Your question is Metrics for Alignment and Reliability. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
You are explaining model performance to a cross functional team after a recent evaluation review. The team wants to understand why looking at one metric alone can give the wrong picture, and how evaluation metrics help you judge whether a model is aligned with the intended task and reliable enough to use.
Discuss the importance of model evaluation metrics in ensuring alignment and reliability.