AI engineer and grad student working on refusal mechanics and safety in llm through interpretability and SCL a new way of doing market research.

experience

2025 –

AI Engineer · Synthetic Consumer Lab

Engineering lead responsible for the full product stack: backend, frontend, AI systems, and statistical methodology.

+ detail− detail
  • Architected the platform on a Laravel, Python/FastAPI, and Redis stack
  • Built agentic systems and solutions for market research, synthetic consumer persona systems grounded in real demographic and behavioral data
  • agnus, the agent of the market research
2025 –

Teaching Assistant · Sabancı University

Teaching assistant for the Quantum Programming course, guiding students through quantum computing concepts, circuit design, and practical implementations using quantum programming frameworks.

2024 – 2025

AI Engineer / Data Scientist · SoundBoost

Designed and deployed deep learning models for audio source separation, classification, and acoustic event detection.

+ detail− detail
  • End-to-end AI pipelines with Django backends for model serving and JavaScript for real-time inference
  • Led development of AI agents for complex audio processing workflows
  • Created free tools on SoundBoost like Loudness Penalty, LUFS meter, etc.
2023

AI Engineer Intern · Live The World

Engineered content generation pipelines using llms and web scraping.

+ detail− detail
  • Enhanced web scraping capabilities and developed Python solutions for AI-driven applications
2022 – 2023

Data Analytics & Process Mining Intern · Allianz TR

Automated Excel reporting workflows using Python and SQL. Built dynamic dashboards for operational visibility and optimized business processes using Celonis process mining.

2020 – 2022

Research Assistant · Boğaziçi University

Worked on feature engineering and transformer-based architectures for seismic data analysis and earthquake detection.

+ detail− detail
  • Contributed to published research (arXiv:2407.18402)
2021 – 2022

Teaching Assistant · Boğaziçi University

Led QA sessions for Numerical Methods, teaching practical applications of NumPy, SciPy, and Matplotlib through hands-on problem solving.

education

2025 –

M.Sc. in Data Science · Sabancı University

Thesis research on mechanistic interpretability of large language models, studying how refusal and related concepts are represented geometrically in a model’s internal activations. Coursework in advanced deep learning and statistical analysis.

2023 – 2024

Graduate Studies in Computer Science · University of Padua

Completed the first year of the M.Sc. program. Advanced coursework in artificial intelligence and deep learning, building strong theoretical foundations in deep learning architectures and algorithmic problem-solving.

2018 – 2023

B.Sc. in Physics · Boğaziçi University

was part of the EarthML research group, Science Club

projects

TÜBİTAK 2209-A

Developed a high-precision earthquake detection model through interesting feature engineering methods.

Earth-ML

Enhanced time series classification using advanced modeling techniques for geophysical data.

Kaggle ML Challenge

8th place in Türkiye İş Bankası ML Challenge 5 through effective feature engineering.

Datathon AI

3rd place in computer vision competition.

NLP News Summarization

Comparative evaluation of BART and T5 architectures for summarization tasks.

"Burası" Art Exhibition

Merged seismic data with artistic representation, fusing science and art.

skills

programmingPython, SQL, JavaScript, TypeScript
ml / dlPyTorch, XGBoost, CatBoost
ai / llmLLM APIs (OpenAI, OpenRouter), LangChain, LangGraph, Transformers
interpretabilityTransformerLens, nnsight, activation/ablation analysis
backendFastAPI, Laravel, Django, Celery, Redis
scientificNumPy, SciPy, Matplotlib, Pandas
hpcSlurm, multi-GPU / distributed training
toolsGit, Docker, Linux

certifications

Quantum Computing (Bronze) · QTurkey
Excellence in Audio · Hugging Face
Process Mining · Celonis Academy
Building RAG Agents · NVIDIA DLI

languages

Turkish (native) · English (fluent)