Your question is Fine-Tuning vs In-Context Learning. 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).
Explain the tradeoffs between fine-tuning a model versus using in-context learning for a specific downstream task.