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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Hamzane Ibrahim

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Open access 2026

The Agentic Enterprise Capability Framework (AECF): A Governance-First Architecture for Scalable AI Agent Deployments

The study contributes an integrated architectural model, propositional formalization, and validation agenda for governed enterprise AI agent deployments, and introduces the co-evolution constraint: technical capability layers cannot mature independently of governance capacity.

Khammal Adil, Hamzane Ibrahim, Marzak Abdelaziz et al. · 0 citations

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