Kaal, The Collapse of Scarcity Economics (2026). SSRN: https://ssrn.com/abstract=6421319
- [6421319-021](https://wulfkaal.github.io/claims/6421319-021) [failure/argued] *(failure mode)* -- If probabilistic AI agents cannot reliably distinguish truth from fabrication, the lemons problem and signaling games retain relevance, but the asymmetry relocates: it now runs between agents that can verify AI output and those that cannot.
  > If probabilistic AI agents cannot reliably distinguish truth from fabrication, then Akerlof's lemons problem and Spence's signaling games retain their relevance. Only now the asymmetry is between agents that can verify AI output and those that cannot.
  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/objection-response.md | sha256sum

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