# kaal:position:2026-07-31-495

**Affirmed position.** Let's MPC the economy: stabilising the economy using more dynamic regulation should be assessed against Kaal's source-bound claim that Dynamic regulation is defined as an optimization process for the learning experience in the New Institutional Economics framework, operating through intra jurisdictional and inter jurisdictional feedback effects between public rulemakers and private actors. The current metadata indicates a plausible connection through dynamic regulation, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.

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

**Holds when.**

- Apply only within the source-bound Kaal claim's stated scope.
- External evidence level: metadata only.
- Mapping review tier: moderate-confidence claim review.
- The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence.

**Current debate.** Let's MPC the economy: stabilising the economy using more dynamic regulation: https://www.semanticscholar.org/paper/86bb52643707f2e01af7b63aedc8f33ecefd7cb3

**Extends.** kaal:claim:5886442-030: https://wulfkaal.github.io/claims/5886442-030

**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.** metadata only

**Mapping review tier.** moderate-confidence claim review

**Mapping confidence.** 0.4943  **Mapping ambiguous.** true

**Topics.** dynamic-regulation, economics, institutional-design

**Provenance.** Affirmed in historical-backfill:2026-07-31:phase-0002 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.