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Atif
Zainul Abedeen
Machine Learning Engineer
Hospital for Special Surgery
Atif Zainul Abedeen is a Machine Learning Engineer at Hospital for Special Surgery (HSS), where he works on applying advanced ML and data science techniques to support clinical research and healthcare innovation. He brings a strong foundation in computer science and applied ML, with experience spanning healthcare data, large-scale systems, and research-driven engineering.
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25 March 2026 10:00 - 10:30
Panel | Agentic systems in healthcare: What's safe & what's coming, from validation to red-teaming
This panel examines how agentic workflows are actually being deployed today across claims processing, care coordination, and clinical documentation - separating functional patterns from hype. Experts will dig into safety constraints: controlled action spaces, deterministic fallbacks, audit trails, and how to keep agents from escalating beyond their operational bounds. We’ll close by mapping the near-term frontier for healthcare agents, from multi-agent orchestration to fully closed-loop systems operating under regulatory supervision.