Stop wrestling with Kubernetes! Scale your Python code with a single decorator or line

Coiled is a Python-first cloud compute platform that lets you go from your laptop to thousands of machines without touching Docker or cluster configs. Keep using pandas, NumPy, scikit-learn, PyTorch and your favorite IDE (Jupyter, VSCode, PyCharm), and watch your code scale with almost zero changes.

It only spins up machines when your job runs and tears them down when it finishes—so you pay only for what you use. Plus, it automatically syncs your local packages, credentials and files to the cloud, ditching those env.yml and Docker-build headaches forever.

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