> Personal AI research assistant. Full 5-layer stack, local-first > (Ollama + Qdrant), production-RAG patterns. E2E live (2026-05-03). > > **Turkish-language by design** — the assistant answers in Turkish, ships > with Turkish drift detection and a Turkish UI. The repo's English > documentation is the *discovery surface*; the *product surface* speaks