Based in Germany · Building in the open

I build automation systems,
AI tools, and niche
data platforms.

From local AI agent orchestration to 3D printing tools and maritime SEO platforms, I turn messy processes into repeatable systems.

6
Featured projects
3
Product categories
10+
Automations built
50k+
Monthly visitors
Things to optimize

About

I keep finding the same pattern: complex things become simple when you build the right system around them.

My work spans AI agent orchestration, niche data platforms, 3D printing tools, and publishing automation. Different domains, same spine: taking something that requires manual effort and making it repeatable, measurable, and scalable.

I'm not a generalist who dabbles. I go deep on problems where automation creates compounding value — where the tenth run is ten times faster than the first.

Based in Germany, I build most of my tools in the open and care about systems that outlast their creator.

Stack & Domains

AI Agent Systems
Laravel / PHP / Python
3D Printing & Hardware
Maritime Data & SEO
Publishing & Workflow
DevOps & Infrastructure
Node.js / TypeScript
WordPress

Selected Work

Systems, tools, and niche platforms.

A selection of systems, tools, and niche platforms I've built across AI workflows, structured data, publishing, and web products.

AI Systems & Automation
🔍
OpenClaw Docs Brain
Hybrid document search combining FTS, embeddings, and vector search for AI-assisted retrieval.
Built to make large documentation collections searchable through both exact matching and semantic retrieval. Combines traditional full-text search with embedding-based search to help AI systems and humans find relevant information faster.
Can build applied AI infrastructure with practical, real-world use.
🧠
Codebase Brain
Codebase indexing and navigation tool designed as a digital twin for complex projects.
A plugin for indexing and navigating source code in a more structured way, making complex repositories easier to understand and traverse. Designed to support AI-assisted development by turning large codebases into something explorable instead of opaque.
Thinks in systems, tooling, and long-term developer ergonomics.
Niche Data Products
Sailing Yachts
Searchable sailing yacht database with specs, filters, and structured browsing.
A domain-focused data experience for browsing sailing yachts through organized specifications and filters. Built around information architecture and searchability to make a niche category easier to explore and compare.
Can design specialized data platforms for vertical markets.
Publishing & Workflow Tools
🔧
WordPress AI Sanitizer
WordPress utility for cleaning AI-generated formatting artifacts before publication.
A focused publishing utility that removes unwanted special characters and formatting noise from AI-generated content before it reaches production. Small in scope, but highly practical for real publishing workflows.
Solves annoying workflow friction with useful, targeted tools.

My work sits at the intersection of automation, structured information, and practical digital products.

Work With Me

What I do for clients and collaborators.

I take on projects where my systems-first approach and technical depth can create leverage.

🤖
AI Workflow Automation
Design and build local AI agent pipelines that automate repetitive knowledge work. From research automation to content generation to data processing.
🔧
Custom Tooling
Bespoke internal tools and dashboards for small teams. When off-the-shelf doesn't fit, I build exactly what the workflow needs.
📊
Niche Data Products
Structured data platforms in underserved verticals. Data modeling, aggregation pipelines, SEO architecture, and monetization strategy.
🚀
Technical Prototyping
Rapid prototyping from concept to working system. I go from "I have an idea" to "here's the working version" fast, with production-quality code.
🏗️
Infrastructure & DevOps
Self-hosted infrastructure design, deployment automation, and monitoring. For teams that want to own their stack instead of renting it.
🎨
Creative-Technical Consulting
Where creative projects meet technical implementation. Publishing workflows, multimedia systems, and the tools that bridge craft and code.

Contact

Discuss a project.

Especially interested in automation, data products, and problems where a systems approach changes the game.

Or just say hello — I read everything.