A recent guide explains how to train a generative AI kick drum model locally on a low-end Linux machine with just 6GB of VRAM. The accompanying community discussion explores the broader landscape of AI audio synthesis, debating the merits of parameter-based tools like SynPlant against the challenges of accurately replicating the organic timbral nuances of physical instruments. Ultimately, readers weigh whether the future of generative audio lies in exact resynthesis or in creating highly tweakable, expressive sound design parameters.