From problem to clear shape
I turn fuzzy ideas into tangible product logic: screens, data flows, roles, edge cases and the first version that can actually ship.
Product engineering, AI systems and clean infrastructure — from Vienna.
I’m Tim Witter, a Full‑Stack & AI Engineer. I combine product thinking with deep engineering: from clear interfaces and robust backends to AI agents that take over real work inside existing systems.
My style is direct, calm and execution-driven: understand first, structure clearly, then ship — without unnecessary enterprise heaviness.
“Software is not the goal by itself. Good systems feel calm: understandable, fast, useful — and ready for real users.”
I turn fuzzy ideas into tangible product logic: screens, data flows, roles, edge cases and the first version that can actually ship.
Clean architecture, good defaults, fast iterations. I like systems that can be understood, maintained and extended — not just beautiful demos.
Agents, chatbots and automations are not decoration. They need to fit real workflows, use data safely and save measurable time.
My path into software was not the traditional one. That is why I do not only think in tickets, but in outcomes: What does a client actually need? Which steps can be automated? Which interface makes a complex system feel simple? Over the last years I went deep into web, mobile, .NET, TypeScript, Linux, NixOS, Rust and AI-assisted development workflows.
Web apps · Dashboards · Portals · Admin tools · MVPs
Agents · RAG · Chatbots · Tool calling · Workflow automation
TypeScript · React · Angular · Vue · Astro · Next.js
.NET · Node · Python · APIs · Auth · Data models
Docker · Linux · NixOS · CI/CD · Observability
Rust · CLI tools · Automation · Local-first workflows
You want to start a modern web app or internal tool properly.
You have processes that could become much faster with AI/agents.
You need someone who thinks product, code and infrastructure together.
You do not want overhead — you want clear communication and visible progress.
Send me a short note about what you want to build, automate or improve. I’ll reply with a clear first assessment.
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