Coiled is like the magic wand for Python data pros—no more wrestling with Docker or Kubernetes. Just sprinkle in one decorator (or line) and watch your local code jump onto hundreds or even thousands of cloud machines in a snap.
Best part? You keep using pandas, NumPy, scikit-learn, PyTorch, Jupyter or VSCode exactly as you do now, and you only pay for the minutes your jobs actually run (a 5-minute, 100-machine job can cost just a couple bucks). Oh, and your local packages, credentials and files auto-sync—no more environment headaches.
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