selma kocabıyık — AI engineer
AI Engineer based in the Netherlands. BSc AI from VU Amsterdam. RAG pipelines, multi-agent systems, production LLM apps. Currently building vibeapp.
Stop writing prompts. Start building agent loops. A Claude Code skill for self-running loops that keep going until a real, testable goal is met.
The gate is mechanical — a Stop hook that runs the actual test suite and costs zero tokens — so the agent can never approve its own half-finished work. Watch the koi: when it fails at VERIFY, it goes back to EXECUTE. That is the whole idea.
“The maker can’t be the judge.”
Retrieval is a geometry problem before it is a language problem. Real clusters, a query moving through them, and the six nearest neighbours lighting up as it passes.
This is what a retrieval bug looks like from the inside. When the wrong cluster lights up, no amount of prompt engineering downstream will save the answer.
An LLM agent reads new sources, integrates them into existing pages, updates the entity notes, flags its own contradictions and keeps the cross-references intact. I find the sources. It does the bookkeeping.
Hover a node — its neighbourhood lights up. That is a retrieval scope, not a decoration.