AI and Systems Engineering
Berlin, Germany
Today I build AI and intelligent systems that measure, analyse and control real systems.
Agentic AI that ships to production: LLM agents orchestrated over MCP, retrieval across company knowledge, and multi-model pipelines that turn raw data into reports, documents and decisions.
Applied Human-in-the-loop by design: grounded outputs with a source for every claim, full audit trails and approval gates before anything goes live.
Full-stack IoT from silicon to cloud: custom ESP32 sensor hardware and firmware, MQTT telemetry, time-series pipelines and real-time dashboards across web, iOS and Android.
Applied In occupied buildings, around the clock: continuous indoor-climate telemetry, built to close the loop from measurement to control.
Cloud-native, multi-tenant platforms engineered to scale: Django and PostgreSQL back ends, React front ends and edge deployments on Cloudflare Workers.
Applied Always-on production systems: built for 24/7 operation, many organisations on one platform, shipped through preview-first CI/CD.
Systems architecture from first principles: requirements, interfaces and trade-offs translated into specifications that engineering and manufacturing can build on.
Applied From concept to the field: buildings, sensor devices and digital platforms taken from first sketch to real-world deployment.
Models, calculations and design in multidisciplinary engineering teams
System architect owning platforms end to end, from hardware to cloud
Cross-functional teams and technical projects in industry
Founder and managing director, securing funding for new ventures
I began as an engineer in multidisciplinary teams, grew into lead engineering and system architecture, completed a doctorate in research, and today build and lead technical projects.
Alongside technical projects in industry, I build my own ventures, which are in active development. Two of them:
Sensor device and platform for healthier, more energy-efficient buildings, running in two pilot buildings.
Evidence-based evaluation of healthcare buildings, built from my doctoral research.
Through my doctoral research at TU Dresden, Germany and the University of Cambridge, UK, I have published in leading international journals and conference proceedings. One example:
Building and Environment, 2025
Most organisations use AI; few get measurable value from it. Five implementation choices make the difference, and the right answer depends on context.
Read article →IoT has long produced more data than organisations could use. Large language models act on the layer that blocked value: meaning.
Read article →Writing code has become faster. The bottleneck has moved to specification, review, testing, security and accountability.
Read article →AI speeds up documents, checks and design options. The engineer’s role shifts from producing to specifying, verifying and deciding.
Read article →All on AI systems →All on IoT systems →All on Software solutions →All on Engineering and design →
Two ways we can work together. Either way, the first step is a conversation.
You have a system to develop or improve? I work with companies and teams on projects in four areas:
I am involved in technology ventures built on AI and IoT for buildings, healthcare and energy, such as Nebatic and Fact & Feeling. If you are looking for investment opportunities in these fields, we could talk about them.