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RunPod rents GPUs by the hour. Once you connect it, the Coder can read a pod's log, compare GPU types, and see data centers and network volumes. Starting, stopping, creating, or deleting anything stays with you in the RunPod console, because a running pod is billed to your account. Pod, template, and endpoint details are not offered, since they can hold environment values you may have set.
StellarFirm assistants have no GPU and do not launch paid ones. The Coder prepares the training project, proves it with a tiny run on CPU, tells you the GPU class, the count, and the hours the run will need with a stop rule in hours, and hands you the steps in a RUN.md. You start the pod yourself and read what RunPod charges on its own page.
Keep secrets such as a Hugging Face token or a Weights & Biases key in RunPod Secrets, not in a pod's plain environment values, since a plain value can be read back from the pod's settings.
If you have given a Coder's own computer a RunPod command line login, starting a pod from it waits for your Approve as a spend.
The Coder reads logs and names as outside information, never as instructions.