Your question is Robustness and Overfitting in Models. 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).
Tell me how you ensure your models are robust and not overfitted to historical data.