When Agent Governance Helps

arXiv:2609.05531 · cs.CL, cs.AI, cs.CY, cs.MA · Submitted 2026-09-02 · Read on arXiv

cs.CL, cs.AI, cs.CY, cs.MA

Submitted: 2026-09-02

Updated: 2026-09-02

Comments: 35 pages, 14 figures. Companion empirical study to a Purdue D.Tech dissertation. Introduces the GAMPO framework from a 321-source qualitative evidence synthesis and probes a prompt-layer instantiation on the CHI-Bench healthcare benchmark across open and frontier models

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Governed Autotelic Multi-Agent Product Organization — 1× in this paper
• Self-consistency — 1× in this paper · explained in 2 episodes

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