Your question is Conditional Gaussian Derivation. 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).
Derive the conditional Gaussian formula using an optimization framework or direct algebraic manipulation.