Coach a PM Who Thinks Training Equals Deployment
Coach a stakeholder to distinguish better training results from better inference performance.
Leo LE Product Manager 1 Reframe 2 Risk 3 Plan Stand-up Leo sees improved validation metrics and wants the new model deployed across all surfaces immediately. If the team equates offline lift with launch readiness, inference failures will be discovered by users instead of by design. Learning quality versus serving quality Training asks whether the model learned. Inference asks whether the workflow can actually use the prediction well. The cleanest coaching move is to separate offline evidence from production evidence. Open Leo says: The metric is better. That means the model is better. Why are we still discussing launch risk?…
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