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Work · 6 projects · 2023 – 2026

From first idea to production.

Architecture case studies, the platforms I run, and what I built along the way. Every project starts from a real pain point and ends in production.

  1. Design

    Frame the need, choose the architecture.

  2. Build

    Platforms, pipelines and products, as code.

  3. Run

    Observe, document, stay until it runs.

The method behind every case study

Case studies

Three systems told from the need to the result, and more below. Each one names the constraint, the decision and what it changed.

Slurm logo with the cluster and component diagrams, the stack and the key figures around it

Medical AI training · 2025 – 2026

An HPC platform researchers actually use

My first GPU platform, on Kubeflow, was barely used. I asked researchers why, moved to Slurm, and built a cluster that puts every GPU to work.

All GPUsshared through one queue, not only the fastest

2 more case studiesCollecting and analyzing 2 TB of logs a weekProduction-grade on a student budgetSee more case studies

More case studies

Also built

Smaller projects, school work and experiments. The code is on GitHub and GitLab.

Open to AI Platform, DevOps and Forward Deployed Engineer rolesLet’s build what runs next.contact@stevenoumi.com