Devki Nandan Jha

Cloud‐Native and Distributed Systems for Efficient and Scalable Large Language Models—A Research Agenda

ABSTRACT Objective Large Language Models (LLMs) are rapidly transforming artificial intelligence applications, but their unprecedented computational, memory, communication, and data‐management demands pose significant challenges to existing computing infrastructures. Traditional...

Federated Edge-HPC Architectures for AI Workflows in Privacy-Sensitive and Real-Time Domains – Final Report

This report presents the outcomes, technical evaluations, and roadmap recommendations of the “Federated Edge-HPC Architectures for AI Workflows in Privacy-Sensitive and Real-Time Domains” (FEDGE) project, funded by the UKRI National Federated Compute Services (NFCS) NetworkPlus.

Federated Edge-HPC Architectures for AI Workflows in Privacy-Sensitive and Real-Time Domains – Final Report

This report presents the outcomes, technical evaluations, and roadmap recommendations of the “Federated Edge-HPC Architectures for AI Workflows in Privacy-Sensitive and Real-Time Domains” (FEDGE) project, funded by the UKRI National Federated Compute Services (NFCS) NetworkPlus.