We're building the runners
we wish we had.
machine.dev simplifies and accelerates machine learning and GPU-intensive workflows for GitHub Actions. Built by engineers who got tired of waiting on ubuntu-latest.
Our mission.
The mission: make GPU and ML workflows on GitHub Actions fast, cheap, and forgettable.
We do the GPU plumbing so you don't. No AMI maintenance. No spot interruption scripts. No GitHub token rotation. Change runs-on and the runner works.
Founders.
Founded by Leonard O'Sullivan and Lyndon Swan. We've spent the better part of a decade shipping ML systems and infra. We were tired of watching teams waste hours on GPU CI plumbing.
GitHub Actions has no first-party GPU runners. So we built a managed service that drops in with one runs-on change. CUDA, drivers, Container Toolkit — all there. You get real hardware without the ops.
On-demand
GPU runners.
machine.dev plugs into your existing GitHub Actions workflows. Per-minute billing, no idle costs, and runners big enough for the job — from 2 vCPU CPU to 8× RTX 6000 GPU.
Cost efficiency
Automatically optimised GPU usage for up to 85% cost reduction versus GitHub-hosted runners.
Zero infrastructure
Fully automated, secure, and ephemeral GPU environments. No maintenance burden, no AMI babysitting.
Effortless integration
A single-line update to your workflow configuration is all it takes. Drop-in replacement for ubuntu-latest.
Multi-region runners
Automatic selection of GPU capacity across six AWS regions. If one region is dry, the next push lands somewhere else.
Built for
builders.
machine.dev is designed for developers, DevOps engineers, data scientists, ML practitioners, and any team that relies on GPU-intensive workflows.
From startups and research institutions to enterprise organisations across biotech, automotive, gaming, media, and entertainment — machine.dev meets diverse GPU computing needs efficiently and effortlessly.
The future.
GPU runners on GitHub Actions should be cheap, fast, and uneventful. That's it. No platform play, no breathless rhetoric.
We make money when your CI bills go down. We're betting most teams would rather change one runs-on line than build their own runner stack.
Help shape the
next generation.
Sign up, run a job, tell us what's missing. $10 free compute on signup. No card.