AI-driven design
Shaping the problem, desired outcome, data, interactions, and boundaries before choosing models or tools.
AI-driven systems · smooth operations
I build and operate practical AI-driven platforms and solutions.
I’m Sergii, a technology professional in the Munich Metropolitan Area. My work spans AI-driven design, architecture, and development, event-driven services, and Kubernetes platforms—connected around concrete problems and reliable day-to-day operation.
Working philosophy
Concrete problem. Clear design. Smooth operation.
From an idea to a system that runs well.
I work across the full path: shaping a use case, designing the architecture, building the software, and preparing it for reliable operation.
The scope changes with the problem. Sometimes the focus is AI integration; sometimes it is the surrounding services, platform, or delivery flow. The goal stays practical: a solution that fits its context and can evolve without unnecessary complexity.
On the workbench
AI-driven systems, end to end.
AI-driven architecture
Connecting models, data, services, workflows, and operational concerns into one coherent system.
AI-driven development
Building the software, integrations, and runtime paths that turn a sound design into a useful solution.
Event-driven services
Message-based and serverless components that connect business processes without unnecessary coupling.
Kubernetes platforms
Container platforms for running services consistently across environments, with room to grow and evolve.
Smooth operations
Delivery automation, observability, sensible failure behavior, and measured improvement in daily operation.
Open channel
Have a platform or solution to shape?
I’m glad to discuss AI-driven systems, architecture, development, event-driven services, Kubernetes platforms, and the operational work that connects them.
srgwolk@gmail.com