AI systems, automation and AWS. Pragmatic, direct, and focused on delivery.

I am Tim Rutte. More than 20 years in software development. Today I build business-critical systems on AWS.
What drives me: systems I touch should end up better than I found them. More stable. More maintainable. More scalable. Not because it looks good, but because bad systems carry a real cost.
I have worked my way into legacy codebases nobody wanted to open, stabilized systems that were breaking under load, and replaced manual workflows with services that have run untouched ever since. Today the infrastructure behind production AI systems has been added to that: MCP servers and LLM integrations that hold under real load. What I work on concretely is on the services pages, and what came out of it is in the case studies.
I start by understanding how a system actually works, not how it is documented. What is genuinely broken? What runs better than it looks? Only once that is clear do we decide together what has to be built, and in which order.
I take responsibility for the system, not just for my part of it. Problems nobody wants to hear about get raised anyway. Decisions that are wrong get questioned. In the end I stand behind what was built.
I use spec-driven development with agentic AI tools daily. Requirements get defined precisely before code gets written. That reduces misunderstandings, makes changes plannable, and keeps quality steady even when delivery moves fast.
Honesty. If an approach does not work, I say so, even when it is uncomfortable. If a project needs more time than planned, I raise it early. A client who knows the truth can decide. A client who gets softened feedback cannot.
Quality. Not because I am slow, but because badly written code always comes back. As technical debt, as a production outage, as a developer who resigns because they no longer want to touch the system. I build things I can still stand behind in two years.
Being myself. I work the way I am, not the way I think a contractor is supposed to be. I say what I think, bring my actual opinion, and stand by it. Anyone looking for someone who always nods is in the wrong place. Anyone looking for someone who thinks along, raises problems and takes responsibility is in the right one.