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Shubham Katara

Building Hybrid K8s Platforms @trivago | Tech Author & Speaker (freeCodeCamp, SREDays) | vCluster Ambassador | RHCA & GCP DevOps Professional

4 posts on Kubesimplify

Cover for How to Share GPUs in Kubernetes at Scale with HAMi (Software vGPU Slicing)
kubernetesgpuJul 21, 2026

How to Share GPUs in Kubernetes at Scale with HAMi (Software vGPU Slicing)

Share GPUs in Kubernetes with HAMi software vGPU slicing: arbitrary memory and core limits per pod, the Helm values that control the split, a verified PyTorch manifest, a real OOM blast-radius test, and Prometheus monitoring.

Shubham KataraSaiyam Pathak
Shubham Katara & Saiyam Pathak · 24 min
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Cover for Slicing GPUs in Kubernetes with NVIDIA Multi-Instance GPU (MIG)
kubernetesgpuJul 20, 2026

Slicing GPUs in Kubernetes with NVIDIA Multi-Instance GPU (MIG)

GPU sharing in Kubernetes explained: time-slicing vs MPS vs MIG, every nvidia-smi command to enable and disable MIG on one GPU or eight, GPU Operator automation, pitfalls, and DCGM monitoring.

Shubham KataraSaiyam Pathak
Shubham Katara & Saiyam Pathak · 45 min
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Cover for LLM Costs and Observability with agentgateway on Kubernetes (Part 2)
kubernetesai-agentsJun 30, 2026

LLM Costs and Observability with agentgateway on Kubernetes (Part 2)

Part 2: scrape agentgateway with Prometheus, build a Grafana dashboard of token cost and per-tool usage, see blocked tool calls, and alert on spend.

Shubham Katara
Shubham Katara · 12 min
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Cover for Controlling MCP Tools with agentgateway on Kubernetes (Part 1)
kubernetesai-agentsJun 29, 2026

Controlling MCP Tools with agentgateway on Kubernetes (Part 1)

Run AI agents behind agentgateway on Kubernetes: route their LLM and MCP tool calls through one proxy, keep secrets out of the agent, and block tools by policy.

Shubham Katara
Shubham Katara · 22 min
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