I'm a resourceful and security-aware Machine Learning & MLOps Engineer with strong full-stack foundations and a hacker mindset. I'm passionate about building scalable AI systems, automating workflows with LLM agents, and deploying production-ready NLP pipelines using modern MLOps tooling. I enjoy navigating complex Linux environments, architecting containerized services, and leveraging DevSecOps principles. As a self-driven learner, I have a deep interest in cybersecurity, offensive tooling, and privacy-respecting technologies. In my free time, I love solving CTF challenges on platforms like HackTheBox and TryHackMe. I am equally comfortable writing Python for LLM orchestration, managing infrastructure with Docker & CI/CD, or diving into React / Next.js for product-facing applications.

Lajkó Levente

I'm a resourceful and security-aware Machine Learning & MLOps Engineer with strong full-stack foundations and a hacker mindset. I'm passionate about building scalable AI systems, automating workflows with LLM agents, and deploying production-ready NLP pipelines using modern MLOps tooling. I enjoy navigating complex Linux environments, architecting containerized services, and leveraging DevSecOps principles. As a self-driven learner, I have a deep interest in cybersecurity, offensive tooling, and privacy-respecting technologies. In my free time, I love solving CTF challenges on platforms like HackTheBox and TryHackMe. I am equally comfortable writing Python for LLM orchestration, managing infrastructure with Docker & CI/CD, or diving into React / Next.js for product-facing applications.

Available to hire

I’m a resourceful and security-aware Machine Learning & MLOps Engineer with strong full-stack foundations and a hacker mindset. I’m passionate about building scalable AI systems, automating workflows with LLM agents, and deploying production-ready NLP pipelines using modern MLOps tooling. I enjoy navigating complex Linux environments, architecting containerized services, and leveraging DevSecOps principles.

As a self-driven learner, I have a deep interest in cybersecurity, offensive tooling, and privacy-respecting technologies. In my free time, I love solving CTF challenges on platforms like HackTheBox and TryHackMe. I am equally comfortable writing Python for LLM orchestration, managing infrastructure with Docker & CI/CD, or diving into React / Next.js for product-facing applications.

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Experience Level

Expert
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Intermediate
Intermediate
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Language

English
Advanced

Work Experience

Machine Learning Engineer at Kibit Solutions
January 1, 2025 - Present
Built and deployed RAG-based AI agents for internal HR automation and created custom neural networks for finance automation. Developed document parsing pipelines with LLM-based chunking, embedding models, and vector search across more than 10,000 CVs and financial records. Required to learn and use technologies such as NumPy, Gemini LLM/Ollama, Python, FastAPI - Uvicorn, Google Cloud, RAG Engine, Embedding Models, Vector Search, PDF/Docx Parsing, Prompt Engineering, NLP, Pandas, FuzzyWuzzy, Fine-Tuning, PyTorch, Scikit-learn, Docker, Scipy, Github Actions, React, and JavaScript/TypeScript.
Web Developer at Harmony Design
January 31, 2025 - July 21, 2025
Assessed customer needs and designed and developed websites (full-stack) using NextJs, Docker, Linux (Debian, RHEL, SUSE, Arch), CMS, MERN-stack, SQL, MongoDB, PostgreSQL, NodeJs, ReactJs. Maintained web services, hosting, and configured apache/nginx servers.
Machine Learning Engineer at Kibit Solutions
January 1, 2024 - Present
Built and deployed production-grade RAG-based AI agents to automate HR workflows including CV parsing and candidate ranking, and fine-tuned custom neural networks for financial document processing, improving data retrieval speed by approximately 90%. Developed scalable vector-based retrieval pipelines using LLM chunking, sentence embeddings, and custom token windowing strategies, enabling semantic search across over 10,000 CVs and financial documents. Designed LLM inference backends with FastAPI + Uvicorn, containerized via Docker and deployed using GitHub Actions CI/CD on GCP. Leveraged Gemini LLM, Ollama, LangChain, FAISS, HuggingFace Transformers, and OpenAI API for hybrid semantic and keyword search workflows. Improved retrieval accuracy by 35% through fine-tuning and prompt engineering. Automated end-to-end document processing for multiple document types with NER and custom entity linking. Contributed to MLOps tasks, container orchestration, experiment tracking, reproducible pipel
Web Developer at Harmony Design
January 31, 2024 - July 26, 2025
Led full-stack web development projects for websites and webshops targeting B2B and internal business tooling, utilizing MERN stack, Next.js, Docker, and PostgreSQL. Delivered responsive web applications improving customer user experience and operational efficiency. Integrated backend APIs and databases with PostgreSQL, MongoDB, and Node.js, containerized using Docker Compose. Managed web service hosting and deployment pipelines including Nginx and Apache on Debian, SUSE, and RHEL production Linux servers. Developed internal CMS systems with real-time data pipelines and admin dashboards. Built custom CMS plugins, REST APIs, and optimized performance by reducing load times by 40%. Gained hands-on experience with DevOps practices, CI/CD automation, and secure deployment workflows.

Education

BSc at University Of Óbuda
January 1, 2019 - December 31, 2023
Software Developer and Tester at Szegedi SZC Vasvári Pál Gazdasági és Informatikai Technikum
January 1, 2015 - December 31, 2019
BSc at University Of Óbuda
January 11, 2030 - July 26, 2025
Software Developer and Tester at Szegedi SZC Vasvári Pál Gazdasági és Informatikai Technikum
January 11, 2030 - July 26, 2025

Qualifications

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Industry Experience

Software & Internet, Financial Services, Professional Services, Computers & Electronics, Education

Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Beginner
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