T1/2, our sound installation piece will feature within ‘𝐵𝑒𝑡𝑤𝑒𝑒𝑛 𝐹𝑖𝑟𝑒𝑠: 𝐼𝑟𝑟𝑎𝑑𝑖𝑎𝑡𝑒𝑑 𝐼𝑚𝑎𝑔𝑖𝑛𝑎𝑡𝑖𝑜𝑛𝑠 𝑎𝑛𝑑 𝐴𝑛𝑡𝑖-𝑁𝑢𝑐𝑙𝑒𝑎𝑟 𝑆𝑜𝑙𝑖𝑑𝑎𝑟𝑖𝑡𝑖𝑒𝑠’ exhibition at Framer Framed gallery in Amsterdam this spring, as part of the Sonic Acts Biennial 2026.
Curated by writer and researcher Fabienne Rachmadiev, the exhibition traces intertwined histories of nuclear infrastructures, colonialism and resistance, beginning in the Northern Kazakh steppe around Semey, where Soviet nuclear testing (1948-1991) caused lasting contamination of land, water and life. Behind the geopolitical, financial and militarised structures of the atom lie lifeworlds shaped by uranium mining, weapons testing and nuclear waste. Radiation’s invisibility – compounded by obscured nuclear infrastructures – produces a double erasure that complicates solidarity between affected communities.
The Nevada-Semey anti-nuclear movement countered this erasure by uniting communities in Kazakhstan and the US, contributing to the end of Soviet nuclear testing in 1989. In a powerful gesture, hundreds walked between two pillars of fire – an ancient purification ritual harnessed to repair radiation’s damage to the steppe.
The exhibition renews this transnational legacy through poetic, visual and sonic practices. Works by buulbuul, Demian DinéYazhi’, Inas Halabi, Äsel Kadyrkhanova, Dilyara Kaipova, Almagul Menlibayeva, Kamila Narysheva & Vicky Clarke, Roger Peet, and Emilija Škarnulytė, alongside research contributions by Kamila Smagulova and IISG, trace the spatial and temporal dimensions of nuclear colonialism across geographies.
Last December 2025 I was interviewed for the Sound On Sound podcast. I had a wonderful chat with Caro C about my practice covering machine learning and musique concrete, DIY spatial audio and my electronics and composition practice.
Exhibition Open: Friday 24th (10-5pm) & Saturday 25th & Sunday 26th (11-3.30pm) – No tickets required, showings run every half hour.
ABOUT THE EXHIBITION
We’re surrounded by invisible technological systems where machine learning and covert algorithms shape our everyday lives.
These systems can feel abstract and mythical in their invisible influence. But they impact our world in very real ways.
At the heart of these systems is latent space, a data dimension in a state of flux, where material becomes data, past meets future, and new machine languages emerge.
How do we imagine these spaces? What if you could step inside an environment like this? What do they sound like? And what might they evoke in you?
Latent Spaces is a sound installation that invites the audience to step inside the Aura Machine – an imaginary computational model combining spatial audio, sculpture and digital objects.
Once inside the machine’s latent space, the audience can experience a materiality in flow, where sonic echoes of past technological eras emerge, morph and fall apart.
Occupying a heritage textile building, the work layers a virtual, imaginary space over a real, physical space of industry. In doing so, it makes a connection between computational and industrial spaces as sites of constant flux. Both are places where meanings ‘become’, histories change and material holds memory.
WHAT TO EXPECT FROM THE EXPERIENCE
Inside the Aura Machine, an industrial soundscape unfolds: Manchester millscapes meet rhythmic cotton machinery from Quarry Bank Mill, and the material sounds of electricity, glass and metal. These sounds – field recordings captured by the artist – make up the machine’s dataset, used to train an early lo-fi neural synthesis model called PRiSM SampleRNN, now itself a historical relic.
Audiences will be immersed in the emerging machine language through a sonic composition of mill sounds and industrial history, and visual symbols (the Aura Machine icons) in the form of metal sculpture, cotton drapes and moving images.
WHY NOW?
We’re living in the era of latent space, a time when invisible systems are remaking our world, changing our society and impacting the climate. As new technologies emerge at speed, we must invent symbols and evolve language to make sense of these systems to understand their potential.
Can we create our own myths and forge an alternative language? Latent Spaces sites our position in the current AI hype cycle, within a technological history of invention. Can we reclaim control and creatively reimagine these spaces more ethically and ecologically as slow, local and DIY?
ABOUT THE ARTIST
Vicky Clarke (aka SONAMB) is a sound and electronic media artist from Manchester, UK, whose work explores materiality, electrical phenomena and ritual. Latent Spaces is her first solo installation, and marks the third in a series of works exploring machine learning and musique concréte, Clarke’s research in this area began in 2019. through a British Council research trip to Russia and an artistic residency with NOVARS, University of Manchester in collaboration with PRiSM, Royal Northern College of Music. Here she developed methods of building custom datasets of her own recordings and explored what happens to the materiality of sound in neural networks to create ‘AURA MACHINE’, her live AV piece was recently released on LOL Editions label. This was followed by ‘NEURAL MATERIALS’, a Cyborg Soloist commission, from University of Holloway and UKRI, to develop a performance system for AI, sculpture and electronics. Latent Spaces draws on post industrial sounds from these projects including cotton mill machinery from Quarry Bank Mill where her father trained as an apprentice electrical engineer.
During her research, Clarke became interested in latent space, with its unknowable qualities and language of ‘hidden layers.’ Drawn to the idea of ‘statistical alchemy’, she was fascinated by the sound world of neural synthesis, and the visual representations of latent space in Machine Learning text books. She began to imagine what it might be like to step inside.
Notes on Technology Use
Clarke’s practice engages critically with emergent technologies, opening up systems through education and access, with an approach grounded in the lo-fi and DIY. Use of technology in the piece:
On Authorship – All content is original material created by the artist, no dataset scraping
On Training – Training took place locally (RNCM) in collaboration with Dr Christopher Melen
Open Source Models – The machine learning models used in the piece are
StyleGAN(2019) for visuals: trained locally on a custom Techno-Symbolic dataset
SampleRNN(2020) for sound: trained locally on a custom Post-Industrial dataset
SUPPORTERS
This work was made possible by Sound and Music’s In Motion programme. In Motion 2024 is supported by Arts Council England, Jerwood Foundation, Garrick Club Charitable Trust, PRS Foundation & Marchus Trust.
Sound and Music is a PRS Foundation Talent Development Network Partner supported by PPL UK.
With exhibition support from FutureEverything, as part of the Innovate UK-funded Cultural Accelerator programme.
I am thrilled to announce my selection for IN MOTION, the composer scheme from Sound and Music UK 2024-2025. This is a huge honour for me, and I am truly humbled to have been granted this opportunity among some inspirational composers. The programme will enable me to take a step back and think about my music making, and crucially develop my compositional skills and understanding of mixing and mastering in pro studio settings. There will be chance to work alongside music mentors and coaches to gain industry and personal knowledge – I can’t wait! Practically it will allow me some R&D time to think about how to translate the work I have been making in Sonic AI for the last few years into a new sound installation context. I look forward to learning new skills for spatial composition and reconsidering my work in this way, connecting with new partners and artistic collaborators – bring it on. Personally I love that this programme is about music and thats it, music is my life and the chance to really go within and focus on what this means is a true blessing. Thank you thank you, Love V x
I am currently undertaking R&D for ‘Neural Materials’ a new commission for Cyborg Soloists.
NEURAL MATERIALS explores the materiality of neural synthesis through a performance system for sound sculpture, electronics and machine learning. My research will explore potentials for gestural and expressive acoustic interactions with metal AI sculpture and neural synthesis. I’m working with Bela sensor technology from the Augmented Instruments Lab, building a ‘Pepper’ unit to integrate with modular electronics. I’ve been creating a post industrial musique concrete dataset of field recordings (cotton / water / noise)from Quarry Bank Mill machinery, Manchester Canals and City centre noise of Ancoats and Deansgate ‘square neighbourhoods. for ML training.
Quarry Bank Mill, cotton machinery
Cyborg Soloists is a UKRI-funded Future Leaders Fellowship project led by Director and Principal Investigator Dr Zubin Kanga. Hosted at Royal Holloway, University of London, it explores interdisciplinary interactions between music, the other arts and new digital technologies.
Follow my instagram for sounds, tech experiments and research progress.
My research will culminate in a live AV performance this September at Testcard.
I’m thrilled to be one of the artists in the Sound Obsessed Sonic Innovation Archive, in collaboration with Refraction Festival and New Art City. We are an international collective of artists, musicians, scientists and creative technologists, and this evolving archive celebrates the journey, milestones, and challenges of sonic innovation.
SLEEPSTATES.NET is showcased as part of this curated online space exhibiting AV works by artists working across generative, creative AI and mixed media. Exploring web3.0 with amazing sonic innovators, coders and scientists. Head over to https://www.soundobsessed.com/ to view works.
The exhibition is touring to the ‘worlds first art’ NFT Biennial in January and February 2023.
Special thanks to PortraitXO for inviting me to be involved ❤️💙❤️💙
On Friday 2nd December 2022, I was thrilled to feature on Afrodeutsche’s The People’s Party show on BBC 6 Music showcasing my debut album SLEEPSTATES and taking on the unmixable challenge (Foals & Daniel Avery.) The feature included a first radio play of album track, Sync Whole and a behind the scenes chat, big thanks to Afrodeutsche for giving my work this platform.
“The debut release from Manchester sound artist and Oram Award Winner Vicky Clarke (aka SONAMB) takes the listener through the dream states that are a product of our interaction with analogue, algorithmic and digital technologies. Drawing on random frequency snatches (‘Sleepstates’), disquieting textures (‘Sync Whole’) and skittering somnambulist pulses (‘Hypnabyte’), the album skirts around the edges of lucid dreams that characterise REM sleep- shaped, manipulated and interrupted by what Clarke describes as the noise of “machine addicition”. A stunning collection.” MJ
Delighted to have an article published for the PRiSM blog at RNCM. The piece charts my research and process so far exploring machine learning and musique concrete on my NOVARS residency, University of Manchester in collaboration with PRiSM. Leading up to my first experiment in neural synthesis AURA MACHINE which premiered online as part o f FutureMusic3 in June 2020 Read the article here
Very excited to premiere AURA MACHINE my first sound work using neural synthesis at Future Music 3, Royal Northern College of Music. Taking place online the event will showcase new works from artists in UNSUPERVISED our brand new machine learning for music group between NOVARS and PRiSM.