My Projects

Other · A rail infrastructure engineering firm · 2026

Rail catenary pole placement automation

Weeks to seconds · Engineering time

Weeks of expert engineering work, reduced to seconds.

Healthcare · Decoto International

D-Risk - MedTech Marketplace with AI Company Profiling

3-sided · Marketplace model

A three-sided marketplace linking medtech startups with investors and specialist freelancers - matched through AI document profiling.

Technology · Ottronic E-Systems (TUM 1000+ Project Week)

Integrated LoRa Sensor Monitoring & Analytics System

1 week · From nothing to a working system

Turning raw LoRa telemetry from tree-mounted sensors into live dashboards that answer watering and growth questions - built in one week.

Other · A certified accountant

Revenue Administration MCP Server

An assistant that reads Turkish tax legislation from its official source at the moment you ask and answers with the article behind it - a system a certified acc

Technology · Fraunhofer IKS, Munich

Reliability of LLMs in Safety-Critical Requirements Engineering

A controlled experiment measuring what an ungrounded, off-the-shelf chatbot contributes to safety-critical engineering.

Technology · Fraunhofer IKS, Munich

DSGENAI - AI Safety Requirements Engineering Platform

Stabilising and modernising an AI-driven safety-requirements platform - Flask to Streamlit, GPT-5.1, and critical data-leak fixes.

Technology · Independent project

Retrieval-Augmented Generation (RAG) Documentation Assistant

A RAG assistant that turns stacks of PDFs into a searchable knowledge base where every answer traces back to the source document.

Technology · Technical University of Munich

LLM Prompt Optimization for Legal-Clause Classification

Comparative research that lifted F1 from 0.62 to 0.76 on Terms-of-Service clause classification through automatic prompt optimisation alone - without retraining

Technology · Siemens

Smart Contract Analysis with NLP

An NLP system learns from Siemens' legal team's past contract revisions, flags the same clauses in a new contract, and proposes the edit that was made before.

Other · Scoutium

Football Player Potential Prediction Model

A classification model predicting whether a player will be marked "highlighted" from 39 scout attribute scores - ROC-AUC 0.86 under 10-fold cross-validation.

Other · Scoutium

Football Player Ranking System

A scoring engine that ranks players not by total score, but by how many attributes they exceed the statistical average for their own position.

Other · Scoutium

Football Player Position Recommender System

A recommender that compares a player's attribute profile against the profiles of other positions and finds players could be more valuable in a different role.

Other · Turkish Airlines

Automated Connecting-Flight Optimization

A tool that recalculates every connection possible through the hub - day by day, with passenger volumes - when a single flight's time is shifted.

Other · Turkish Airlines

Flight Passenger-Count Prediction

A demand model predicting booked passengers on one-stop routes from a flight's own characteristics, selected by comparing eleven regression models.

Technology · Istanbul Bilgi University

Turkish Image-Captioning Benchmark on MS COCO 2014

A human-verified Turkish caption dataset covering all of MS COCO, plus five models trained on it - a new reference point for Turkish image captioning.

Finance & Fintech · CFA Poland (hackathon)

ESG Diversity & Sentiment Solution - CFA Poland Hackathon

2nd / 44 · Teams

An ESG prototype scoring gender diversity and news sentiment - 2nd place among 44 teams from 28 universities.

Other · Boğaziçi University IT Club (hackathon)

Automated ESG Scoring System - HackBogazici

2nd / 14 · Teams

An automated ESG scoring engine built from four scraped data sources - 2nd place among 14 hackathon teams.