About Furkan
I build production-ready AI systems that ship fast and scale. Using LangChain, LlamaIndex, and Ollama for on-device/model orchestration, plus Python and n8n for automation, I design end-to-end LLM workflows—from data pipelines and RAG to smart assistants and API services—deployed on Google Cloud (Cloud Run, Vertex AI, GCS). My edge is rapid prototyping with clean handoff to robust, monitored deployments. Typical deliverables: AI integration, retrieval pipelines, agentic workflows, low-code automations, and GCP-backed APIs.
English
Native or bilingual
Turkish
Native or bilingual
Can work on-site
Berlin (up to 50km)
Experience
- S4E (Security for Everyone)AI Product EngineerJune 2025 - Today (1 year)Tallinn, Estonia• Developed a production-ready chatbot interface that allows users to interact with the S4E security platform's features (e.g., scan triggering, asset lookup, vulnerability lookup) through natural language commands, leveraging LangChain-based RAG pipelines with Qdrant and Supabase as the vector store and deployed via FastAPI.• Designed and fine-tuned LLM-based alert generation & interpretation modules, improving detection accuracy by around 8% through iterative prompt engineering and model selection.• Built and productionized ML-based detectors such as Login Page Detector and File Upload Detector.• Developed multiple n8n-based automation workflows, including a pipeline that automatically validates pentest reports by cross-referencing LLM-generated summaries against scanner outputs.
- KHAS Research Center on Cybersecurity and Critical Infrastructure ProtectionAI/Cybersecurity ResearcherOctober 2022 - May 2025 (2 years and 7 months)İstanbul, Türkiye• Led and contributed to research applying AI/ML techniques (NLP, Computer Vision, Transformers).• Engineered automated data pipelines for processing large-scale datasets for ML model training.• Created the MTLP-Dataset (100K+ samples) designed for machine learning research.• Translated research findings into practical AI/ML systems and publications.• Authored and co-authored peer-reviewed papers and a book chapter focusing on applied AI/ML.
- Kadir Has UniversityTeachingAssistantSeptember 2024 - January 2025 (4 months)İstanbul, Türkiye• Assisted in delivering university-level courses on Data Intelligence and Statistical Analysis, covering key topics such as data preprocessing, data visualization, hypothesis testing, and linear models.
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Education
- Master of Science inAppliedSRH Berlin University of Applied Sciences2024Master of Science inApplied
- Bachelor of ScienceKadir Has University2024Bachelor of Science