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@rt05

I build air-gapped GenAI systems for aerospace quality engineering at scale.

Turkey
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I build and run a self-hosted, air-gapped LLM platform at Roketsan that 200 quality engineers use daily for FMEAs, inspection plans, V&V traceability matrices, document control, and code compliance checks.

I designed the platform end to end around open-weight models served with vLLM, using quantization, batching, scheduling, schema validation, access control, and usage tracking to support multiple applications on one on-prem GPU server.

My work combines GenAI with applied ML for aerospace hardware: weld-defect and rocket-motor void detection from X-ray imagery, anomaly detection on rocket-motor test data, and supplier delivery and quality-risk prediction. I also led avionics design quality assurance for Türkiye’s Satellite Launch Vehicle Program, which directly shaped the quality-engineering tools I build today.

Outside proprietary aerospace work, I publish GenAI, RAG, and ML projects on GitHub and earned Kaggle Notebooks Master tier with one gold and two bronze competition medals. I also built fmeatool.ai, an agentic LLM application that generates AIAG & VDA-compliant FMEAs from technical documents with Excel export.

Experience

Work history, roles, and key accomplishments

Roketsan logoRO
Current

Machine Learning / AI Engineer

Roketsan

Feb 2022 - Present (4 years 7 months)

Founded and lead the AI/ML function in the Quality Directorate, building an air-gapped LLM platform used by 200 users. Developed computer vision and anomaly detection models for aerospace hardware and supplier risk prediction.

Education

Degrees, certifications, and relevant coursework

AWS logoAW

AWS

AWS Certified Machine Learning Specialty, Machine Learning

2023 - 2023

AWS Certified Machine Learning Specialty certification obtained in 2023.

Middle East Technical University logoMU

Middle East Technical University

Master of Science, Engineering Management

MSc in Engineering Management from Middle East Technical University, completed in 2022.

Middle East Technical University logoMU

Middle East Technical University

Bachelor of Science, Electrical & Electronics Engineering

BSc in Electrical & Electronics Engineering from Middle East Technical University, completed in 2013.

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