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Junior Researcher & Machine Learning Engineer
I build production GenAI, RAG, and machine learning systems across research and industry.
ArmeniaJunior Researcher & Machine Learning Engineer at ICRANet Armenia
Co-architected and contributed to the production delivery of AstroGenesis, a live agentic platform enabling automated data execution, custom tool orchestration, RAG search over unstructured datasets, and CI/CD workflows. Implemented complex tool-calling and retrieval architectures for LLMs, optimizing system latency, domain tool execution, and prompt context management.
RAGLLMCI CDtool orchestrationNormalizing FlowsPython
Co-authored safety-critical verification research accepted for publication at IEEE ISSRE 2026. Evaluated non-deterministic physical models under synthetic noise and edge cases in Unreal Engine 5 and NVIDIA Isaac Sim, tracking performance degradation and failure modes.
Unreal Engine 5Isaac SimArduPilotSITL SimulationPID ControllerResearch
Built a conversational Text-to-SQL system translating natural language queries into executable SQL commands for automated relational database extraction. Engineered document understanding and ingestion pipelines combining OCR, text classification, and Visual Question Answering (VQA).
Text To SQLOCRVQASComputer VisionPythonSQL
Pursuing a Master's degree in Applied Statistics and Data Science at Yerevan State University, expected to complete in 2028.
Pursuing a Master's degree in Applied Statistics and Data Science at Yerevan State University, expected to complete in 2028.
Completed a Bachelor of Physics with a specialization in Data Processing and Artificial Intelligence at Yerevan State University.
Completed an Advanced Machine Learning course at Armenian Code Academy in 2023.
Completed an Advanced Machine Learning course at Armenian Code Academy in 2023.
Profile sourced from Himalayas.