Research Catalogue

This exposition reflects on how machine learning can be integrated with algorithmic composition and live coding to expand digital music creation. The research examines how ML-driven sound analysis, training data, and interactive models reshape compositional workflows. By viewing machine learning as an interpretative and generative process rather than a mere tool, this project challenges conventional boundaries between data gathering, system design, and artistic practice. The discussion is framed through experimental approaches that merge sound synthesis, live coding, and model training, questioning how algorithmic systems can act as both agents of composition and reflective mirrors of musical intention. Through the interplay of structured data, generative models, and exploratory workflows, the study situates machine learning within a broader conversation about creativity, computation, and the evolving role of the composer-programmer.

Anatomy of Loss: An exposition

Building-Sound Compositions in (half-)public places: Starting from Graz, six vacant buildings in different European cities were researched as aural architectures and understood and experienced as an integral part of building-sound compositions. Techniques and strategies ​​were developed how sound art can react systematically to site-specific architectual conditions or how these environmental acoustic characteristics can become part of a previously non-existent composition.

As Long as the Sun lasts was published in 2025 in form of artist book in collaboration with Chippendale Studio. It is a research about comets' behaviour and their capacity of switching on and off in relation to their proximity to the Sun, transforming themselves from cold asteroids into luminous objects with their comas and tails. So I started looking for comets in my daily reality, investigating a connection between me and them, building a narrative on several temporal and physical levels. I began by observing comets as cold, rocky objects until their transformation into luminous bodies, recreating them with objects from my everyday life, trying to identify with them during their journey towards the Sun.

Occupying a space whilst being one ourselves. The materiality of the body coming in a state of symbiosis with the places it chooses to position itself and the objects it chooses to surround itself with. Deconstruct and reconstruct. Remove parts of yourself, shed skin, cut your hair, change your weight, add others, change. The transfiguration of one’s materic flesh, in the progressive becoming one with the environment that surrounds it. The research begins from the consideration of the body taken as material, as a space, a meeting point between exteriority and interiority. The body that shares its own materiality with the places it finds itself in; they influence eachother.

This research explores the dialogue between the individual and natural phenomena through an artistic process that focuses on flow as a dynamic and generative element. The interaction between water, pigment and support-usually 50% or 100% cotton fibre paper-is configured as a field of visual investigation in which chance and physical forces play a decisive role. The work begins with the use of watercolour, the movement of which is influenced by both natural and industrial elements, such as stones or artificial structures, which alter the liquid's path and colour distribution. A fundamental aspect of the research is the investigation of the relationship between the flow of water and atmospheric events. The direct intervention of rain, wind and humidity introduces unpredictable variables that transform the painting process into an open and constantly evolving experience. The idea of flow is thus configured as an essential artistic element, capable of reflecting the changing nature of matter and time. From these experiments, the research extends to the study of gravity and its implications in the movement of pigment, drawing parallels with cosmological dynamics such as black holes and white holes. The action of the gravitational field and the tension between attraction and expulsion become visual metaphors that find expression in the creative process. In order to structure and document this investigation, notebooks, notes and parallel experiments are used, which are fundamental tools for outlining a method capable of reconciling individual technique with the randomness of external factors. The aim is to find a balance between control and unpredictability, developing a visual language that restores the interaction between artistic gesture and natural forces. In parallel, the project involves experimenting with materials other than paper, such as textiles, membranes and other porous or water-repellent surfaces. The introduction of these elements broadens the possibilities of interaction between water, pigment and support, generating new visual and tactile effects that amplify the dialogue between matter and physical phenomena. Set in an international context of artistic and scientific exploration, this research proposes an interdisciplinary reflection on the relationship between art, nature and physics, redefining the role of the artist as interpreter of the forces that govern our universe.