I take AI systems from prototype to field deployment — sensor fusion, edge inference, simulation-driven validation. 23 years shipping production systems across IoT, RF intelligence, and autonomous platforms. Two patents. Based in Berlin.
CNN-based RF classification, autonomous agents, and simulation-driven testing and product development.
Bayesian detection frameworks, ML classifiers for noisy sensor data, and decision-making under operational uncertainty.
Built a proprietary drone simulation platform that replaced 95% of physical flight testing, later commercialized as a $200K add-on product. [Case Study]
Led a €2M+ IoT network from PoC to multi-territory deployment. Managed a 10-person cross-functional team with mission-critical reliability requirements.
Architected high-throughput systems handling €50M+ annual volume and 1M+ daily transactions, with integrated anomaly detection.
Field performance is the only honest metric. I prototype before I PowerPoint. I design for the failure modes nobody wants to discuss. Process theater is someone else's job—I build things that work under stress, then hand them off running.
Cellular network security, RF signal analysis, secure communications infrastructure.
Built drone simulation and synthetic data platform for AI training. Commercialized simulation tech, learned hard lessons about product-market fit. [Lessons learned]
Airborne platforms, simulation systems, and cyber-intelligence products.
High-throughput transaction systems, fraud detection, and regulatory compliance.[System evolution]