Diffusion is differentiable. LLMs aren't.

So why is the diffusion community copying RL methods (GRPO etc.) from LLMs?

The native post-training for diffusion is gradient descent such as ReFL and LeapAlign. Paper: http://arxiv.org/abs/2604.15311