WilliamLabs

I build the tooling that connects AI to data that already exists.

I am William. I am finishing an MSc in machine learning and statistics, and in between I build things and put them online. MCP servers, a national transit map, a plotter that draws with a pen, a study platform. Everything below is mine, and most of it is still running.

  • MCP servers
  • Knowledge graphs
  • RAG
  • Real-time pipelines
  • TypeScript
  • Python

Work

9 projects

About

Most of my work sits between a model and the systems it needs to reach. Knowledge graphs, retrieval, APIs, and above all MCP servers. The model is rarely the hard part. The hard part is the schema, the auth, the rate limit, and the decision about which operations a model should be allowed to call at all.

I am finishing an MSc in machine learning and statistics at Uppsala University in June 2027. Before that, a BSc in information systems, and three years of engineering studies at KTH before I moved from product design into systems and data.

Contact

hi@williamlabs.dev

Open to conversations about AI infrastructure, MCP tooling and data engineering.