We will present the latest creative tools developed by the RepMus team (ACIDS project), enabling real-time audio synthesis as well as music generation and production and synthesizer control, all in open-source code, as well as Max4Live and VST devices. This presentation will focus on a deeper rhetorical question about the place of noise in AI, both as an end but also as a means.