Ілля
AI engineer
- Considering positions:
- AI engineer, Python-програміст
- Age:
- 20 years
- City of residence:
- Other countries
- Ready to work:
- Other countries, Remote
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Bratislava Slovakia [
Summary
Junior AI Engineer specializing in Agentic AI and RAG architectures. Hands-on experience building Multi-Agent
systems with LangGraph and self-correction loops. Proficient in Python, its web frameworks, and vector
databases. Currently focusing on automating complex workflows through LLM-driven solutions.
Key Skills & Achievements
AI Systems & RAG Architecture
•Multi-Agent Systems: Architected a sophisticated Multi-Agent system using LangGraph, featuring a strict self-
correction feedback loop between "Generator" and "Reviewer" agents to automate source code analysis.
•RAG Pipelines: Built a dynamic Retrieval-Augmented Generation (RAG) pipeline using ChromaDB for
automated GitHub repository ingestion, enabling AI to instantly parse and understand large, undocumented
codebases.
•Prompt Engineering: Developed advanced prompt templates with strict syntax guardrails, enabling flawless
generation of complex architectural diagrams (PlantUML) via Google Gemini models.
Backend Development & API Engineering
Asynchronous APIs: Developed a high-performance, asynchronous REST API Gateway using FastAPI to deploy
•
AI agents as enterprise-ready microservices.
Real-time Streaming: Implemented Server-Sent Events (SSE) via StreamingResponse to broadcast AI reasoning
•
steps in real-time, significantly minimizing frontend perceived latency.
Web Applications: Built full-stack task management and database systems utilizing Django and SQLite,
•
implementing robust ORM models and strict data validation (Pydantic).
Software Engineering & Testing
•C++ & Object-Oriented Design: Developed an object-oriented C++ application to parse and process large-scale
demographic data, featuring a custom SQL-like command parser.
•Automated Evaluation: Engineered an automated Evaluation Engine that critiques AI-generated outputs
against rigid engineering metrics (OOP Principles, Clean Architecture, IEEE 1016 standards).
•Quality Assurance: Ensured system reliability and data integrity by writing comprehensive unit tests using
Google Test and implementing strict input validation mechanisms.
Skills
Programming Languages: Python, C++, SQL, JavaScript.
•
AI & Machine Learning: LangGraph, LangChain, Retrieval-Augmented Generation (RAG), Large Language
•
Models (LLM), Prompt Engineering, Multi-agent Systems.
Backend & Frameworks: FastAPI, Django, Flask.
•
Databases: PostgreSQL, MySQL, SQLite, ChromaDB.
•
Tools & DevOps: Git, GitHub, Linux.
•
Selected Projects
Enterprise AI Agent API Gateway 01/2026 – Present
AI-Powered Reverse Engineering Pipeline (Bachelor's Thesis) 05/2025 – Present
Demographic Data Calculator (C++) 11/2024 – 01/2025
Education
BSc, Applied Informatics, Comenius University Bratislava 09/2023 – 06/2027
Languages
Ukrainian Slovak English
Native B2 B2
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