Role-Scoped Retrieval for Safe Healthcare AI AssistantsRole-Scoped Retrieval for Safe Healthcare AI Assistants
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
A hospital assistant should only retrieve records the signed-in user is allowed to see.
In my Arogya / Aurora EHR work, chart assistance is grounded and role-scoped. AI content stays advisory, and clinicians explicitly review and approve anything added to the chart.
One test I'd include is the same question under two accounts with different record permissions. A restricted record should never enter the model's context, even if the final answer doesn't quote it.
For a healthcare AI assistant, I want access checks in retrieval before generation begins.

kapilchauhan.netlify.app

Arogya / Aurora EHR: AI for inpatient care | Kapil Chauhan

Production hospital and EHR platform that accelerates rounds, documentation, records, and care operations with clinician-reviewed AI.

Back to feed
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started