Test Automation Engineer · Medical Software @ Cancer Treatment
Optimizing CI/CD pipelines for software that treats patients. When a pipeline fails here, it's a patient waiting — so I make the path from commit to production boring and predictable.
Previously at Nokia (4 yrs) — built their AI/ML platform from bare metal: 52+ GPUs, KubeVirt clusters, self-service Jupyter, and a validation system that cut hardware compliance checks from manual hours → automated minutes. Stint at Netlight migrating IaC from AWS CDK → Terraform.
I care about fast reliable pipelines, observable systems, and writing the guide so the next person doesn't need to ask me.
| Role | Company | Highlights |
|---|---|---|
| Test Automation Engineer Consultant | Cancer Treatment · 2026–now | CI/CD optimization & test automation for medical software |
| Cloud Consultant | Netlight · 2026 | Migrated internal infra AWS CDK → Terraform |
| Applied R&D Engineer | Nokia · 2025–26 | K8s platform owner: 50+ H100 GPUs, ArgoCD, GitOps, VictoriaMetrics, Loki, Grafana; wrote 15+ internal guides |
| AI/ML Engineer | Nokia · 2024–25 | Themis Vanguard — AI hardware compliance validator (Redfish + LangGraph), 99.42% accuracy across 31K+ field comparisons. M.Sc. thesis, grade 5/5 |
| MLOps Engineer | Nokia · 2021–24 | Built entire AI/ML platform from intern → owner: Proxmox HA, SR-IOV, KubeVirt GPU passthrough, JupyterLab, MLflow, DVC, Harbor. GPU utilization 30% → 85% |
Full stack breakdown
- Infrastructure & Platform: Kubernetes, KubeVirt, Proxmox, GPU clusters, ArgoCD, Helm, Kustomize, GitOps, Ansible, Terraform, MicroK8s, K3s, OpenShift
- Networking & Storage: SR-IOV, Multus CNI, Open vSwitch, Whereabouts IPAM, MetalLB, Calico, Traefik, Longhorn, Velero, MinIO, NFS, LVM, BTRFS, ZFS, OpenEBS
- Observability: Grafana, VictoriaMetrics, Prometheus, Loki, Alertmanager, Thanos
- CI/CD & Automation: GitLab CI, Kaniko, Docker, GitLab MR workflows, Keep a Changelog, code review
- AI/ML & Data: LangGraph, AutoGen, vLLM, LiteLLM, Langfuse, MLflow, DVC, Weights & Biases, OpenSearch, Celery, PostgreSQL, Redis, MongoDB
- Web & APIs: FastAPI, Django, React, JavaScript, Go, NiceGUI, HTML/CSS
- Identity & Security: Azure AD, Red Hat IDM, SSO/SAML, RBAC, Kerberos, LDAP, SSH hardening
Magpie — Chrome extension for saving web pages & PDFs to a personal library with semantic search and local citations. Built because everything else wants your data or your money.
Personal site — React + FastAPI, Plausible analytics, technical writing on infrastructure & AI. (In progress.)
| Degree | School | Result |
|---|---|---|
| M.Sc. Computer Science | University of Helsinki | GPA 4.81/5 · thesis 5/5 |
| B.Sc. Computer Science | University of Helsinki | GPA 4.86/5 · thesis 5/5 |
🗣️ English · Finnish · Kurdish
Most of my work lives in private corporate repos — the public ones are tools I use myself.