AI systems and cloud infrastructure — learning how LLMs and agents meet real clusters, not just chat windows.
I run Kubernetes, IaC, and observability in a home lab, and I use generative AI as a daily engineering practice. Direction: quality engineering → cloud/Kubernetes → AI infrastructure → LLM systems and agents.
Hyderabad · Available for hire · Currently studying: CKA
Studying generative AI in parallel with CKA. Daily work happens with Claude Pro, Cursor, and ChatGPT Codex — how I write, debug, and operate, not products I shipped.
Interest now: LLM/agent workflows as a practitioner, and the infrastructure those systems need (Kubernetes, containers, metrics). Planning toward becoming an AI generalist. This is a study path, not a research appointment.
Public AI-adjacent work today is the Kubernetes agent in featured work. More GenAI repos will land here when they are real.
Infrastructure and platform repos, plus one public LLM agent on Kubernetes.
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Gemini DevOps agent for Kubernetes |
AWS Terraform IaC |
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Monitoring and alerting |
Flask + Jenkins + Docker CI/CD |
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Microservices architecture |
Portfolio |
Study notes, not a publication list. Topics I am working through:
- Generative AI and LLM systems (how models are used in tools and workflows)
- Agents: tool-calling loops against real APIs and clusters
- AI infrastructure: running and observing workloads on Kubernetes
- Toward an AI generalist practice alongside CKA
Break it, rebuild it, automate it, observe it. Practice cluster — not a production claim.
MacBook Pro M4 Max · RHEL 9/10 under Parallels · kubeadm (1 control plane + 3 workers) · k3d for faster loops · Prometheus, Node Exporter, Grafana · Ansible, Terraform, golden images · Podman, containerd, Docker
| AI / ML | Generative AI (study) · LLM/agent workflows · Claude Pro · Cursor · ChatGPT Codex |
| Infrastructure | Kubernetes · kubeadm · k3d · RHEL |
| Cloud | AWS · Terraform |
| Containers | Docker · Podman · containerd |
| Observability | Prometheus · Node Exporter · Grafana |
| Automation | Ansible · reusable scripts · golden VM images |
| CI/CD | Jenkins |
~11 years in software quality and Selenium-based test automation (RealPage QE). That work is how I learned to treat systems as something you verify, break, and make repeatable — the same habits I use on clusters and on AI tooling.
Path I am on: Software quality & automation → cloud/infrastructure → Kubernetes → AI infrastructure → LLM/AI systems → agents.
Currently studying: CKA
Then, in this order: CKS · RHCSA · RHCE · Terraform Associate · AWS SAA · Prometheus Certified Associate
Hyderabad · Available for hire
github.com/zaheer1247 · LinkedIn · zaheer1247-github-io.vercel.app



