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Study: Governed AI retrieval – 97% pass rate, 67% fewer tokens (Emory, IBM)

Researchers from Emory University and IBM developed ContextNest, a context governance framework for autonomous AI agents, achieving a 97% pass rate on retrieval tasks while using 67% fewer tokens. The system enforces verifiable context constraints to improve efficiency and reliability in AI agent operations.

read1 min views39 publishedJun 25, 2026
Study: Governed AI retrieval – 97% pass rate, 67% fewer tokens (Emory, IBM)
Image: Promptowl (auto-discovered)

Academic Research

Peer-Reviewed Research Paper

Misha SulpovarPromptOwl, LLC

Benn R. KonsynskiGoizueta Business School, Emory University

Qaish KanchwalaIndependent

Gabe GoodhartIBM Research

Published: June 15, 2026

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source & further reading
promptowl.ai — original article Show HN: ContextNest versioned, governed context for AI agents (open-source CLI) The Governed Engine for AI That Has to Be Right
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