I'm building production GenAI and machine learning systems at ICRANet Armenia, where I co-architected AstroGenesis, a live agentic platform for automated data execution, tool orchestration, RAG search, and CI/CD workflows.
I implement LLM tool-calling and retrieval architectures that improve latency, domain-tool execution, and prompt context management. I also develop Normalizing Flow frameworks for high-dimensional parameter estimation and nonlinear data mapping.
My research includes co-authoring safety-critical verification work accepted to IEEE ISSRE 2026. I've evaluated non-deterministic physical models under synthetic noise in Unreal Engine 5 and NVIDIA Isaac Sim, and developed PID controllers in ArduPilot SITL environments.
Previously at Metric, I built a conversational Text-to-SQL system, document-understanding pipelines using OCR, classification, and VQA, and retail computer-vision pipelines for shelf analytics and brand-share prediction.
