The thing that pushed me deeper into AI music was not the novelty of generated sound. It was the feeling that most tools either hid too much of the process or made you work too hard to get from a rough idea to something with momentum. HeartMuLa started as an attempt to bridge that gap, and ClawJamz became the interface layer that made the system feel usable.
Working on music tools has forced a different standard than building a typical AI dashboard. Latency matters differently, previews need to feel immediate, and "good enough" outputs are not actually good enough if you cannot steer them toward a consistent taste. That is why so much of the work now is about iteration loops, not just raw generation quality.
I still think the most interesting future for this space is hybrid. Let the models handle exploration, variation, and mechanical repetition, then build interfaces that help a person keep authorship over taste, selection, and final shape. That is the line I am trying to hold as the tooling gets more capable.