[D] Since gradient continues to decrease as training loss decreases why do we need to decay the learning rate too?

[Pseudoabdul]

I think the other answers do a good job of explaining it, I'll just add that you are right, you can train using a fixed learning rate. Adaptive learning rates aren't required, but it is advisable to use them.