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SYSTEM ARCHITECTURE // AI ENGINEERING

From the first byte to artificial intelligence.

For more than a quarter century, I've been where technology reinvents itself. When the first Flash websites brought the internet to life, I built experiences. When the first iPhone changed the world, I built the apps for it.

Today, in the era of generative AI, I help companies create real value beyond the hype. From scalable RAG architecture to strategic CAIO advisory, I build systems that go into production — and stay there.

Agentic WorkflowsScalable RAGLLM Fine-TuningModel ServingVector DatabasesAzure & GCPSelf-Hosted LLMsPython ArchitectureSystem Design
CHAPTER_01

Methodology & Expertise

01

AI Engineering

I don't build toys. Production-ready LLM applications with deterministic architectures and automated evaluation — agentic workflows that actually get work done. Including the system around it: frontend, backend, integrations.

02

AI Infrastructure

The right environment for your data: Azure or GCP where cloud is the right answer — self-hosted LLMs where data can't leave the building. Vector search and model serving that holds up in production.

03

Strategic Advisory

AI is a leadership task. As a fractional CAIO I work with leadership and tech teams: what's worth doing, what isn't, and how it lands in the team — with a roadmap that fits the company.

ADVISORY_MODE: ON
CHAPTER_02

The
Chronicle.

A path through four waves of technology. From early mobile ecosystems to the orchestration of autonomous agents.

2022 — TODAY

AI Engineering & Fractional CAIO

Agentic workflows and generative AI systems in production — custom RAG systems, LLM infrastructure, and strategic advisory, currently as Chief AI Orchestrator at Justify (UK). The chapter opened in 2022 with founding Multiplye: AI-driven carbon accounting.

2013 — 2022

Product & Tech Leadership

As CTO of foresee GmbH, scaled mobile-first platforms and built interdisciplinary engineering teams. Apps and platforms for Continental, Hamburger Sparkasse, and Wilkhahn, among others.

2010 — 2013

Mobile Platforms Architect

Early adoption of iOS and Android for complex enterprise applications. Multitouch and AR projects for Telekom and T-Mobile UK — awarded the Deutscher Multimedia Award (bronze). Best of Show at IBM Connect 2013.

2000 — 2008

Early System Engineering

The beginning of professional software engineering: complex web infrastructure and exploratory work with interactive media.

CHAPTER_03

Now.

What I'm working on right now — systems in production, not showcases.

Chief AI Orchestrator

Justify · UK AI startup

SINCE FEB 2026

AI Knowledge Assistant

DW Systembau · construction industry

IN PRODUCTION · ONGOING

Full-Stack & iOS

S-Markt & Mehrwert (Sparkassen-Finanzgruppe) · sonamedic

SINCE 2020
CONTACT

Ready for the
next chapter?

Whether it is a technical evaluation, strategic advisory, or an AI prototype, let's talk about how to make technology work for you: honestly, precisely, and with an eye on what lasts.