Stop wrestling with Docker and Kubernetes—Coiled lets you scale your Python code to thousands of machines with just one extra line or decorator. It feels like running locally, but under the hood, you get instant cloud clusters, automatic environment syncing (packages, files, credentials), and zero infrastructure headaches.
Keep using pandas, NumPy, scikit-learn, PyTorch and your favorite IDE; pay only for the compute you actually use (clusters spin up at job start and shut down on completion). In a 5-minute run on 100 machines, you might spend just a couple of dollars—effortlessly.
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