Switch an Existing OpenAI App to a Platform Endpoint
Goal: switch an application that calls the OpenAI API over to a platform model endpoint without changing the application architecture — only two configuration values change.
Deploy a Private LLM Endpoint with Auto Scaling
Goal: deploy a model as a dedicated endpoint and configure auto scaling so the service adds and removes replicas with load, scaling down to zero off-peak to save cost.
Run a Batch Job on a Pod and Retrieve the Results
Goal: rent a GPU Pod to run a one-off batch job (such as batch inference or data processing), write the results to a volume, download them from the File Browser, and finally clean up the resources to stop billing.