AWS re:Invent 2025
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Senior Applied Scientist, Amazon
ex-Google, ex-Tempus
PhD from Harvard/MIT
less than 1 minute read
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7 minute read
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Why medical knowledge benchmarks aren’t enough for real-world health assistants, and what an evaluation stack should look like as Health AI moves from static vignettes to conversational, action-taking systems.
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After months of work, Health AI is launching on Amazon.com and in the Amazon app, giving customers a personal AI health assistant to understand their health information, explore care options, and connect directly to care.
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Today we launched Amazon One Medical, an agentic Health AI assistant providing 24/7 health guidance, appointment booking, lab reading, and medication management.
8 minute read
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How LLMs are evolving from stochastic parrots into regulated medical devices — exploring the FDA frameworks, regulatory pathways, and business implications of software as a doctor.