Designs and owns Clearstate's LLM-based ingestion and analysis pipeline, converting unstructured MedTech market data (interview transcripts, trade/tender datasets) into validated structured intelligence that lands in BigQuery/Snowflake. Core stack: Python, open-source and API LLMs, prompt engineering, ETL/ELT, and evolving agentic workflows.
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