Mehmet · Hamburg

I build AI agents that do real work. Then I write about it.

I'm an engineer. For a few years I've built agents that do real work. The last ones quietly ran the company I started. This is where I write about it. What held up. What broke. What I'd build differently.

Selected writing

All posts →

Why we replaced RAG with an LLM-native wiki

For a year our agents retrieved. Then we let them reason over a curated knowledge base instead — and most of our reliability problems quietly disappeared.

RAG

Running a company as a fleet of stateful agents

Domain-based AI roles instead of Scrum. How Temporal coordinates long-lived agents across billing, operations and support — and what that does to an org chart.

Multi-Agent

Opus, Sonnet or Haiku: a cost & latency model

A practical framework for model selection under real rate limits, latency budgets and unit economics — from someone who pays the bill.

Models & Research