Robohub.org
 

‘Earworm melodies with strange aspects’ – what happens when AI makes music


by
12 January 2018



share this:

A new AI machine creates new music from songs it’s fed, mimicking their style. Image credit – FlowMachines


by Kevin Casey

The first full-length mainstream music album co-written with the help of artificial intelligence (AI) was released on 12 January and experts believe that the science behind it could lead to a whole new style of music composition.

Popular music has always been fertile ground for technological innovation. From the electric guitar to the studio desk, laptops and the wah-wah pedal, music has the ability to absorb new inventions with ease.

Now, the release of Hello World, the first entire studio album co-created by artists and AI could mark a watershed in music composition.

Stemming from the FlowMachines project, funded by the EU’s European Research Council, the album is the fruits of the labour of 15 artists, music producer Benoit Carré, aka Skygge, and creative software designed by computer scientist and AI expert François Pachet.

Already Belgian pop sensation Stromae and chart-topping Canadian chanteuse Kiesza have been making waves with the single Hello Shadow.

The single Hello Shadow, featuring Stromae and Kiesza, is taken from the AI-co-written album, Hello World. Video credit – SKYGGE MUSIC

The software works by using neural networks – artificial intelligence systems that learn from experience by forming connections over time, thereby mimicking the biological networks of people’s brains. Pachet describes its basic job as ‘to infer the style of a corpus (of music) and generate new things’.

A musician firstly provides ‘inspiration’ to the software by exposing it to a collection of songs. Once the system understands the style required it outputs a new composition.

‘The system … analyses the music in terms of beats, melody and harmony,’ said Pachet, ‘And then outputs an original piece of music based on that style.’

Creative workflow

The design challenge with this software was to make it adapt to the creative workflow of musicians without becoming a nuisance.

‘The core (problem) was how to do that so that (it) takes into account user constraints. Why? Because if you compose music, actually you never do something from scratch from A to Z,’ said Pachet.

He outlines a typical scenario where the AI software generates something and only parts of it are useful but the musician wants to keep it in, drop the rest and generate new sounds using the previous partial output. It’s a complex requirement, in other words.

‘Basically, the main contribution of the project was to find ways to do that, to do that well and to do that fast,’ said Pachet. ‘It was really an algorithmic problem.’ As creative workers driven by intuition, musicians need direct results to maintain their momentum. A clunky tool with ambivalent results would not last long in a creative workflow.

Pachet is satisfied that his technical goal is completed and that the AI will generate music ‘quickly and under user constraints’.

After years of development and refinement, the AI music tool now fits on a laptop, such as to be found in any recording studio, anywhere. In the hands of music producer Carré, the application became the creative tool that built Hello World.

Computer scientist and AI expert Francois Pachet created a system that co-writes music. Image credit – Kevin Casey/ Horizon

Collaboration

As a record producer, Carré collaborated closely with the artists in the studio to write and produce songs. So, as the resident musical expert, can Carré say if this is a new form of music?

‘It’s not a new form of music,’ he said, ‘It’s a new way to create music.’

Carré said he believes the software could lead to a new era in composition. ‘Every time there is a new tool there is a new kind of compositional style. For this project we can see that there is a new kind of melody that was created.’ He describes this as ‘earworm melodies with strange aspects’.

He also says that the process is a real collaboration between human and machine. The system creates original compositions that are then layered into songs in various forms, whether as a beat, a melody or an orchestration. During the process, artists such as Stromae are actively involved in making decisions about what and how to include the muscial fragments the AI provides.

‘You can recognise all the artists because they have made choices that are their identity, I think,’ said Carré.

Pachet concurs. ‘You know in English you say every Lennon needs a McCartney – so that’s the kind of stuff we are aiming at. We are not aiming at autonomous creation. I don’t believe that’s interesting, I don’t believe it’s possible actually, because we have no clue how to give a computer a sense of agency, a sense that something is going somewhere, (that) it has some meaning, a soul, if you want.’

The album’s title Hello World reflects the expression commonly used the very first time someone runs a new computer program or starts a website as proof that is working. Carré believes that Hello World is just the first step and the software signals the start of a whole new way of composing.

‘Maybe not next year, but in five years there will be a new set of tools that helps creators to make music,’ said Carré.


More info

FlowMachines

Max Order web comic




Horizon Magazine brings you the latest news and features about thought-provoking science and innovative research projects funded by the EU.
Horizon Magazine brings you the latest news and features about thought-provoking science and innovative research projects funded by the EU.


Subscribe to Robohub newsletter on substack



Related posts :

Robot Talk Episode 148 – Ethical robot behaviour, with Alan Winfield

  13 Mar 2026
In the latest episode of the Robot Talk podcast, Claire chatted to Alan Winfield from the University of the West of England about developing new standards for ethics and transparency in robotics.

Coding for underwater robotics

  12 Mar 2026
Lincoln Laboratory intern Ivy Mahncke developed and tested algorithms to help human divers and robots navigate underwater.

Restoring surgeons’ sense of touch with robotic fingertips

  10 Mar 2026
Researchers are developing robotic “fingertips” that could give surgeons back their sense of touch during minimally invasive and robotic operations.

Robot Talk Episode 147 – Miniature living robots, with Maria Guix

  06 Mar 2026
In the latest episode of the Robot Talk podcast, Claire chatted to Maria Guix from the University of Barcelona about combining electronics and biology to create biohybrid robots with emergent properties.

Developing an optical tactile sensor for tracking head motion during radiotherapy: an interview with Bhoomika Gandhi

  05 Mar 2026
Bhoomika Gandhi discusses her work on an optical sensor for medical robotics applications.

Humanoid home robots are on the market – but do we really want them?

  03 Mar 2026
Last year, Norwegian-US tech company 1X announced “the world’s first consumer-ready humanoid robot designed to transform life at home”.

Robot Talk Episode 146 – Embodied AI on the ISS, with Jamie Palmer

  27 Feb 2026
In the latest episode of the Robot Talk podcast, Claire chatted to Jamie Palmer from Icarus Robotics about building a robotic labour force to perform routine and risky tasks in orbit.

I developed an app that uses drone footage to track plastic litter on beaches

  26 Feb 2026
Plastic pollution is one of those problems everyone can see, yet few know how to tackle it effectively.



Robohub is supported by:


Subscribe to Robohub newsletter on substack




 















©2026.02 - Association for the Understanding of Artificial Intelligence