# kaal:position:2026-07-31-7794

**Affirmed position.** Principals, Agents and the Economics of Accountability in the New Public Sector presents the following source proposition: Examines the recent changes made to the public sector in the UK in the context of relevant economic models, including the principal‐agent model, public goods theory and the median voter model. This proposition is pertinent to Kaal's source-bound claim that Temporal persistence of disequilibria vanishes because agents run millions of forward simulations per second and adjust positions instantaneously, so stochastic shocks are predicted, priced and neutralized before they propagate. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.

**Status.** affirmed  **Published.** 2026-07-31

**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: moderate-confidence claim review.
- Primary mapping confidence: 0.3797.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** Principals, Agents and the Economics of Accountability in the New Public Sector: https://doi.org/10.1108/09513579310042579

**Extends.** kaal:claim:5886442-022: https://wulfkaal.github.io/claims/5886442-022

**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.** moderate-confidence claim review

**Mapping confidence.** 0.3797  **Mapping ambiguous.** true

**Topics.** economics, historical-response, scholarly-literature, crossref

**Provenance.** Affirmed in kaal-review:2026-07-31:streaming-etl-0010 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.