Experience depth
20+
Years across product, engineering, platform, cloud, AI, and enterprise delivery leadership.
Independent product work for teams that need scope, delivery, and operations to fit together.
End-to-end product development
available for selected engagementsFor enterprise and regulated teams where scope, platform, and compliance are pulling in different directions. I turn product decisions, execution, and live operations into one system that can launch cleanly and be owned internally.
Recent responsibility across Adobe, Aleph Alpha, and Senticor.
Experience depth
20+
Years across product, engineering, platform, cloud, AI, and enterprise delivery leadership.
Core domains
06
Product management, engineering management, compliance, CI/CD, operations, and implementation.
Accountability
01
One partner across shaping, building, releasing, and operational handover.
Engagement view
Products go live, but ownership and operations are still unclear.
Scope, platform, and compliance are pulling in different directions.
Teams ship features, but not a system you can rely on.
I take responsibility for the join between product, delivery, and live operations.
Operating model
My background sits across product management, engineering leadership, and hands-on delivery. Recent work spans sovereign AI, enterprise backend systems, release pipelines, cloud deployment, and operating models that have to survive procurement and production.
Before working independently, I held product and leadership roles across Adobe, Aleph Alpha, and Build.One. Today I step into work where product decisions, engineering execution, and operational ownership need to be pulled back together.
Services
Technical and product leadership on demand, embedded, onsite, or hybrid.
Details Operating modelEmpowered teams, better discovery, and delivery that is measured by outcomes, not just feature output.
Details Platform modernizationCI/CD, continuous delivery, and operating models that improve agility and cost control for real.
DetailsSelected background
Sovereign AI systems, product framing, RAG prototypes for German legal material, observability, evaluation pipelines, and secure cloud or self-hosted deployment.
Government-facing RAG product design, StackIT deployment, engineering collaboration, API strategy, and regulated workflow design.
ML platform infrastructure, model lifecycle tooling, multi-cloud strategy, shift-left security, developer experience, and cost engineering.
Typical scopes
Typical stack areas: product planning, Python, TypeScript, FastAPI, Kubernetes, Terraform, tracing, evaluation workflows, and platform architecture.
Enterprise expectations
Clear scope, grounded priorities, and product decisions that reflect both user value and implementation cost.
Engineering management, compliance-aware execution, and release systems that stand up to scrutiny.
Documentation, observability, run-ready systems, and a handover the internal team can actually inherit.
Contact
Helpful inputs are the product brief, team context, timeframe, and what still needs to work after go-live.
This website is aimed at professional contacts. Legal, privacy, terms, and vendor facts are available in the footer.