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+To create a cohesive setup on Debian 12 for music production, combining LMMS and Ardour with your hardware and preferred plugins, follow these steps:
+
+1. **LMMS for Beats and Synthesis**: Start with LMMS for creating beats, using its built-in drum machines and samples. Integrate Surge XT, Helm, and Dexed for advanced synthesis.
+
+2. **Ardour for Recording and Editing**: Use Ardour for recording vocals and instruments via the Focusrite Scarlett 2i2 and editing your tracks. Enhance recordings with TAL-NoiseMaker and utilize plugins like TDR Nova and Limiter №6 for mixing and mastering.
+
+3. **Spleeter for Vocal Manipulation**: Use Spleeter for extracting vocals from tracks, enriching your projects with unique samples.
+
+4. **Valhalla SuperMassive for Effects**: Apply Valhalla SuperMassive for expansive reverb and delay effects.
+
+5. **Hardware Integration**: Ensure your Shure SM58-LC, Novation Launchkey Mini MK3, PreSonus ATOM, and Focusrite Scarlett 2i2 are properly configured with JACK for seamless audio and MIDI routing.
+
+This approach leverages the strengths of both DAWs and integrates high-quality instruments and effects plugins, maximizing the potential of your hardware setup for a productive music production workflow.
+
+---
+
 Focusing on quality while also prioritizing free and open-source instruments and plugins for your music production setup is entirely feasible, with several high-quality options available that can greatly enhance your workflow. Here’s a guide to integrating these tools into your Linux-based music production environment:
 
 ### Synthesizers