JobDistributor
Distributed ML & HPC

Turn every spare machine
into your compute cluster

Stop waiting on a single GPU. Drop your jobs into one queue and let your whole fleet chew through them — laptop, desktop, Raspberry Pi, VPS, or a full CPU / GPU cluster, all at once.

How it fits together

Job queue EXPERIMENT job #42 running job #43 queued job #44 queued + 128 more queued workers pull jobs ⇄ return results Laptop Desktop Raspberry Pi VPS CPU cluster GPU cluster job result
1

Spin up an experiment

Sign up, name your experiment, and get a dedicated server and live dashboard in seconds — zero infrastructure to manage.

2

Plug in any machine

Run jd-worker on whatever hardware you have lying around — it auto-registers and starts pulling jobs instantly.

3

Watch it scale

Follow every job live, grab your checkpoints, and add more workers any time you want results faster.