I help small businesses bring AI into real workflows: find useful applications, build tools and bring teams along. From the first idea through to reliable operations.
Use AI where it takes real work off people’s hands: from choosing the right use case to building tools your team understands and can rely on.
Set up and look after servers, networks, containers and access, so your systems simply work.
Check your security posture and harden systems, without panic and without paper mountains.
Set up CI/CD pipelines, AI workflows and operations so your team understands the process and can maintain it independently.
Architecture, code quality and AI in everyday development: work through your project together and make decisions you can explain. For developers, technical leads and small teams who want to build cleaner and argue decisions better.
For technical freelancers whose business side lags behind their craft. Positioning, pricing and acquisition, without the sales theatre.
Hands-on workshops for teams and individuals, on site or remote, with material that gets used afterwards. AI in everyday work, Git, Docker, CI/CD, Linux administration, network and firewall, monitoring, identity and access management, Proxmox.
Home technology that helps instead of annoys: set up cleanly, explained clearly, ready to use. For private households. Many topics can be handled remotely, on site only when it really makes sense.
AI implementation, software development and IT operations
For over 13 years I have connected software, IT operations and the workflows of the people who use them. AI agents are now part of my daily development work: they take on focused tasks, results are reviewed independently and people retain approval. This is how I build tools that take real work off people's hands. I support the whole journey: understand the process, start small, check results, bring employees along and keep the solution reliable.
A few sentences are enough. I will reply with an honest take on whether and how I can help.
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