Naga Subrahmanyam Cherukupalle

Composable Intelligence: AI-Driven Resource Fabric Optimization on Cisco UCSX for Next-Gen Enterprise Workloads

2025

Modern enterprises face unprecedented infrastructure challenges due to the explosive growth of heterogeneous workloads like AI/ML training, real-time analytics, and GPU-accelerated applications. Traditional static resource allocation strategies lead to severe underutilization (often <40%) and performance …