Your question is Custom Time-Series Cross-Validation. 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).
How would you implement a custom cross-validation strategy for time-series data?