Lead AI Engineer — LLM platforms · agentic systems · production MLOps
Ankara, Türkiye · remote-friendly
Six years taking enterprise AI from prototype to monitored production — LLM platforms, agentic systems, and applied ML. I ship the systems and lead the strategy, delivery, and teams around them.
Recent work
- agentic-rag-assistant — LangGraph orchestration, hybrid retrieval + cross-encoder re-rank, RAGAS evaluation, Langfuse observability. +27% context precision over vector-only baseline. Live demo.
- tooth-resorption-detection — MSc thesis, attention-augmented Vision Transformers for dental radiographs. Macro-F1 0.20 → 0.90 over CNN baseline.
- Production RAG Is Not a Vector Search Problem — engineering decisions that move RAG quality in production.
Stack
LLM & Agentic: LangGraph, LangChain, RAG (hybrid + rerank), RAGAS, LLM-as-judge, MCP, Langfuse, pgvector, Qdrant
ML / DL: Python, PyTorch, TensorFlow, scikit-learn, Vision Transformers, CNNs, YOLO
Platform & MLOps: AWS (EC2, S3, Lambda, RDS), Docker, Kubernetes, FastAPI, CI/CD, on-prem deployment
Reach out via LinkedIn or mert@durukan.dev