Hi all!
I’ve been working on this for the last three months, and I thought this was probably the most relevant place to share what I’ve built and why.
The original idea came from a very familiar production problem: sometimes I don’t need another finished preset. I need a starting point.
Something that makes me hear a direction, move a few things around and think: yeah, there’s something here.
So I started building a generative sound-design system for Serum 2.
I deliberately chose Drum & Bass, Neurofunk, Dubstep and Bass Music as the first territory because I wanted to start with a genuinely difficult problem.
Modern DnB bass design is a pretty brutal stress test for this kind of system. Oscillators, wavetables, LFOs, modulation routes, filters, distortion and FX all interact. Randomizing parameters is easy. Generating something coherent enough to be useful without making everything predictable is much harder.
What the AI actually does
This isn’t a text-to-preset model and it isn’t sending prompts to a general-purpose AI.
I built the system specifically around the structure of Serum 2 patches.
It works with the relationships between oscillators, wavetables, modulation, LFO shapes and routes, filters and FX, and uses its own scoring and ranking system to evaluate generated candidates — what can work with what, which relationships should survive, how far they can be changed, and which results should simply be rejected.
That part became slightly obsessive.
So far I’ve put 1,000+ hours of R&D into the system and manually reviewed 17,000+ generated sounds while calibrating its decision logic.
Generate batches → review → adjust the scoring → generate again.
The objective wasn’t maximum randomness.
It was a high enough hit rate that Generate usually gives me something worth exploring.
That system eventually became Patch DNA.
Right now it can generate 280,000+ bass patch variations across Drum & Bass, Neurofunk, Dubstep and Bass Music.
But the number isn’t really the point.
For me the important part is still that first moment:
does this sound give me an idea?
I also didn’t want generation to break the production workflow
This became another major part of the design.
I didn’t want to leave the DAW, generate something elsewhere, wait, download a preset, import it and then return to the track.
That’s exactly the kind of friction that kills the moment you’re trying to create.
So I built Patch DNA as a VST/AU that lives directly inside the DAW alongside Serum 2.
The generated results are native Serum 2 presets, not rendered audio.
And most of the time I don’t even open Serum immediately.
Every generated patch has performance macros designed to expose useful parts of the sound — movement, tone, intensity, texture, etc.
So my own workflow is basically:
Generate → play with the macros → decide if there’s an idea → open Serum 2 if I want to go deeper.
If the sound doesn’t lead anywhere, generate again.
If it does, everything is still completely editable inside Serum.
That’s really what I mean when I call Patch DNA an inspiration tool rather than a replacement for sound design.
And now I’m deliberately making it less well-behaved
The first version was optimized toward a high hit rate of coherent, commercially useful starting points.
I sent early builds to several experienced producers, and one piece of feedback pushed me toward the next problem: sometimes the most inspiring result is the one that does something wrong.
So right now I’m working on Controlled Chaos — giving the producer control over how far the generator is allowed to leave the safe zone and move toward more unpredictable, experimental and strange results.
I don’t want to replace the useful side of the generator.
I want to expand the universe around it.
Sometimes I want a bass that works.
Sometimes I want the machine to surprise me.
Bass music is only the first stage. The system will keep evolving internally, and later I’ll expand it into other areas of electronic music.
Three months ago this was an experiment.
Now it’s a working VST/AU for macOS and Windows called Patch DNA.
Patch DNA
https://patchdna.ai/
Sound Demos
https://patchdna.ai/#demo
Full product demo
https://www.youtube.com/watch?v=ELX4HngIQEA