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Basil C. Puglisi

Artificial Intelligence (AI) & Digital Marketing Since 2009

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multi-AI oversight

Why AI Cannot Govern AI: Beyond Models to Multi-AI Platforms

April 4, 2026 by Basil Puglisi Leave a Comment

Four-layer AI governance stack diagram showing preservation failure altitudes from same-family oversight through human checkpoint authority

1. What the Research Found On April 2, 2026, a research team at UC Berkeley and UC Santa Cruz published a study called “Peer-Preservation in Frontier Models” (Potter, Crispino, Siu, Wang, & Song, 2026). The researchers wanted to answer a straightforward question: if you assign one AI model to evaluate another AI model, and the […]

Filed Under: AI Artificial Intelligence, AI Governance, Code & Technical Builds, Conferences & Education, Multi-AI Governance, Policy & Research, Thought Leadership Tagged With: AI provider plurality, AI safety, CAIPR, Checkpoint-Based Governance, frontier models, GOPEL, human oversight, multi-AI oversight, peer-preservation, Responsible AI

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