Regarding Diffusion for Audio

I was going through the ‘Diffusion for Audio’ course Diffusion for Audio - Hugging Face Diffusion Course

However, I don’t see why we even need a diffusion model here in the first place (Flowchart summarizes basic signal processing methods for audio)

Any advice?