The behaviour of a system is a direct reflection of its underlying structure. Attempts to optimise outcomes without addressing the structures that produce them merely reinforce the conditions that created the problem in the first place.
I work at the level of the structure.
Over more than two decades, this has included large-scale VFX production pipelines, a bootstrapped hardware/software venture, enterprise-scale data and platform development at Bertelsmann, and critical infrastructure projects operating under KRITIS regulation.
A recurring challenge existed across all of them: Complexity eventually exceeds the architecture designed to manage it. When this happens, organisations experience symptoms such as fragmented information flows, unclear ownership, coordination failures, governance friction, scaling limitations and loss of strategic controls. The central question arises: What structure is producing this behaviou and what must change at the level of the structure?
Transformation is not an act of fixing the parts but the redesign of the systemic parameters.
Socio-technical systems at scale / Bertelsmann Marketing Services
Responsible for a portfolio of four interdependent transformation initiatives spanning SaaS platforms, industrial data pipelines, XR technologies and enterprise architecture.
Designed the architectural foundations for the consolidation of three previously independent production environments into a unified platform strategy. Technical architecture, governance structures and organisational design evolved as a single system rather than separate concerns.
Regulatory constraints
as design / BITel
Led data consolidation initiatives within critical infrastructure environments characterised by fragmented ownership structures and regulatory constraints.
Rather than treating compliance as an external requirement, regulatory obligations were integrated directly into the architecture, governance model and operational design of the system itself.
Full-stack development under resource constraints / Counterculture
Founded and built a bootstrapped hardware/software venture that transferred methods originating in VFX production, computational geometry and digital product development into physical manufacturing.
The challenge extended beyond product development itself: it required the creation of an entirely new production ecosystem spanning materials science, precision manufacturing, supplier coordination, logistics and quality assurance under the resource constraints of a single founder.
Pipeline Architecture and High-Complexity Production Systems / Das Werk, people interactive, Ambient Entertainment and others
Designed, operated and evolved large-scale VFX and digital production environments where thousands of interdependent assets, workflows and technical dependencies had to remain coherent under constant change.
— These environments provided an early practical education in complex adaptive systems long before that language became common in management and technology discourse.