A healthcare AI system should be evaluated from both sides of the workflow.
Provider perspective:
Does it improve decisions, efficiency, and coordination?
Patient perspective:
Is it accessible, understandable, trustworthy, and useful?
For digital health and agentic AI, patient-facing workflows should also include transparency, privacy, human escalation, and appropriate boundaries.
Technical performance is necessary.
Patient value is essential.
I am open to remote roles globally.
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