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M. Johnson

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#artificial intelligence Preprint Sep 2026

When Agent Governance Helps

No specification says how a governed autotelic AI agent organization, where agents pursue self-generated goals inside guardrails, should be designed and evaluated. We answer in two parts. First, we synthesize the Governed Autotelic Multi-Agent Product Organization (GAMPO) framework from a document-based qualitative evi...

M. Johnson, Linda Naimi · 0 citations

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