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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

Author

Nilesh Mutyam

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2 papers indexed here

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Open access 2023

A Hybrid Machine Learning and Control-Theoretic Framework for Stability-Assured Resource Management in Large-Scale Cloud Computing Environments

Large-scale cloud computing environments must continuously allocate, scale, and reconfigure resources under uncertain demand, multi-tenant interference, heterogeneous infrastructure, and stringent service-level objectives. Conventional threshold-based autoscaling remains widely used because of its operational simplicit...

Nilesh Mutyam · 0 citations
Open access 2024

Transformer-Based Multi-Signal Predictive Autoscaling for SLA-Aware Resource Management in Kubernetes-Orchestrated Cloud-Native Environments

The study argues that SLA-aware predictive autoscaling should be treated not merely as a forecasting task but as an integrated control problem involving observability quality, model calibration, decision governance, and runtime safety.

Nilesh Mutyam · 0 citations

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