I build AI that works
beyond the prototype.
Five years in software. My work connects language models, reliable backend systems and cloud infrastructure — from intelligent voice assistants to production tools.
01 / SELECTED WORK
AI engineering for a team-built
intelligent voice assistant.
As an AI engineer on the LORATech team, I developed AI components for LORA Cube, including multi-agent workflows, persistent RAG memory, voice processing and containerized cloud services.
LORATech team milestones:
LangGraph / Qdrant / Raspberry Pi / GCP / Kubernetes / Terraform
Music discovery in your own words.
Natural-language music search using embeddings and hybrid retrieval, with automatic playlist creation through the Spotify API.
Sentence Transformers / Qdrant / FAISS / Spotify API
Multiple models. One conversation space.
A unified chat interface for multiple LLM providers, with real-time streaming, concurrent conversations and persistent history.
Python / Flask / OpenAI / Anthropic / Streaming
02 / EXPERIENCE
Tractive · Linz, Austria
Python automation and diagnostic tooling for manufacturing. Internal Flask APIs, MongoDB analytics and root-cause investigation to improve production reliability.
LORATech e.U. · Linz, Austria
Worked as an AI engineer within the LORATech team, developing LORA Cube’s agent architecture, semantic memory and resilient workflows with checkpointing, retries and recovery. Shipped Docker and Kubernetes services, Terraform infrastructure, CI/CD pipelines and quantized edge models.
Johannes Kepler University Linz
Developed an AI platform giving students access to domain-specific conversational agents for biology and other academic disciplines.
Upwork · Remote
Built FastAPI and Flask services, database integrations, RAG retrieval, data pipelines and automation for international clients — from requirements to deployment.
National University “Odesa Law Academy”
Python applications, Telegram bots and an AI travel assistant, supported by web-scraping and data-processing pipelines.
03 / CAPABILITIES
LLMs, RAG, LangChain, LangGraph, multi-agent systems, MCP, tool calling, guardrails, structured outputs and evaluation.
Qdrant, FAISS, Sentence Transformers, embeddings, semantic search, vector search and hybrid retrieval.
Python, JavaScript, FastAPI, Flask, REST APIs, MongoDB, SQL, API integration and web scraping.
Docker, Kubernetes, AWS, GCP, Terraform, CI/CD, Weights & Biases, DVC and observability.
Raspberry Pi, GGUF, ONNX Runtime, model quantization, wake-word detection, VAD, ASR and TTS.
04 / EDUCATION
Johannes Kepler University Linz
Odesa National Economic University
LANGUAGES
LET’S CONNECT