Designs, industrializes, and operates AI systems in production for major clients (transport, banking/insurance, hospitality, retail) — GenAI (RAG, LLM agents) and applied ML — from business framing through cloud deployment. Daily work centers on Python/FastAPI, Docker, CI/CD, MLOps (Airflow, MLflow), and AWS, owning quality, cost, and latency.
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