Stop wrestling with Docker and Kubernetes—Coiled lets you scale your Python code to thousands of machines with a single decorator. It magically turns your local scripts into distributed jobs without any infrastructure headaches, so you can focus on pandas, NumPy, or PyTorch instead of YAML files.
Best part? It plays nice with Jupyter, VSCode or PyCharm, spins machines up only when you need them, and shuts them down when you’re done—no more idle cloud bills. Plus, your local environment (packages, creds, files) syncs automatically so there’s zero Docker drama.
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