Put AI agents to work in software teams without compromising quality, architecture or accountability.
I help software teams make AI agents a reliable part of development, reviews, testing and architecture decisions.
Why AI Engineering?
Why
Technology excites me when it noticeably helps people. I am convinced that AI is one of the biggest opportunities of our time to create helpful solutions faster, better and more often.
How
I make AI useful where software is actually created — from the first clarification to verified implementation. In doing so, I work hands-on with the team and establish clear rules for quality, responsibility and traceability.
What
I help software and engineering teams integrate AI agents into their development work productively and in a controlled way.
When AI tools are already in use, but no reliable team workflow has emerged yet
Many developers already work with ChatGPT, Copilot, Claude, Cursor or similar tools. The real leverage starts when individual usage becomes a shared team workflow: with clear rules for quality, reviews, tests, architecture and responsibility.
For technical decision-makers
CTOs, technical founders, Heads of Engineering and Tech Leads who want to make AI agents useful without introducing unmanaged risks.
For software teams
Teams that already experiment with AI tools individually and want shared standards for tickets, code, tests, reviews and documentation.
For product teams
Teams with in-house development that want to prioritize concrete agentic development use cases and validate them on real work.
Services
Two clear entry points: first clarify where AI agents can help — then test them in a controlled way on real development work.
Agent Readiness Workshop
Create clarity before a team invests in agentic development.
- Analyze current AI and agent usage in the team
- Identify SDLC friction points and meaningful agent use cases
- Risk, governance and data-flow check
- Recommendation for a realistic pilot
Agentic Development Pilot
Test AI agents on real development work — not in a demo, but in the actual team context.
- Agentic workflows for tickets, architecture, code, tests or reviews
- Hands-on work with developers on real tasks
- Initial quality and review rules for AI-generated work
- Pilot report with scaling recommendations
Software Architecture as Foundation
AI agents only create sustainable value when architecture, quality and responsibility are handled well.
- Architecture assessments and modernization strategy
- Clean Code, testing, DDD and technical reviews
- Cloud-native systems, APIs and integration architectures
- Architecture and development engagements for teams that need to strengthen their technical foundation first
Approach
No tool hype and no black-box automation. I combine AI engineering with architecture, quality assurance and knowledge transfer.
1. Clarify
Assess use cases, risks, data flows and pilot readiness
2. Test
Integrate AI agents into real development work in a controlled way
3. Embed
Build sustainable workflows, review rules and team standards
Projects
Selected references from over 20 years of software architecture and team leadership
Alfresco Practice Build-up & Leadership
Built and led the Alfresco Practice (open-source document management) at a leading IT service provider. Team of 10+ developers, 15+ enterprise projects delivered.
Cloud-native Transformation in Healthcare
Migration of a legacy desktop application (Delphi) to a scalable cloud infrastructure with microservices and event-driven architecture. Deployed across all company branches.
AI-assisted Code Audit
AI-assisted analysis of an existing codebase for security vulnerabilities, clean code principles and best practices — providing the client with a decision basis on project continuation.
About Me
With over 20 years of experience in software development and architecture, I stand for technical clarity, sustainable architecture and pragmatic AI engineering. I help teams not just try new tools, but integrate them into real work in a controlled way — with clear responsibility, strong quality and knowledge transfer instead of dependency.
Contact
Let's discuss whether an Agent Readiness Workshop or Pilot makes sense for your team.