Senior DevOps/Platform Engineer with deep expertise in cloud-native technologies, Kubernetes ecosystems, and infrastructure automation. Passionate about building scalable, resilient systems and contributing to open source communities.
Stats updated on 2026-03-10 12:29 UTC
Kubestronaut - One of the elite professionals who have achieved all five Kubernetes certifications from the CNCF:
- KCNA (Kubernetes and Cloud Native Associate)
- CKA (Certified Kubernetes Administrator)
- CKAD (Certified Kubernetes Application Developer)
- CKS (Certified Kubernetes Security Specialist)
- KCSA (Kubernetes and Cloud Native Security Associate)
Actively contributing to CNCF (Cloud Native Computing Foundation) and ASWF (Academy Software Foundation) projects:
| Project | Description | Contributions |
|---|---|---|
| Dragonfly | P2P-based file distribution and image acceleration | client#1665 - Add Hugging Face backend support with hf:// protocol, d7y.io#386 - Add hf:// protocol documentation, helm-charts#455 - Add injector support to helm chart |
| Kubernetes | Production-Grade Container Orchestration | #53891 - Document deployment.kubernetes.io/* annotations, #53892 - Add kubectl apply view-last-applied documentation |
| TiKV | Distributed transactional key-value database | #19225 - Add AGENTS.md for AI agent guidance |
| KEDA | Kubernetes Event-driven Autoscaling | #1658 - Removing metricName from the kedadocs |
| Metal³ | Bare metal host provisioning for Kubernetes | #624 - Fix redirect links in tryit.md |
| OpenTelemetry | Observability framework | #8632 - Add .NET troubleshooting page |
| kpt | Kubernetes-native packaging and resource management | #4278 - Fix kpt fn doc command for KRM functions expecting input |
| Project | Description | Contributions |
|---|---|---|
| OpenColorIO | Color management library | #2229 - Add release signing workflow, #2230 - Add Dependabot configuration, #2243 - Add Vulkan unit test framework |
| OpenCue | Cloud rendering management system | #2134 - Add scheduled subscription recalculation task |
| OpenImageIO | Image processing library | #4976 - Fix IBA::compare_Yee() channel access |
| RAWtoACES | RAW to ACES image conversion | #222 - Add build developer documentation |
| xSTUDIO | Playback and review application | #186 - Fix broken build guide links |
Total: 19 PRs across 14 projects in CNCF and ASWF foundations!
| Project | Description | Contributions |
|---|---|---|
| Golden Kubestronaut Learning | Kubernetes certification study guides and resources | #23 - Dark mode persistence, #24 - PDF generation workflow |
Peer-reviewed research on Cloud-Native, Kubernetes, AI/ML Operations, and Platform Engineering:
| # | Paper | Links |
|---|---|---|
| 1 | AI Security: Preemptive Cybersecurity — Using AI Agents for Proactive Threat Hunting in Cloud-Native Environments | Scholar · ResearchGate |
| 2 | Agentic AI Introduction: Model Context Protocol (MCP) — Bridging Large Language Models and Real-Time Kubernetes Observability | Scholar · ResearchGate |
| 3 | Scale & LLM-Ops: Architecting LLM-as-a-Service — Infrastructure Requirements for High-Concurrency Agentic Workloads | Scholar · ResearchGate |
| # | Paper | Links |
|---|---|---|
| 4 | Agentic SRE Teams: Human-Agent Collaboration — A New Operational Model for Autonomous Incident Response | Scholar · ResearchGate |
| 5 | Autonomous Remediation and Agentic SRE Teams: Reinforcement Learning for Self-Healing Infrastructure and Human-Agent Collaboration in Incident Response | Scholar · ResearchGate |
| 6 | From PagerDuty to 'Agentic Ops': The Rise of Self-Healing Kubernetes | Scholar · ResearchGate |
| # | Paper | Links |
|---|---|---|
| 7 | Platform Engineering Foundations: The Internal Developer Platform (IDP) — A Qualitative Study on Reducing Cognitive Load for Java Developers | Scholar · ResearchGate |
| 8 | GitOps & Stability: Formal Verification of ArgoCD Manifests — Preventing Deployment Drift in Mission-Critical Platforms | Scholar · ResearchGate |
| 9 | Beyond Basic Sync: Why ArgoCD v3 is the Backbone of Modern Platform Engineering | Scholar · ResearchGate |
| # | Paper | Links |
|---|---|---|
| 10 | The Efficiency Era: How Kubernetes v1.35 Finally Solves the "Restart" Headache | Scholar · ResearchGate |
| 11 | FinOps & Resource Efficiency: Predictive Autoscaling Using Time-Series Analysis to Reduce Cloud Waste in EKS Clusters | Scholar · ResearchGate |
| 12 | Zero-Trust Infrastructure: Automated Identity Governance in Kubernetes — A Framework for Zero-Trust Microservices | Scholar · ResearchGate |
| 13 | Multi-Cluster Orchestration: Performance Benchmarking of Cross-Cluster Service Meshes in High-Traffic Retail Environments | Scholar · ResearchGate |
📋 How to Cite My Work (BibTeX)
@article{madduri2026ai_security,
author = {Madduri, Pavan},
title = {AI Security: Preemptive Cybersecurity — Using AI Agents for Proactive Threat Hunting in Cloud-Native Environments},
journal = {ACTA SCIENTIAE},
year = {2026},
note = {Available at: https://scholar.google.com/citations?user=au0O-8oAAAAJ}
}
@article{madduri2025agentic_mcp,
author = {Madduri, Pavan},
title = {Agentic AI Introduction: Model Context Protocol (MCP) — Bridging Large Language Models and Real-Time Kubernetes Observability},
journal = {Power System Protection and Control},
year = {2025},
note = {Available at: https://scholar.google.com/citations?user=au0O-8oAAAAJ}
}
@article{madduri2026llm_ops,
author = {Madduri, Pavan},
title = {Scale and LLM-Ops: Architecting LLM-as-a-Service — Infrastructure Requirements for High-Concurrency Agentic Workloads},
journal = {Power System Protection and Control},
year = {2026},
note = {Available at: https://scholar.google.com/citations?user=au0O-8oAAAAJ}
}
@article{madduri2026agentic_sre,
author = {Madduri, Pavan},
title = {Agentic SRE Teams: Human-Agent Collaboration — A New Operational Model for Autonomous Incident Response},
journal = {Power System Protection and Control},
year = {2026},
note = {Available at: https://scholar.google.com/citations?user=au0O-8oAAAAJ}
}
@article{madduri2025platform_engineering,
author = {Madduri, Pavan},
title = {Platform Engineering Foundations: The Internal Developer Platform (IDP) — A Qualitative Study on Reducing Cognitive Load for Java Developers},
journal = {ACTA SCIENTIAE},
year = {2025},
note = {Available at: https://scholar.google.com/citations?user=au0O-8oAAAAJ}
}
@article{madduri2024gitops_verification,
author = {Madduri, Pavan},
title = {GitOps and Stability: Formal Verification of ArgoCD Manifests — Preventing Deployment Drift in Mission-Critical Platforms},
journal = {Power System Protection and Control},
year = {2024},
note = {Available at: https://scholar.google.com/citations?user=au0O-8oAAAAJ}
}
@article{madduri2024finops_autoscaling,
author = {Madduri, Pavan},
title = {FinOps and Resource Efficiency: Predictive Autoscaling Using Time-Series Analysis to Reduce Cloud Waste in EKS Clusters},
journal = {ACTA SCIENTIAE},
year = {2024},
note = {Available at: https://scholar.google.com/citations?user=au0O-8oAAAAJ}
}
@article{madduri2023zero_trust,
author = {Madduri, Pavan},
title = {Zero-Trust Infrastructure: Automated Identity Governance in Kubernetes — A Framework for Zero-Trust Microservices},
journal = {Power System Protection and Control},
year = {2023},
note = {Available at: https://scholar.google.com/citations?user=au0O-8oAAAAJ}
}
@article{madduri2023service_mesh,
author = {Madduri, Pavan},
title = {Multi-Cluster Orchestration: Performance Benchmarking of Cross-Cluster Service Meshes in High-Traffic Retail Environments},
journal = {ACTA SCIENTIAE},
year = {2023},
note = {Available at: https://scholar.google.com/citations?user=au0O-8oAAAAJ}
}I'm actively developing these open source projects and welcome contributors of all skill levels!
|
Kubernetes-native AI inference workload autoscaler Scale AI/ML workloads based on:
Tech Stack: Go, Kubernetes, Prometheus, controller-runtime Good First Issues: Controller enhancements, documentation, Helm chart improvements |
The Ultimate Curated List of LLMOps Tools & Resources Comprehensive collection covering:
Good First Issues: Add new tools, fix broken links, improve categorization |
|
Convert Kubernetes Ingress to Gateway API Features:
Supports: Nginx, Traefik, Istio, AWS ALB, GKE, Kong, Contour Tech Stack: Python, FastAPI, React, Kubernetes Good First Issues: Add annotation support, improve validation, new provider presets |
All contributions welcome:
Questions? Open a Discussion or reach out on LinkedIn! |
- AWS - Primary cloud platform for production workloads
- Azure - Previous experience with enterprise deployments
- Kubernetes - Production cluster management, multi-tenancy, and workload orchestration
- ArgoCD - GitOps-driven continuous delivery and application lifecycle management
- Docker - Container image building and runtime management
- Crossplane - Kubernetes-native infrastructure provisioning and composition
- Prometheus & Grafana - Metrics collection, alerting, and dashboard visualization
- Splunk - Enterprise log aggregation and security analytics
- Datadog - Full-stack monitoring and application performance management
- OpenTelemetry - Vendor-neutral distributed tracing and telemetry collection
- Kyverno - Kubernetes-native policy engine for security and compliance
- OPA (Open Policy Agent) - Unified policy enforcement across the stack
- GitHub Actions - Cloud-native workflow automation and CI/CD pipelines
- Jenkins - Enterprise CI/CD automation and pipeline orchestration
- Flux - GitOps toolkit for Kubernetes continuous delivery
- UrbanCode Deploy - Enterprise application release automation
- PrestoDB & Trino - High-performance distributed SQL query engines for analytics
- Apache Superset - Modern data exploration and business intelligence platform
- Alluxio - Unified data orchestration for compute and storage
- Jupyter Notebooks - Interactive data science and machine learning workflows
Deeply interested in the convergence of AI/ML and Kubernetes - enabling organizations to run machine learning workloads at scale on cloud-native infrastructure. Exploring MLOps practices, GPU scheduling, and AI platform engineering.
Sharing insights on DevOps best practices, Kubernetes deep-dives, and cloud-native architecture:
Always open to connecting with fellow engineers and enthusiasts in the cloud-native and AI/ML space!
- 💬 Collaborate - Open an issue or discussion on any of my repositories
- 🤝 Partner - Interested in contributing to CNCF or ASWF projects together
- 👋 Network - Happy to exchange ideas and share experiences
Let's build something great together! 🚀



