Pavan Madduri

I’m Pavan Madduri, Opensource Contributor Dragonfly/volcono/keda | Maintainer for https://github.com/pmady/gpu-mcp-server https://github.com/pmady/keda-gpu-scaler

Chicago, IL Joined on Mar 11, 2025

Education

University of New Orleans

Work

Senior Cloud Platform Engineer at W.W.Grainger, Inc.

Pavan Madduri

Jun 29

Running Ollama on OCI Container Instances - Private LLM API in 5 Minutes, No Kubernetes

#ai #docker #oci #llm

4 min read

Pavan Madduri

Jun 26

Zero-Downtime Crossplane v1 v2 Migration: Adopt-in-Place at Production Scale

#crossplane #kubernetes #aws #platformengineering

8 min read

Pavan Madduri

Jun 24

Give Your AI Agent Eyes on GPUs: Introducing gpu-mcp-server

#agents #ai #mcp #monitoring

3 min read

Pavan Madduri

Jun 24

docker init OCIR OKE: From Empty Folder to Production in 15 Minutes

#docker #oci #devops #platformengineering

4 min read

Pavan Madduri

Jun 17

I Stopped Paying for Idle GPUs - Scale-to-Zero AI Inference on OKE with KEDA

#ai #keda #kubernetes #oci

4 min read

Pavan Madduri

Jun 16

Deploying vLLM on OKE with NVIDIA A10 GPUs: The 20-Minute Setup Nobody Talks About

#oci #docker #kubernetes #ai

5 min read

Pavan Madduri

Jun 12

Stop Downloading 8GB Models on Every Pod Restart - Use OCI Object Storage as a Model Cache

#docker #ai #kubernetes #oci

4 min read

Pavan Madduri

Jun 2

Docker vs Podman for AI/ML Workloads in 2026: A Technical Comparison

#docker #gpu #agents #ai

6 min read

Pavan Madduri

May 13

Docker Model Runner Replaced My Entire Local AI Setup

#docker #ai #llm #devtools

4 min read

Pavan Madduri

May 12

Every GPU Container Bug I've Hit on OKE (and How I Fixed Them)

#docker #gpu #kubernetes #oci

5 min read

Pavan Madduri

May 11

From Docker Compose on My Laptop to OKE in Production — Same App, Zero Rewrites

#docker #oci #kubernetes #devops

3 min read

Pavan Madduri

May 8

I Cut My Container Image Costs 60% by Building Multi-Arch Docker Images on OCI ARM

#oke #docker #oci #containers

5 min read

Pavan Madduri

May 8

The Zero-Trust Docker Pipeline: Securing GPU/AI Container Images from Build to Production

#ai #docker #gpu #security

6 min read

Pavan Madduri

May 8

GPU-Aware Autoscaling for Docker Containers: From NVML to Production

#gpu #nvml #nvidia #docker

5 min read

Pavan Madduri

May 8

I Replaced a $3/hr GPU Dev Workflow with Docker Model Runner. Here's How

#ai #gpu #docker #dockermodelrunner

8 min read

Pavan Madduri

May 8

Docker + OKE: Running GPU Inference Containers on Oracle Cloud

#oke #gpu #oci #docker

7 min read

Pavan Madduri

May 8

Securing Docker Images on OCI — OCIR, Docker Scout, and OCI Vault

#oci #oke #dockerscout #ocivault

6 min read

Pavan Madduri

May 8

Running Docker Containers on OCI Without Kubernetes

#oracle #docker #oke #containers

6 min read

Pavan Madduri

Mar 11

Deploying a Production-Ready K3s Cluster on OCI Always Free ARM Instances

#oracle #k3s #kubernetes #cloudnative

11 min read

Pavan Madduri

Mar 7

Why Your Kubernetes Cluster Breaks 18 Minutes After a Successful Deployment

#kubernetes #gitops #argocd #devops

2 min read

Pavan Madduri

Mar 2

Alert Fatigue is Breaking DevOps: Here is the Math

#devops #sre #mentalhealth #observability

2 min read

Pavan Madduri

Mar 2

What is an AI Agent? (And Why SREs Need Them)

#ai #sre #devops #aiops

2 min read

DEV Community

Pavan Madduri

Badges

One Year Club

Available for

Running Ollama on OCI Container Instances - Private LLM API in 5 Minutes, No Kubernetes

Zero-Downtime Crossplane v1 v2 Migration: Adopt-in-Place at Production Scale

Give Your AI Agent Eyes on GPUs: Introducing gpu-mcp-server

docker init OCIR OKE: From Empty Folder to Production in 15 Minutes

I Stopped Paying for Idle GPUs - Scale-to-Zero AI Inference on OKE with KEDA

Deploying vLLM on OKE with NVIDIA A10 GPUs: The 20-Minute Setup Nobody Talks About

Stop Downloading 8GB Models on Every Pod Restart - Use OCI Object Storage as a Model Cache

Docker vs Podman for AI/ML Workloads in 2026: A Technical Comparison

Docker Model Runner Replaced My Entire Local AI Setup

Every GPU Container Bug I've Hit on OKE (and How I Fixed Them)

From Docker Compose on My Laptop to OKE in Production — Same App, Zero Rewrites

I Cut My Container Image Costs 60% by Building Multi-Arch Docker Images on OCI ARM

The Zero-Trust Docker Pipeline: Securing GPU/AI Container Images from Build to Production

GPU-Aware Autoscaling for Docker Containers: From NVML to Production

I Replaced a $3/hr GPU Dev Workflow with Docker Model Runner. Here's How

Docker + OKE: Running GPU Inference Containers on Oracle Cloud

Securing Docker Images on OCI — OCIR, Docker Scout, and OCI Vault

Running Docker Containers on OCI Without Kubernetes

Deploying a Production-Ready K3s Cluster on OCI Always Free ARM Instances

Why Your Kubernetes Cluster Breaks 18 Minutes After a Successful Deployment

Alert Fatigue is Breaking DevOps: Here is the Math

What is an AI Agent? (And Why SREs Need Them)