Senior AI Engineer — clinical AI platform (LLM service to agentic inference system)
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Text SummarizationBuilt and served LLM-based clinical NLP capabilities as part of an agentic inference platform for healthcare. Implemented summarization and multiple clinical prediction workflows that required structured model outputs and downstream consumption of labeled/grounded results. Focused on production-grade evaluation and monitoring to ensure consistent performance across clinical event streams. • LLM service for progress note summarization and clinical contract analysis • Risk prediction workflows for fall and pressure ulcer domains • Reason-for-transfer generation and downstream structured outputs • Production observability and evaluation signals (e.g., hallucination detection, finish reasons)
2022 - Present