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Pavan Madduri

I’m Pavan Madduri, a Platform Engineer at Grainger with a passion for building scalable, cloud-native infrastructure.

Location Chicago, IL Joined Joined on  github website twitter website
Give Your AI Agent Eyes on GPUs: Introducing gpu-mcp-server
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Give Your AI Agent Eyes on GPUs: Introducing gpu-mcp-server

#agents #ai #mcp #monitoring
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3 min read
docker init OCIR OKE: From Empty Folder to Production in 15 Minutes
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docker init OCIR OKE: From Empty Folder to Production in 15 Minutes

#docker #oci #devops #platformengineering
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4 min read
I Stopped Paying for Idle GPUs - Scale-to-Zero AI Inference on OKE with KEDA
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I Stopped Paying for Idle GPUs - Scale-to-Zero AI Inference on OKE with KEDA

#ai #keda #kubernetes #oci
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4 min read
Deploying vLLM on OKE with NVIDIA A10 GPUs: The 20-Minute Setup Nobody Talks About
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Deploying vLLM on OKE with NVIDIA A10 GPUs: The 20-Minute Setup Nobody Talks About

#oci #docker #kubernetes #ai
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5 min read
Stop Downloading 8GB Models on Every Pod Restart - Use OCI Object Storage as a Model Cache
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Stop Downloading 8GB Models on Every Pod Restart - Use OCI Object Storage as a Model Cache

#docker #ai #kubernetes #oci
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4 min read
Docker vs Podman for AI/ML Workloads in 2026: A Technical Comparison
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Docker vs Podman for AI/ML Workloads in 2026: A Technical Comparison

#docker #gpu #agents #ai
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6 min read
Docker Model Runner Replaced My Entire Local AI Setup
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Docker Model Runner Replaced My Entire Local AI Setup

#docker #ai #llm #devtools
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4 min read
Every GPU Container Bug I've Hit on OKE (and How I Fixed Them)
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Every GPU Container Bug I've Hit on OKE (and How I Fixed Them)

#docker #gpu #kubernetes #oci
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5 min read
From Docker Compose on My Laptop to OKE in Production — Same App, Zero Rewrites
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From Docker Compose on My Laptop to OKE in Production — Same App, Zero Rewrites

#docker #oci #kubernetes #devops
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3 min read
I Cut My Container Image Costs 60% by Building Multi-Arch Docker Images on OCI ARM
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I Cut My Container Image Costs 60% by Building Multi-Arch Docker Images on OCI ARM

#oke #docker #oci #containers
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5 min read
The Zero-Trust Docker Pipeline: Securing GPU/AI Container Images from Build to Production
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The Zero-Trust Docker Pipeline: Securing GPU/AI Container Images from Build to Production

#ai #docker #gpu #security
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6 min read
GPU-Aware Autoscaling for Docker Containers: From NVML to Production
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GPU-Aware Autoscaling for Docker Containers: From NVML to Production

#gpu #nvml #nvidia #docker
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5 min read
I Replaced a $3/hr GPU Dev Workflow with Docker Model Runner. Here's How
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I Replaced a $3/hr GPU Dev Workflow with Docker Model Runner. Here's How

#ai #gpu #docker #dockermodelrunner
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8 min read
Docker + OKE: Running GPU Inference Containers on Oracle Cloud
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Docker + OKE: Running GPU Inference Containers on Oracle Cloud

#oke #gpu #oci #docker
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7 min read
Securing Docker Images on OCI — OCIR, Docker Scout, and OCI Vault
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Securing Docker Images on OCI — OCIR, Docker Scout, and OCI Vault

#oci #oke #dockerscout #ocivault
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6 min read
Running Docker Containers on OCI Without Kubernetes
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Running Docker Containers on OCI Without Kubernetes

#oracle #docker #oke #containers
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6 min read
Deploying a Production-Ready K3s Cluster on OCI Always Free ARM Instances
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Deploying a Production-Ready K3s Cluster on OCI Always Free ARM Instances

#oracle #k3s #kubernetes #cloudnative
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11 min read
Why Your Kubernetes Cluster Breaks 18 Minutes After a Successful Deployment
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Why Your Kubernetes Cluster Breaks 18 Minutes After a Successful Deployment

#kubernetes #gitops #argocd #devops
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2 min read
Alert Fatigue is Breaking DevOps: Here is the Math
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Alert Fatigue is Breaking DevOps: Here is the Math

#devops #sre #mentalhealth #observability
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2 min read
What is an AI Agent? (And Why SREs Need Them)
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What is an AI Agent? (And Why SREs Need Them)

#ai #sre #devops #aiops
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2 min read
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