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By Nafiul Rafi • Insights Bangladesh • 
Sovereign AI Infrastructure: A Framework for On-Premise LLM Deployment

Abstract
Establishes the technical and security blueprint for transitioning national AI operations from vulnerable cloud environments to secure, on-premise local inference infrastructure.
Key Research Highlights
Full research details and analytical frameworks can be found in the complete paper. This research examines the critical intersections of technology, policy, and governance within the emerging digital landscape of Bangladesh.
Methodology & Framework
Focus: Analyzing cloud-based risks and local hardware feasibility (Llama 3) to ensure national data privacy. This paper establishes the technical and security blueprint for transitioning national AI operations from vulnerable cloud environments to secure, on-premise local inference infrastructure.