Why do AI generators output 16kHz MP3s with artifacts?
Many AI-generated tracks sound capped and artifacted because the training data is often lossy MP3. Models learn 16kHz limits and compression artifacts from that data, and MP3 upscaling restores toward a full 20kHz spectrum while reducing learned artifacts.