Sort the Work: Training, Inference, or Handoff Risk

Sort each launch task into the phase where it belongs. Training-time work Inference-time work Handoff or monitoring risk Backfill historical labels training Evaluate on held-out cases Serve score fast enough inference Cache known scores daily Confirm live feature timing handoff Alert on data drift ML rollout phase sorting You separated model building from model serving and the risks between them. Ask whether the task teaches the model, serves a prediction, or checks that the two still match.

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