Hi, I’m Mürüvvet Beyza Demirkubuz
Senior AI Specialist@Matriks
I lead an AI engineering team building LLM-powered products for financial technology: chatbots, MCP servers and semantic search.
- LLMs
- RAG
- Multi-agent
- MCP
- .NET
01 // ~/beyza/about.md
About me
I’m a Senior AI Specialist at Matriks Financial Technologies, where I lead a five-person AI engineering team. We design and ship production AI tools for internal teams and clients: an LLM chatbot platform with RAG and multi-agent orchestration, a published MCP server, vector-database document search and Semantic Router query classification.
I started on the engineering side of fintech, building .NET/WPF desktop apps for real-time market data, React web apps and crypto backends with REST APIs, MSSQL and RabbitMQ. I hold a B.Sc. in Computer Engineering from Marmara University and I’m now pursuing an M.Sc. in Data Science for Economics and Health at the University of Milan.
Outside of code, I’m an award-winning author. Writing taught me to explain complex things simply, a skill I bring to every codebase and every team.
// things I work withexport const stack = { aiAndLLM: ["LLM integration", "RAG", "Multi-agent systems", "MCP", "Vector DBs", "Semantic Router", "Prompt engineering"], languagesAndFrameworks: ["C#", "Python", "React", ".NET", "WPF"], infraAndTools: ["Docker", "Vercel", "MSSQL", "PL/SQL", "RabbitMQ", "REST APIs", "Git"], spokenLanguages: ["Turkish", "English", "French", "Italian"],} as const;02 // ~/beyza/experience.log
Experience
Senior AI Specialist @ Matriks Financial Technologies
- Lead and manage a five-person AI engineering team, overseeing the design, development and delivery of internal and client-facing AI tools and automation systems.
- Built a production LLM chatbot platform with prompt engineering, RAG and multi-agent orchestration.
- Built and published an MCP server that lets AI agents use real-world data sources as tools.
- Implemented vector-database document search for semantic similarity across large knowledge bases, and used Semantic Router to classify queries for intent detection and model selection.
- Developed React web apps with design and product teams, and set up Docker-based deployment pipelines.
- Previously built .NET/WPF desktop apps for real-time market data, and crypto backends with REST APIs, MSSQL and RabbitMQ.
IT Intern @ Doğuş Yayın Grubu
- Resolved software and hardware issues for end users; assisted with network operations, system backups and virtual machine testing.
- Managed users in Active Directory, including password resets, account unlocks and access control.
Business Analyst Intern @ Sigorta7
- Coordinated cross-functional development of the Sigorta7 website, keeping technical work aligned with business requirements.
- Tested and documented web service errors and followed them through to resolution.
Data Science Intern @ IFS Türkiye
- Developed SQL-based solutions with IFS Developer Studio and PL/SQL, including table design and data associations.
03 // ~/beyza/projects/
Projects
- nlp-chatbot/
NLP Chatbot
A chatbot that understands user questions with natural language processing and replies with meaningful answers.
Source (GitHub) - moodlist/
Moodlist
Recommends music based on your mood, using AI to build a playlist that fits how you feel.
Source (GitHub) - order-data-analysis/
Order Data Analysis
Mines order data with the Apriori algorithm to discover association rules that power product recommendations.
Source (GitHub) - restaurant-management-system/
Restaurant Management System
A desktop app covering order tracking, inventory, customer records and financial reports for restaurants.
Source (GitHub) - budget-tracking/
Budget Tracking
Personal budget tracker with income and expense tracking, category-based spending analysis and reports.
Source (GitHub) - restaurant-order-website/
Restaurant Order Website
Online ordering with a React frontend and a Flask API: browse the menu, place orders and pay.
Source (GitHub) - boolmaca/
Boolmaca
Interactive logic puzzles that teach Boolean logic in a playful way.
Source (GitHub) - ne-yesem/
What Should I Eat?
Suggests meals and recipes based on the ingredients you have, or picks something at random.
Source (GitHub)
04 // ~/beyza/education.yml
Education & research
2026 — Presentin progress
University of Milan
M.Sc. Data Science for Economics and Health
- # Università degli Studi di Milano · Milan
2019 — 2024
Marmara University
B.Sc. Computer Engineering
- # GPA: 3.35 / 4.00
- # Graduation project: Improving Customer Experience with Intelligent Order Management and Data Mining Techniques in Restaurant Businesses
-Research & competitions:
2018 — 2019
TEKNOFEST
Finalist in the “Technology for Humanity” and “Unmanned Underwater Vehicle” categories, as the team’s software developer.
2023
TÜBİTAK 2209 Research Grant
Research project selected and funded under TÜBİTAK’s 2209 undergraduate research support program.
05 // ~/beyza/beyond.md
Beyond code
Things I make when I’m not writing software.
Author
Wattys 2022 winnerWriting novels since 2020. My book Zer0 was one of the winners of Wattpad’s Wattys 2022. I now publish my stories on my own blog.
Read on fromdearmagnolia.comYouTube
Travel vlogsI document my travels in Türkiye and abroad, filming and editing vlogs for my channel.
Watch on YouTube
06 // ~/beyza/contact.sh
Let’s build something.
Open to new opportunities, collaborations and a good conversation about software. The fastest way to reach me is email.