Stop Fighting with Kubernetes! Scale Python with Coiled

Coiled is a lightweight, serverless Python compute platform that lets you scale your code from one machine to thousands without ever touching Docker or Kubernetes—just slap on a decorator or a single line change and watch it run on hundreds of cloud nodes. You pay only for what you use (no idle costs), so a 5-minute job on 100 machines could cost just a couple of dollars.

It plays perfectly with your favorite tools—pandas, numpy, scikit-learn, PyTorch—and your IDE of choice (Jupyter, VSCode, PyCharm). Plus, it automatically syncs your local packages, credentials, and files to the cloud, saving you from Docker builds and environment.yml nightmares.

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