The AAGMM five-level model, validated in 750 simulations, shows higher governance maturity cuts agent sprawl by 94% and risk incidents by 96% while raising task completion rates by 33%.
LOKA Protocol.arXiv2025, 2504.10915
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Proposes layered architecture and three mechanisms (semantic propagation, identity/reputation, semantic-gradient design) for distributed agent networks with prototype simulations.
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Governing the Agentic Enterprise: A Governance Maturity Model for Managing AI Agent Sprawl in Business Operations
The AAGMM five-level model, validated in 750 simulations, shows higher governance maturity cuts agent sprawl by 94% and risk incidents by 96% while raising task completion rates by 33%.
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Distributed General-Purpose Agent Networks: Architecture, Key Mechanisms, and Prototypes
Proposes layered architecture and three mechanisms (semantic propagation, identity/reputation, semantic-gradient design) for distributed agent networks with prototype simulations.