> They're closely related
But not the same. In this case, the difference is material.
> It's the central bank which controls the interest rates, the reserve requirement and other stuff which affects it
Affects. But does not control. That's what makes it challenging.
To my memory, a soft landing from 5+ percent inflation has been achieved precisely once in modern monetary history. (And not for lack of trying.)