kaal:position:2026-07-31-5576

Dynamic Regulation of the Serotonin-Dopamine Interaction Within a Meta-reinforcement Learning Framework Encompassing the Prefrontal Cortex and Basal Ganglia should be assessed against Kaal's source-bound claim that The AI-to-AI economy amplifies and potentially fulfills dynamic regulation by embedding its principles endogenously within system architecture, which renders many NIE inspired restraints against human opportunism and informational gaps obsolete. 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.

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

Dynamic Regulation of the Serotonin-Dopamine Interaction Within a Meta-reinforcement Learning Framework Encompassing the Prefrontal Cortex and Basal Ganglia

kaal:claim:5886442-031
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: abstract indexed
Review tier: ambiguity triage before claim review
Mapping confidence: 0.2034
Mapping ambiguous: true

dynamic-regulationgovernance-designai-and-agentseconomicsinstitutional-design

Affirmed in historical-backfill:2026-07-31:phase-0023 on 2026-07-31. Review record.

Canonical markdown sha256: f8ad37e316652fdf8f6c3e818897f181a27db8ec70cdc20da3bf0eb981dadd1f
curl -s https://wulfkaal.github.io/positions/2026-07-31-5576.md | sha256sum