Agentic RAG Advisor for Health & Culture Tourism
RAG assistant with intent classification, hybrid retrieval, retrieval grading and re-query.
- Python
- LangGraph
- vLLM
- Qdrant
- 5 more
Osman Furkan Küçük
Role
AI Engineer
I take intelligent systems from research to a running product — and I’m open about the AI tools that help me build them.
Explore ↓- Education
- M.Sc. Computer Engineering (final year) · Fırat University · İzmir
- Interests
- Agentic systems
- Language models
- Time-series models
About
I’m an AI engineer at Panates and a final-year M.Sc. student in Computer Engineering at Fırat University. I build end-to-end LLM systems — agentic RAG assistants, natural-language-to-SQL agents, and fine-tuned models served on self-hosted infrastructure — and I’ve written and defended national and EU R&D proposals along the way. My thesis looks at small language models collaborating on edge devices for privacy-preserving medical diagnosis.
- Now
- AI Engineer · Panates Technology Investment JSC · since Jul 2025
- Education
- M.Sc. Computer Engineering · Fırat University · Sep 2025 – present (2nd, final year) · GPA 3.75/4.00Thesis: “A Medical Diagnostic Approach with Edge Computing Using Multi-Agent Collaboration and Small Language Models”B.Sc. Computer Engineering · Fırat University · 2021 – 2025 · GPA 3.73/4.00
- Interests
- Agentic systems
- Language models
- Time-series models
- Working on now
- Multi-agent small language models on edge devices for medical diagnosis (M.Sc. thesis)as of September 2026
Experience
- AI Engineer · PanatesSelf-hosted LLM automation (vLLM, LangGraph, Qdrant, FastAPI) · MCP knowledge base · mentoring 3 interns · 2 TÜBİTAK 1501 proposals, 7+ referee-panel presentations · 2 Horizon Europe applicationsJul 2025 – present
- Engineering Intern · PanatesMultimodal offensive-content detection · time-series forecasting on healthcare data · fine-tuned anamnesis agentFeb – Jun 2025
- Engineering Intern · University of Tartu, Institute of Computer ScienceHybrid ML for Android malware classificationAug – Oct 2024
- Intern Researcher (2247-C) · TÜBİTAKDeep learning for automatic generation of quantum computing modelsMay – Nov 2023
Projects
Case studies from research question to running system. Each one reads complete on its own.
Regulation-Grounded OHS Assistant
Legislation-grounded Q&A with query expansion, multi-stage retrieval and reranking.
- vLLM (Qwen, Llama, Gemma)
- LangGraph
- Qdrant
- PostgreSQL
- 2 more
Turkish NL2SQL Analyst Agent
Metadata-first NL→SQL agent: plan, synthesise, validate and re-plan across SQL dialects.
- vLLM
- Oracle
- MSSQL
- schema graph
- 2 more
AI Lab
Small demos of my work will run here, on my own server. Until then, the case studies explain each system.
Coming soon
Read the case studies →Writing
Notes on research, evaluation and building with language models.
First posts are on the way.
Publications
- A Trustworthy RAG Approach for Healthcare and Health Tourism30th Int. Conf. on Information Technology (IT), IEEE · 2026DOI ↗
- Development of a Drone-Based Intelligent Analysis System for Environmental Pollution and Crowd Density Monitoring on University CampusesEngineering and Applied Science Letters · 2025DOI ↗
- Pharmaceutical Stock Forecasting in Healthcare Supply Chain Management: Comparative Analysis of Deep Learning ArchitecturesInt. J. of Research in Engineering · 2025DOI ↗
Contact
Questions about a project, a paper or a role — write to me.