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Pavan Madduri is a Cloud-Native Architect and a certified Golden Kubestronaut. With over a decade of experience transitioning from Java development to hyperscale Kubernetes ecosystems, he focuses on the intersection of GitOps, High-Performance Computing (HPC), and automated infrastructure. He is an active contributor to the CNCF ecosystem and speaks regularly on DevOps evolution.

Stop Wasting GPU Budget: Autoscaling AI Inference on Kubernetes with KEDA

Stop Wasting GPU Budget: Autoscaling AI Inference on Kubernetes with KEDA

The rush to deploy Large Language Models (LLMs) and generative AI has created a massive infrastructure bottleneck. Platform engineering teams are spinning up expensive GPU node pools on Kubernetes, but they are ...
Pavan Madduri | June 8, 2026 | AI Inference, autoscaling, GPU Scaling, KEDA, kubernetes
CI/CD, GitOps, pipelines, Jenkins, kubernetes, kpack, buildpacks, CI/CD, Codefresh, Komodor, AI, clusters, kubernetes, generative AI Kubernetes Argo container security continuous SQL Server Windocks Tekton Kubeflow Red Hat CI/CD

Shattering the Kubernetes Registry Bottleneck: Scaling Enterprise CI/CD With P2P Mesh Architecture 

The transition from centralized infrastructure to decentralized topologies is inevitable as compute scales. Relying on a single registry to serve thousands of ephemeral containers is an architectural anti-pattern.  ...
Pavan Madduri | May 22, 2026 | cncf, Dragonfly, OpenSource, P2P Insfrastructure
SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33,  AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

The Inference Bottleneck: Architecting Kubernetes Autoscaling for Production LLMs 

Generative AI (GenAI) is moving into production, but native Kubernetes autoscaling is fundamentally broken for large language model (LLM) inference ...
Pavan Madduri | May 15, 2026 | kubernetes, LLMs, platform engineering
GitOps, Red Hat, Civo Flux ,GitOps. Weaveworks Sysdig AI

Architecting Enterprise GitOps: Scaling Argo CD on OKE 

The industry is shifting to pull-based GitOps with Argo CD to solve configuration drift across Kubernetes fleets ...
Pavan Madduri | May 13, 2026 | App-of-Apps Pattern, ApplicationSets, Argo CD, automation, Cloud Controller Manager (CCM), Configuration Drift, continuous deployment, Enterprise Cloud-Native., External Secrets Operator (ESO), GitOps, IAM Policies, Infrastructure as Code (IaC), Kubernetes Secret Management, multi-cluster orchestration, OCI Flexible Load Balancer, OCI Vault, OCIR, OIDC, OKE, Oracle Kubernetes Engine, Private VCN, Pull-based CI/CD, workload identity, Zero-Trust Architecture
CNCF, cloud native, NVIDIA, AI, Peritus microservices

Deploying Docker AI Agents on OCI and OKE 

This guide details the architectural transition of AI agents from experimental scripts to "first-class production workloads" using Oracle Cloud Infrastructure (OCI) and Oracle Kubernetes Engine (OKE). It emphasizes a zero-trust, scalable approach ...
Pavan Madduri | May 13, 2026 | Agentic Architecture, AI, AI agents, containerization, Data Minimization, docker, Event-Driven Autoscaling, GitOps, infrastructure as code, kagent, KEDA, Kubernetes CRD, Kyverno, LLM Inference, MCP server, Model Context Protocol, oci, OCI Generative AI, OCI Vault, OCIR, OKE, OpenTelemetry, Oracle Kubernetes Engine, Production Workloads., Terraform, Virtual Nodes, Zero-Trust Security
terraform, zero-trust, Tigera zero-trust GitOps DevSecOps Kubernetes

Zero-Trust on OKE: How to Actually Secure Your Clusters With Terraform 

Secure your OKE production clusters on Oracle Cloud (OCI). Learn how to use Terraform to implement VCN-Native CNI, private API endpoints, AMD SEV memory encryption, and OCI Workload Identity for a zero-trust ...
Pavan Madduri | March 26, 2026 | AMD SEV OCI, cloud-native isolation, Confidential Computing Kubernetes, infrastructure as code security, Kubernetes compliance OCI, Kubernetes Secrets best practices, micro-segmentation OKE, OCI Bastion Service, OCI IAM policy Kubernetes, OCI Network Security Groups pods, OCI VCN routing, OCI VCN-Native CNI, OCI Workload Identity, OKE 2026 security., OKE Enhanced Cluster, OKE node pool Terraform, OKE Terraform guide, Oracle Kubernetes Engine security, Private Kubernetes API Server, Shielded Instances OCI
GitOps, Red Hat, Civo Flux ,GitOps. Weaveworks Sysdig AI

Beyond the Green Checkmark: Using Formal Verification to Stop ArgoCD Drift 

In the cloud-native landscape, GitOps leads the way for continuous delivery, yet relying solely on synchronization can mask systemic issues. This article outlines the importance of formal verification in deploying Kubernetes manifests ...
Pavan Madduri | March 10, 2026 | ArgoCD, CI/CD pipeline, Configuration Drift, continuous delivery, Dependency Ordering, Deployment Stability, Formal Verification, GitOps, infrastructure as code, kubernetes, Mission-Critical Systems., Resource Invariants, Rollback Safety, Security Policies, Temporal Logic
SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33,  AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

The Efficiency Era: How Kubernetes v1.35 Finally Solves the “Restart” Headache 

Kubernetes v1.35 introduces in-place resource resizing, revolutionizing how stateful workloads are managed. Discover the benefits of dynamic resource allocation, traffic distribution, and the improvements that enhance operational efficiency for platform engineers ...
Pavan Madduri | March 3, 2026 | AI/ML workloads, cloud costs, Dynamic Resource Allocation, efficiency era, FinOps, immutability, Kubernetes architecture, Kubernetes enhancements, Kubernetes v1.35, Openshift, operational efficiency, resource resizing, self-healing infrastructure, Stateful Workloads, system performance, traffic distribution, vertical scaling
SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33,  AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

From PagerDuty to ‘Agentic Ops’: The Rise of Self-Healing Kubernetes 

Explore how the role of Site Reliability Engineers (SREs) is transforming with Agentic Ops, integrating technologies like eBPF, LLMs, and Kubernetes Operators to shift problem-solving from humans to intelligent systems ...
Pavan Madduri | February 27, 2026 | 3 A.M. PagerDuty, Agentic Ops, AI in DevOps, Automated Ops, cloud cost optimization, devops, eBPF, incident management, Kubernetes operators, LLMs, observability, policy as code, predictive scaling, root cause analysis, Site Reliability Engineer, SRE, System Automation, Technology Evolution

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Modernizing Manufacturing: How to Move from Legacy Infrastructure to Cloud-Ready Operations
18 August 2026
Modernizing Manufacturing: How to Move from Legacy Infrastructure to Cloud-Ready Operations
Migrating Self-Managed Apache Solr Workloads to Amazon OpenSearch Service
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Migrating Self-Managed Apache Solr Workloads to Amazon OpenSearch Service
From Pilot to Production: AI that Delivers Business Outcomes
27 July 2026
ADR vs. EDR: Why EDR Isn’t Enough in the AI Era
19 August 2026
ADR vs. EDR: Why EDR Isn’t Enough in the AI Era
DevOps in the Age of AI Native
17 August 2026
DevOps in the Age of AI Native
The Emergence of AI in Performance Engineering
30 July 2026
The Emergence of AI in Performance Engineering

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ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

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