Coiled lets you scale your Python code from your laptop to thousands of machines with a single decorator or one-line tweak—no need to wrestle with Docker, Kubernetes, or any other infrastructure. You keep using your favorite tools (pandas, NumPy, scikit-learn, PyTorch) and IDEs (Jupyter, VSCode, PyCharm) exactly as you do today.
It automatically spins up clusters when your job starts, syncs your local packages, credentials, and files, then tears everything down when you’re done—so you only pay for the compute you actually use. A five-minute run across 100 machines could cost just a couple of dollars, with zero idle fees.
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